chore: release v3.45.2

* fix

* push

* push

* push

.cursor/rules/authorization-and-rbac.mdc

@@ -0,0 +1,6 @@
+---
+description: How to manage authorization and RBAC within full-stack langfuse features
+globs: web/
+alwaysApply: true
+---
+See [README.md](mdc:web/src/features/rbac/README.md) for details

.cursor/rules/entitlements.mdc

@@ -0,0 +1,7 @@
+---
+description: How to enforce entitlements across full-stack features
+globs: web/**
+alwaysApply: true
+---
+
+Check [README.md](mdc:web/src/features/entitlements/README.md) to learn more about entitlements

.cursor/rules/frontend-features.mdc

@@ -0,0 +1,33 @@
+---
+description: How we build new full-stack features including frontend APIs, file structure, and components
+globs: web/**
+alwaysApply: true
+---
+## Framework
+
+- Next.js
+- Pages router
+
+## File Structure
+
+- We generally put all code related to a net-new feature into a folder within web/src/features.
+- Checkout other features to learn about the common structure.
+
+## API for frontend features
+
+- We use TRPC.io to power full-stack features of the Langfuse Frontend
+  - Entry point for all trpc routes: [root.ts](mdc:web/src/server/api/root.ts)
+- Authentication, see [authorization-and-rbac.mdc](mdc:.cursor/rules/authorization-and-rbac.mdc)
+- Entitlements, see [entitlements.mdc](mdc:.cursor/rules/entitlements.mdc)
+
+## Components
+
+- We use Shadcn/ui
+  - Components in `@/src/components/ui`
+  - If a component is not installed yet, ask the user to install it for you
+- When creating new custom components that generalize, we add them with a generalizable naming to `@/src/components`
+
+## Styling
+
+- We use Tailwind CSS
+- We use a standard color palette which automatically handles light/dark mode, see [globals.css](mdc:web/src/styles/globals.css)

.cursor/rules/public-api.mdc

@@ -0,0 +1,16 @@
+---
+description: How to create new public api routes for Langfuse
+globs: 
+alwaysApply: false
+---
+
+# Implementation
+
+- All public api routes are in /web/src/pages/api/public
+- New api routes should follow these guidelines:
+  - Use [withMiddlewares.ts](mdc:web/src/features/public-api/server/withMiddlewares.ts) as a wrapper
+  - Define types of api request and response in /web/src/features/public-api/types, use strict() for all zod objects
+  - Add end-to-end test, similar to [datasets-api.servertest.ts](mdc:web/src/__tests__/async/datasets-api.servertest.ts)
+  - Add fern configuration in /fern, learn more about structure here: https://buildwithfern.com/learn/api-definition/fern/overview
+  - Prompt user to regenerate the OpenAPI spec via the fern CLI
+  - Pagination starts at 1, query typing defined in publicApiPaginationZod, return meta in paginationMetaResponseZod

.env.prod.example

@@ -65,37 +65,61 @@ OTEL_SERVICE_NAME="langfuse"
 # AUTH_GOOGLE_CLIENT_SECRET=
 # AUTH_GOOGLE_ALLOW_ACCOUNT_LINKING=false
 # AUTH_GOOGLE_ALLOWED_DOMAINS=langfuse.com,google.com # optional allowlist of workspace domains that can sign in via Google
+# AUTH_GOOGLE_CLIENT_AUTH_METHOD=
+# AUTH_GOOGLE_CHECKS=
 # AUTH_GITHUB_CLIENT_ID=
 # AUTH_GITHUB_CLIENT_SECRET=
 # AUTH_GITHUB_ALLOW_ACCOUNT_LINKING=false
+# AUTH_GITHUB_CLIENT_AUTH_METHOD=
+# AUTH_GITHUB_CHECKS=
 # AUTH_GITHUB_ENTERPRISE_CLIENT_ID=
 # AUTH_GITHUB_ENTERPRISE_CLIENT_SECRET=
 # AUTH_GITHUB_ENTERPRISE_BASE_URL=
 # AUTH_GITHUB_ENTERPRISE_ALLOW_ACCOUNT_LINKING=false
+# AUTH_GITHUB_ENTERPRISE_CLIENT_AUTH_METHOD=
+# AUTH_GITHUB_ENTERPRISE_CHECKS=
 # AUTH_GITLAB_CLIENT_ID=
 # AUTH_GITLAB_CLIENT_SECRET=
 # AUTH_GITLAB_ALLOW_ACCOUNT_LINKING=false
 # AUTH_GITLAB_ISSUER=
+# AUTH_GITLAB_CLIENT_AUTH_METHOD=
+# AUTH_GITLAB_CHECKS=
+# AUTH_GITLAB_URL=
 # AUTH_AZURE_AD_CLIENT_ID=
 # AUTH_AZURE_AD_CLIENT_SECRET=
 # AUTH_AZURE_AD_TENANT_ID=
-# AUTH_AZURE_ALLOW_ACCOUNT_LINKING=false
+# AUTH_AZURE_AD_ALLOW_ACCOUNT_LINKING=false
+# AUTH_AZURE_AD_CLIENT_AUTH_METHOD=
+# AUTH_AZURE_AD_CHECKS=
 # AUTH_OKTA_CLIENT_ID=
 # AUTH_OKTA_CLIENT_SECRET=
 # AUTH_OKTA_ISSUER=
 # AUTH_OKTA_ALLOW_ACCOUNT_LINKING=false
+# AUTH_OKTA_CLIENT_AUTH_METHOD=
+# AUTH_OKTA_CHECKS=
 # AUTH_AUTH0_CLIENT_ID=
 # AUTH_AUTH0_CLIENT_SECRET=
 # AUTH_AUTH0_ISSUER=
 # AUTH_AUTH0_ALLOW_ACCOUNT_LINKING=false
+# AUTH_AUTH0_CLIENT_AUTH_METHOD=
+# AUTH_AUTH0_CHECKS=
 # AUTH_COGNITO_CLIENT_ID=
 # AUTH_COGNITO_CLIENT_SECRET=
 # AUTH_COGNITO_ISSUER=
 # AUTH_COGNITO_ALLOW_ACCOUNT_LINKING=false
+# AUTH_COGNITO_CLIENT_AUTH_METHOD=
+# AUTH_COGNITO_CHECKS=
 # AUTH_KEYCLOAK_CLIENT_ID=
 # AUTH_KEYCLOAK_CLIENT_SECRET=
 # AUTH_KEYCLOAK_ISSUER=
 # AUTH_KEYCLOAK_ALLOW_ACCOUNT_LINKING=false
+# AUTH_KEYCLOAK_CLIENT_AUTH_METHOD=
+# AUTH_KEYCLOAK_CHECKS=
+# AUTH_WORKOS_CLIENT_ID=
+# AUTH_WORKOS_CLIENT_SECRET=
+# AUTH_WORKOS_ALLOW_ACCOUNT_LINKING=false
+# AUTH_WORKOS_ORGANIZATION_ID=
+# AUTH_WORKOS_CONNECTION_ID=
 # AUTH_CUSTOM_CLIENT_ID=
 # AUTH_CUSTOM_CLIENT_SECRET=
 # AUTH_CUSTOM_ISSUER=
@@ -104,6 +128,8 @@ OTEL_SERVICE_NAME="langfuse"
 # AUTH_CUSTOM_CLIENT_AUTH_METHOD="client_secret_basic" # optional
 # AUTH_CUSTOM_ALLOW_ACCOUNT_LINKING=false
 # AUTH_CUSTOM_ID_TOKEN=false # optional, default is true
+# AUTH_CUSTOM_CLIENT_AUTH_METHOD=
+# AUTH_CUSTOM_CHECKS=
 
 # Transactional email, optional
 # Defines the email address to use as the from address.
@@ -146,7 +172,32 @@ OTEL_SERVICE_NAME="langfuse"
 # LANGFUSE_INIT_USER_NAME=User Name
 # LANGFUSE_INIT_USER_PASSWORD=password
 
+# Redis configuration
+# REDIS_HOST=
+# REDIS_PORT=
+# REDIS_AUTH=
+# REDIS_CONNECTION_STRING=
+# REDIS_ENABLE_AUTO_PIPELINING=
 
+# Cache configuration
+# LANGFUSE_CACHE_API_KEY_ENABLED=
+# LANGFUSE_CACHE_API_KEY_TTL_SECONDS=
+# LANGFUSE_CACHE_PROMPT_ENABLED=
+# LANGFUSE_CACHE_PROMPT_TTL_SECONDS=
+
+# Clickhouse configuration
+# CLICKHOUSE_URL=
+# CLICKHOUSE_CLUSTER_NAME=default
+# CLICKHOUSE_DB=default
+# CLICKHOUSE_USER=
+# CLICKHOUSE_PASSWORD=
+# CLICKHOUSE_CLUSTER_ENABLED=true
+
+# Ingestion configuration
+# LANGFUSE_INGESTION_QUEUE_DELAY_MS=
+# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_BATCH_SIZE=
+# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS= 
+# LANGFUSE_INGESTION_CLICKHOUSE_MAX_ATTEMPTS=
 
 ### START Enterprise Edition Configuration
 
@@ -215,19 +266,8 @@ OTEL_SERVICE_NAME="langfuse"
 
 # Admin API
 # ADMIN_API_KEY=
-
-# Redis
-# REDIS_HOST=
-# REDIS_PORT=
-# REDIS_AUTH=
-# REDIS_CONNECTION_STRING=
-# REDIS_ENABLE_AUTO_PIPELINING=
-
-# Cache configuration
-# LANGFUSE_CACHE_API_KEY_ENABLED=
-# LANGFUSE_CACHE_API_KEY_TTL_SECONDS=
-# LANGFUSE_CACHE_PROMPT_ENABLED=
-# LANGFUSE_CACHE_PROMPT_TTL_SECONDS=
+# LANGFUSE_CACHE_MODEL_MATCH_ENABLED=
+# LANGFUSE_CACHE_MODEL_MATCH_TTL_SECONDS=
 
 # Rate limiting
 # LANGFUSE_RATE_LIMITS_ENABLED=
@@ -236,22 +276,15 @@ OTEL_SERVICE_NAME="langfuse"
 # STRIPE_SECRET_KEY=
 # STRIPE_WEBHOOK_SIGNING_SECRET=
 
+# Betterstack Status Page
+# BETTERSTACK_UPTIME_API_KEY=
+# BETTERSTACK_UPTIME_STATUS_PAGE_ID=
+
 ### END Langfuse Cloud Config
 
 
-## START Langfuse V3 Ingestion 
+### START Langfuse CI Config
 
-# Clickhouse
-# CLICKHOUSE_MIGRATION_URL=
-# CLICKHOUSE_URL=
-# CLICKHOUSE_USER=
-# CLICKHOUSE_PASSWORD=
-# CLICKHOUSE_DB=
+# LANGFUSE_INIT_ORG_CLOUD_PLAN=
 
-# Ingestion
-# LANGFUSE_INGESTION_QUEUE_DELAY_MS=
-# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_BATCH_SIZE=
-# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS= 
-# LANGFUSE_INGESTION_CLICKHOUSE_MAX_ATTEMPTS=
-
-## END Langfuse V3 Ingestion
+### END Langfuse CI Config

.github/workflows/_deploy_ecs_service.yml

@@ -56,6 +56,12 @@ jobs:
             --build-arg SENTRY_AUTH_TOKEN=${{ secrets.SENTRY_AUTH_TOKEN }} \
             --build-arg SENTRY_ORG=${{ vars.SENTRY_ORG }} \
             --build-arg SENTRY_PROJECT=${{ vars.SENTRY_PROJECT }} \
+            --build-arg NEXT_PUBLIC_DATADOG_APPLICATION_ID=${{ vars.NEXT_PUBLIC_DATADOG_APPLICATION_ID }} \
+            --build-arg NEXT_PUBLIC_DATADOG_CLIENT_TOKEN=${{ vars.NEXT_PUBLIC_DATADOG_CLIENT_TOKEN }} \
+            --build-arg NEXT_PUBLIC_DATADOG_SITE=${{ vars.NEXT_PUBLIC_DATADOG_SITE }} \
+            --build-arg NEXT_PUBLIC_DATADOG_ENVIRONMENT=${{ vars.NEXT_PUBLIC_DATADOG_ENVIRONMENT }} \
+            --build-arg NEXT_PUBLIC_DATADOG_SESSION_SAMPLE_RATE=${{ vars.NEXT_PUBLIC_DATADOG_SESSION_SAMPLE_RATE }} \
+            --build-arg NEXT_PUBLIC_DATADOG_SESSION_REPLAY_SAMPLE_RATE=${{ vars.NEXT_PUBLIC_DATADOG_SESSION_REPLAY_SAMPLE_RATE }} \
             .
           docker push $REGISTRY/$REPOSITORY:$IMAGE_TAG
       - name: Render AWS ECS Task Definition

.github/workflows/pipeline.yml

@@ -89,7 +89,7 @@ jobs:
           timeout 10 bash -c 'until curl -f http://localhost:3000/api/public/health; do sleep 2; done'
 
   tests-web-sync:
-    timeout-minutes: 20
+    timeout-minutes: 30
     runs-on: ubuntu-latest
     needs:
       - pre-job
@@ -134,14 +134,14 @@ jobs:
           grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev.example > .env
           echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
           echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
-      - name: Run + migrate
+      - name: Run dev containers
         run: |
           docker compose -f docker-compose.dev.yml up -d
           sleep 5 # Wait for PostgreSQL to accept connections
           docker compose ps
         env:
           POSTGRES_VERSION: ${{ matrix.postgres-version }}
-      - name: Seed DB
+      - name: Migrate DB
         run: |
           pnpm run db:migrate
           pnpm --filter=shared ch:up
@@ -152,6 +152,7 @@ jobs:
         env:
           LANGFUSE_INIT_ORG_ID: "seed-org-id"
           LANGFUSE_INIT_ORG_NAME: "Seed Org"
+          LANGFUSE_INIT_ORG_CLOUD_PLAN: "Team"
           LANGFUSE_INIT_PROJECT_ID: "7a88fb47-b4e2-43b8-a06c-a5ce950dc53a"
           LANGFUSE_INIT_PROJECT_NAME: "Seed Project"
           LANGFUSE_INIT_PROJECT_PUBLIC_KEY: "pk-lf-1234567890"
@@ -165,7 +166,7 @@ jobs:
         run: pnpm --filter=web run test-client
 
   tests-web-async:
-    timeout-minutes: 20
+    timeout-minutes: 30
     runs-on: ubuntu-latest
     needs:
       - pre-job
@@ -211,14 +212,14 @@ jobs:
           grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev${{ matrix.blob-provider }}.example > .env
           echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
           echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
-      - name: Run + migrate
+      - name: Run dev containers
         run: |
           docker compose -f docker-compose.dev${{ matrix.blob-provider }}.yml up -d
           sleep 5 # Wait for PostgreSQL to accept connections
           docker compose ps
         env:
           POSTGRES_VERSION: ${{ matrix.postgres-version }}
-      - name: Seed DB
+      - name: Migrate DB
         run: |
           pnpm run db:migrate
           pnpm --filter=shared ch:up
@@ -229,6 +230,7 @@ jobs:
         env:
           LANGFUSE_INIT_ORG_ID: "seed-org-id"
           LANGFUSE_INIT_ORG_NAME: "Seed Org"
+          LANGFUSE_INIT_ORG_CLOUD_PLAN: "Team"
           LANGFUSE_INIT_PROJECT_ID: "7a88fb47-b4e2-43b8-a06c-a5ce950dc53a"
           LANGFUSE_INIT_PROJECT_NAME: "Seed Project"
           LANGFUSE_INIT_PROJECT_PUBLIC_KEY: "pk-lf-1234567890"
@@ -536,3 +538,11 @@ jobs:
           platforms: |
             linux/amd64
             ${{ startsWith(github.ref, 'refs/tags/') && 'linux/arm64' || '' }}
+      - name: Notify Slack
+        uses: ravsamhq/notify-slack-action@v2
+        if: always()
+        with:
+          status: ${{ job.status }}
+          notify_when: "failure"
+        env:
+          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }}

.github/workflows/snyk.yml

@@ -6,7 +6,7 @@ on:
   push:
     branches:
       - main
-  merge_group:
+  # Snyk cannot upload results in merge group. Hence, we only run on PRs and when pushingon the main branch https://github.com/github/codeql-action/issues/1572
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
@@ -29,6 +29,13 @@ jobs:
           image: langfuse-langfuse-web
           args: --file=web/Dockerfile
 
+      # Workaround for https://github.com/github/codeql-action/issues/2187
+      - name: Replace security-severity undefined for license-related findings
+        run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
+
+      - name: Replace security-severity null for license-related findings
+        run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
+
       - name: Upload result to GitHub Code Scanning
         uses: github/codeql-action/upload-sarif@v3
         with:
@@ -44,6 +51,13 @@ jobs:
           image: langfuse-langfuse-worker
           args: --file=worker/Dockerfile
 
+      # Workaround for https://github.com/github/codeql-action/issues/2187
+      - name: Replace security-severity undefined for license-related findings
+        run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
+
+      - name: Replace security-severity null for license-related findings
+        run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
+
       - name: Upload result to GitHub Code Scanning
         uses: github/codeql-action/upload-sarif@v3
         with:

.github/workflows/stale_issues.yml

@@ -0,0 +1,22 @@
+name: Close inactive issues
+on:
+  schedule:
+    - cron: "30 1 * * *"
+
+jobs:
+  close-issues:
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+      pull-requests: write
+    steps:
+      - uses: actions/stale@v9
+        with:
+          days-before-issue-stale: 30
+          days-before-issue-close: 14
+          stale-issue-label: "stale"
+          stale-issue-message: "This issue is stale because it has been open for 30 days with no activity."
+          close-issue-message: "This issue was closed because it has been inactive for 14 days since being marked as stale. Please reopen if the issue persists."
+          days-before-pr-stale: -1
+          days-before-pr-close: -1
+          repo-token: ${{ secrets.GITHUB_TOKEN }}

.gitignore

@@ -7,6 +7,7 @@
 
 # testing
 /coverage
+/certs/
 
 # database
 /prisma/db.sqlite

CONTRIBUTING.md

@@ -53,117 +53,10 @@ A good first step is to search for open [issues](https://github.com/langfuse/lan
 
 ### Architecture Overview
 
-**Langfuse v2**
-
-```mermaid
-flowchart TB
-    subgraph s4["Clients"]
-        subgraph s2["langfuse/langfuse-python"]
-            Python["Python low-level SDK"]
-            Decorator["observe() decorator"] -->|extends| Python
-            OAI["OpenAI drop-in replacement"] -->|extends| Python
-            Llamaindex["LlamaIndex Integration"] -->|extends| Python
-            LCPYTHON["Langchain Python Integration"] -->|extends| Python
-            Langflow -->|uses| LCPYTHON
-            LiteLLM -->|uses| Python
-        end
-        subgraph s3["langfuse/langfuse-js"]
-            JS["JS SDK"]
-            LCJS["Langchain JS Integration"]  -->|extends| JS
-            Flowise -->|uses| LCJS
-        end
-    end
-
-    DB[Postgres Database]
-    Redis[Redis]
-
-    subgraph s1["Application (langfuse/langfuse/web)"]
-        API[Public HTTP API]
-        G[TRPC API]
-        I[NextAuth]
-        H[React Frontend]
-        Prisma[Prisma ORM]
-        H --> G
-        H --> I
-        G --> I
-        G --- Prisma
-        API --- Prisma
-        I --- Prisma
-    end
-
-    Prisma --- DB
-    JS --- API
-    Python --- API
-```
-
-**Langfuse v3 (work in progress, not released yet)**
-
-> [!NOTE]
-> Infrastructure will change in Langfuse version 3.0. More in the [GitHub Discussions](https://github.com/orgs/langfuse/discussions/1902).
-> `langfuse/langfuse/worker` is under active development and not recommended for production use in Langfuse 2.x.
-
-```mermaid
-flowchart TB
-    subgraph s4["Clients"]
-        subgraph s2["langfuse/langfuse-python"]
-            Python["Python low-level SDK"]
-            Decorator["observe() decorator"] -->|extends| Python
-            OAI["OpenAI drop-in replacement"] -->|extends| Python
-            Llamaindex["LlamaIndex Integration"] -->|extends| Python
-            LCPYTHON["Langchain Python Integration"] -->|extends| Python
-            Langflow -->|uses| LCPYTHON
-            LiteLLM -->|uses| Python
-        end
-        subgraph s3["langfuse/langfuse-js"]
-            JS["JS SDK"]
-            LCJS["Langchain JS Integration"]  -->|extends| JS
-            Flowise -->|uses| LCJS
-        end
-    end
-
-    subgraph s9 ["VPC (US and EU separated)"]
-        DB[Postgres Database]
-        Redis[Redis Cache/Queue]
-        Clickhouse[Clickhouse Database]
-
-        subgraph s1["Application (langfuse/langfuse/web)"]
-            API[Public HTTP API]
-            G[TRPC API]
-            I[NextAuth]
-            H[React Frontend]
-            ORM
-            H --> G
-            H --> I
-            G --> I
-            G --- ORM
-            API --- ORM
-            I --- ORM
-        end
-
-        subgraph s5["Application (langfuse/langfuse/worker)"]
-            Worker
-        end
-
-        Worker --- DB
-        Worker --- Redis
-        Worker --- Clickhouse
-
-        ORM --- DB
-        ORM --- Redis
-        ORM --- Clickhouse
-
-
-    end
-
-    JS --- API
-    Python --- API
-```
+See this [diagram](https://langfuse.com/self-hosting#architecture) for an overview of the architecture.
 
 ### Network Overview
 
-> [!NOTE]
-> This will change in Langfuse version 3.0. More in the [GitHub Discussions](https://github.com/orgs/langfuse/discussions/1902).
-
 ```mermaid
 flowchart LR
    Browser ---|Web UI & TRPC API| App
@@ -209,11 +102,12 @@ Requirements
 
 **Steps**
 
-1. Fork the repository and clone it locally
-2. Run the development database
+1. Install [golang-migrate](https://github.com/golang-migrate/migrate/tree/master/cmd/migrate#migrate-cli) as CLI
+2. Fork the repository and clone it locally
 
    ```bash
-   pnpm run infra:dev:up
+   git clone https://github.com/langfuse/langfuse.git
+   cd langfuse
    ```
 
 3. Create an env file
@@ -222,40 +116,23 @@ Requirements
     cp .env.dev.example .env
    ```
 
-4. Install dependencies
+4. Run the entire infrastructure in dev mode
 
    ```bash
-   pnpm install
+   pnpm run dx
    ```
 
-5. Run the migrations
+   You will be asked whether you want to reset Postgres and ClickHouse. Confirm both with 'Y' and press enter.
 
-   All database migrations and configs are in the `shared` package.
+5. Open the web app in your browser to start using Langfuse:
 
-   ```bash
-   pnpm --filter=shared run db:migrate
+   - [Sign up page, http://localhost:3000](http://localhost:3000)
+   - [Demo project, http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a](http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a)
 
-   # Optional: seed the database
-   # pnpm run db:seed
-   # pnpm run db:seed:examples
-   # pnpm --filter=shared run db:seed:load
-   ```
+6. Log in as a test user:
 
-6. Start the development server
-
-   ```bash
-    pnpm run dev
-   ```
-
-7. Open the web app in the browser:
-
-   http://localhost:3000
-
-8. Log in as a test user (after you ran `db:seed` command):
-
-   Username: demo@langfuse.com
-
-   Password: password
+   - Username: `demo@langfuse.com`
+   - Password: `password`
 
 ## Monorepo quickstart
 

README.cn.md

@@ -0,0 +1,354 @@
+![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
+
+<div align="center">
+  <div>
+    <h3>
+    <a href="https://langfuse.com/cn">
+        <strong>🇨🇳 🤝 🪢</strong>
+      </a> · 
+      <a href="https://cloud.langfuse.com">
+        <strong>Langfuse Cloud</strong>
+      </a> · 
+      <a href="https://langfuse.com/docs/deployment/self-host">
+        <strong>自托管</strong>
+      </a> · 
+      <a href="https://langfuse.com/demo">
+        <strong>演示</strong>
+      </a>
+    </h3>
+  </div>
+
+  <div>
+    <a href="https://langfuse.com/docs"><strong>文档</strong></a> ·
+    <a href="https://langfuse.com/issues"><strong>报告问题</strong></a> ·
+    <a href="https://langfuse.com/ideas"><strong>功能请求</strong></a> ·
+    <a href="https://langfuse.com/changelog"><strong>更新日志</strong></a> ·
+    <a href="https://langfuse.com/roadmap"><strong>路线图</strong></a> ·
+  </div>
+  <br/>
+  <span>Langfuse 使用 <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> 作为支持和功能请求的平台。</span>
+  <br/>
+  <span><b>我们正在招聘。</b> <a href="https://langfuse.com/careers"><strong>加入我们</strong></a>，从事产品工程和技术市场职位。</span>
+  <br/>
+  <br/>
+  <div>
+  </div>
+</div>
+
+<p align="center">
+  <a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
+    <img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
+  </a>
+  <a href="https://www.ycombinator.com/companies/langfuse">
+    <img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23">
+  </a>
+  <a href="https://hub.docker.com/u/langfuse" target="_blank">
+    <img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff">
+  </a>
+  <a href="https://pypi.python.org/pypi/langfuse">
+    <img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi">
+  </a>
+  <a href="https://www.npmjs.com/package/langfuse">
+    <img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package">
+  </a>
+  <br/>
+  <a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
+    <img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
+         alt="在 Discord 上聊天">
+  </a>
+  <a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
+    <img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
+         alt="在 X (Twitter) 上关注">
+  </a>
+  <a href="https://www.linkedin.com/company/langfuse/" target="_blank">
+    <img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
+         alt="在 LinkedIn 上关注">
+  </a>
+  <a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
+    <img alt="过去一个月的提交" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a">
+  </a>
+  <a href="https://github.com/langfuse/langfuse/" target="_blank">
+    <img alt="已关闭的问题" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98">
+  </a>
+  <a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
+    <img alt="讨论帖数量" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8">
+  </a>
+</p>
+
+<p align="center">
+  <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
+  <a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+</p>
+
+Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发、监控、评估** 以及 **调试** AI 应用。Langfuse 可在几分钟内 **自托管**，并且经过 **实战考验**。
+
+[![Langfuse 概览视频](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
+
+## ✨ 核心特性
+
+![Langfuse 概览](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
+
+- [LLM 应用可观察性](https://langfuse.com/docs/tracing)：为你的应用插入仪表代码，并开始将追踪数据传送到 Langfuse，从而追踪 LLM 调用及应用中其他相关逻辑（如检索、嵌入或代理操作）。检查并调试复杂日志及用户会话。试试互动的 [演示](https://langfuse.com/docs/demo) 看看效果。
+  
+- [提示管理](https://langfuse.com/docs/prompts/get-started) 帮助你集中管理、版本控制并协作迭代提示。得益于服务器和客户端的高效缓存，你可以在不增加延迟的情况下反复迭代提示。
+
+- [评估](https://langfuse.com/docs/scores/overview) 是 LLM 应用开发流程的关键组成部分，Langfuse 能够满足你的多样需求。它支持 LLM 作为“裁判”、用户反馈收集、手动标注以及通过 API/SDK 实现自定义评估流程。
+
+- [数据集](https://langfuse.com/docs/datasets/overview) 为评估你的 LLM 应用提供测试集和基准。它们支持持续改进、部署前测试、结构化实验、灵活评估，并能与 LangChain、LlamaIndex 等框架无缝整合。
+
+- [LLM 试玩平台](https://langfuse.com/docs/playground) 是用于测试和迭代提示及模型配置的工具，缩短反馈周期，加速开发。当你在追踪中发现异常结果时，可以直接跳转至试玩平台进行调整。
+
+- [综合 API](https://langfuse.com/docs/api)：Langfuse 常用于驱动定制化的 LLMOps 工作流程，同时利用 Langfuse 提供的构建模块和 API。我们提供 OpenAPI 规格、Postman 集合以及针对 Python 和 JS/TS 的类型化 SDK。
+
+## 📦 部署 Langfuse
+
+![Langfuse 部署选项](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
+
+### Langfuse Cloud
+
+由 Langfuse 团队管理的部署，提供慷慨的免费额度（爱好者计划），无需信用卡。
+
+<div align="center">
+  <a href="https://cloud.langfuse.com" target="_blank">
+    <img alt="注册 Langfuse Cloud" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
+  </a>
+</div>
+
+### 自托管 Langfuse
+
+在你自己的基础设施上运行 Langfuse：
+
+- [本地（docker compose）](https://langfuse.com/self-hosting/local)：使用 Docker Compose 在你的机器上于 5 分钟内运行 Langfuse。
+
+  ````bash:README.md/docker-compose
+  # 获取最新的 Langfuse 仓库副本
+  git clone https://github.com/langfuse/langfuse.git
+  cd langfuse
+
+  # 运行 Langfuse 的 docker compose
+  docker compose up
+  `````
+
+- [Kubernetes（Helm）](https://langfuse.com/self-hosting/kubernetes-helm)：使用 Helm 在 Kubernetes 集群上部署 Langfuse。这是推荐的生产环境部署方式。
+
+- [虚拟机](https://langfuse.com/self-hosting/docker-compose)：使用 Docker Compose 在单台虚拟机上部署 Langfuse。
+
+- 【计划中】：针对各云平台的部署指南，欢迎在以下讨论中投票和评论：[AWS](https://github.com/orgs/langfuse/discussions/4645)、[Google Cloud](https://github.com/langfuse/discussions/4646)、[Azure](https://github.com/orgs/langfuse/discussions/4647)。
+
+请参阅 [自托管文档](https://langfuse.com/self-hosting) 了解更多关于架构和配置选项的信息。
+
+## 🔌 集成
+
+![Langfuse 集成](https://langfuse.com/images/docs/github-readme/github-integrations.png)
+
+### 主要集成：
+
+| 集成                                                                   | 支持语言/平台            | 描述                                                                                                                                       |
+| ---------------------------------------------------------------------- | ------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------- |
+| [SDK](https://langfuse.com/docs/sdk)                                    | Python, JS/TS            | 使用 SDK 进行手动仪表化，实现全面灵活性。                                                                                                   |
+| [OpenAI](https://langfuse.com/docs/integrations/openai)                 | Python, JS/TS            | 通过直接替换 OpenAI SDK 实现自动仪表化。                                                                                                    |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)           | Python, JS/TS            | 通过传入回调处理器至 Langchain 应用实现自动仪表化。                                                                                         |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                   | 通过 LlamaIndex 回调系统实现自动仪表化。                                                                                                    |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)             | Python                   | 通过 Haystack 内容追踪系统实现自动仪表化。                                                                                                  |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)               | Python, JS/TS (仅代理)     | 允许使用任何 LLM 替代 GPT。支持 Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLMs）。         |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)     | JS/TS                    | 基于 TypeScript 的工具包，帮助开发者使用 React、Next.js、Vue、Svelte 和 Node.js 构建 AI 驱动的应用。                                           |
+| [API](https://langfuse.com/docs/api)                                    |                          | 直接调用公共 API。提供 OpenAPI 规格。                                                                                                       |
+
+### 与 Langfuse 集成的软件包：
+
+| 名称                                                                   | 类型                | 描述                                                                                                     |
+| ---------------------------------------------------------------------- | ------------------- | -------------------------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)         | 库                  | 用于获取结构化 LLM 输出（JSON、Pydantic）的库。                                                         |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | 库                  | 一个系统性优化语言模型提示和权重的框架。                                                                 |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | 库                  | 构建 LLM 应用的 Python 工具包。                                                                           |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | 模型（本地）         | 在你的机器上轻松运行开源 LLM。                                                                            |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 模型                | 在 AWS 上运行基础模型和微调模型。                                                                         |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | 代理框架             | 用于构建分布式代理的开源 LLM 平台。                                                                       |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)               | 聊天/代理界面         | 基于 JS/TS 的无代码构建器，用于定制化 LLM 流程。                                                          |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)             | 聊天/代理界面         | 基于 Python 的 LangChain 用户界面，采用 react-flow 设计，提供便捷的实验与原型构建体验。                   |
+| [Dify](https://langfuse.com/docs/integrations/dify)                     | 聊天/代理界面         | 带有无代码构建器的开源 LLM 应用开发平台。                                                                 |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | 聊天/代理界面         | 自托管的 LLM 聊天网页界面，支持包括自托管和本地模型在内的多种 LLM 运行器。                                |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | 工具                | 开源 LLM 测试平台。                                                                                       |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | 聊天/代理界面         | 开源聊天机器人平台。                                                                                       |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | 平台                | 开源语音 AI 平台。                                                                                        |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | 代理                | 构建分布式代理的开源 LLM 平台。                                                                            |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | 聊天/代理界面         | 开源 Python 库，可用于构建类似聊天 UI 的网页界面。                                                        |
+| [Goose](https://langfuse.com/docs/integrations/goose)                   | 代理                | 构建分布式代理的开源 LLM 平台。                                                                            |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | 代理                | 开源 AI 代理框架。                                                                                        |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | 代理                | 多代理框架，用于实现代理之间的协作与工具调用。                                                           |
+
+## 🚀 快速入门
+
+为你的应用增加仪表代码，并开始将追踪数据上传到 Langfuse，从而记录 LLM 调用及应用中其他相关逻辑（如检索、嵌入或代理操作）。
+
+### 1️⃣ 创建新项目
+
+1. [创建 Langfuse 账户](https://cloud.langfuse.com/auth/sign-up) 或 [自托管](https://langfuse.com/self-hosting)
+2. 创建一个新项目
+3. 在项目设置中创建新的 API 凭证
+
+### 2️⃣ 记录你的第一个 LLM 调用
+
+使用 [<code>@observe()</code> 装饰器](https://langfuse.com/docs/sdk/python/decorators) 可轻松跟踪任何 Python LLM 应用。在本快速入门中，我们还使用了 Langfuse 的 [OpenAI 集成](https://langfuse.com/docs/integrations/openai) 来自动捕获所有模型参数。
+
+> [!提示]
+> 不使用 OpenAI？请访问 [我们的文档](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) 了解如何记录其他模型和框架。
+
+安装依赖：
+
+````bash
+pip install langfuse openai
+````
+
+配置环境变量（创建名为 **.env** 的文件）：
+
+````bash:.env
+LANGFUSE_SECRET_KEY="sk-lf-..."
+LANGFUSE_PUBLIC_KEY="pk-lf-..."
+LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 欧盟区域
+# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 美洲区域
+````
+
+创建示例代码（文件名：**main.py**）：
+
+````python:main.py
+from langfuse.decorators import observe
+from langfuse.openai import openai  # OpenAI 集成
+
+@observe()
+def story():
+    return openai.chat.completions.create(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "What is Langfuse?"}],
+    ).choices[0].message.content
+
+@observe()
+def main():
+    return story()
+
+main()
+````
+
+### 3️⃣ 在 Langfuse 中查看追踪记录
+
+在 Langfuse 中查看你的语言模型调用及其他应用逻辑。
+
+![示例追踪记录](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
+
+_[Langfuse 中的公共示例追踪](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
+
+> [!提示]
+>
+> [了解更多](https://langfuse.com/docs/tracing) 关于 Langfuse 中的追踪，或试试 [互动演示](https://langfuse.com/docs/demo)。
+
+## ⭐️ 给我们加星
+
+![为 Langfuse 加星](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
+
+## 💭 支持
+
+查找问题答案：
+
+- 我们的 [文档](https://langfuse.com/docs) 是查找答案的最佳起点。内容全面，我们投入大量时间进行维护。你也可以通过 GitHub 提出文档修改建议。
+- [Langfuse 常见问题](https://langfuse.com/faq) 解答了最常见的问题。
+- 使用 “[Ask AI](https://langfuse.com/docs/ask-ai)” 立即获取问题答案。
+
+支持渠道：
+
+- **在 GitHub Discussions 的 [公共问答](https://github.com/orgs/langfuse/discussions/categories/support) 中提出任何问题。** 请尽量提供详细信息（如代码片段、截图、背景信息）以帮助我们理解你的问题。
+- 在 GitHub Discussions 中 [提出功能请求](https://github.com/orgs/langfuse/discussions/categories/ideas)。
+- 在 GitHub Issues 中 [报告 Bug](https://github.com/langfuse/langfuse/issues)。
+- 对于时效性较强的问题，请通过应用内聊天小部件联系我们。
+
+## 🤝 贡献
+
+欢迎你的贡献！
+
+- 在 GitHub Discussions 中为 [想法](https://github.com/orgs/langfuse/discussions/categories/ideas)投票。
+- 提出并评论 [问题](https://github.com/langfuse/langfuse/issues)。
+- 提交 PR —— 详情请参见 [CONTRIBUTING.md](CONTRIBUTING.md)，了解如何搭建开发环境。
+
+## 🥇 许可证
+
+除 `ee` 文件夹外，本仓库采用 MIT 许可证。详情请参见 [LICENSE](LICENSE) 以及 [文档](https://langfuse.com/docs/open-source)。
+
+## ⭐️ 星标历史
+
+<a href="https://star-history.com/#langfuse/langfuse&Date">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
+    <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
+    <img alt="星标历史图表" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
+  </picture>
+</a>
+
+## ❤️ 使用 Langfuse 的开源项目
+
+以下是使用 Langfuse 的顶级开源 Python 项目，按星标数排名（[来源](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)）：
+
+| 仓库                                                                                                                                                                                                                                                             | 星数  |
+| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                      | 54865 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                            | 51531 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                   | 49003 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                              | 39093 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                      | 32448 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                             | 26931 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                   | 24195 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                             | 22618 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                    | 15151 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                            | 11037 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                         |  9386 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                |  8385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                           |  7374 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)               |  5391 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                           |  4976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                  |  4141 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                      |  2526 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                  |  2061 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                         |  1161 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                          |  1100 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                           |  1074 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                          |   971 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                         |   823 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                             |   677 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                         |   639 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) |   514 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                         |   394 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                           |   384 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) |   370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                          |   324 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                           |   305 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                         |   304 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                  |   295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                 |   291 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                          |   221 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                              |   172 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                   |   148 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)       |   138 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                  |   135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)        |   129 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)   |   128 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+
+## 🔒 安全与隐私
+
+我们非常重视数据安全和隐私。更多信息请参阅我们的 [安全与隐私](https://langfuse.com/security) 页面。
+
+### 遥测
+
+默认情况下，Langfuse 会自动将自托管实例的基础使用统计数据上传至集中服务器（PostHog）。
+
+这有助于我们：
+
+1. 了解 Langfuse 的使用情况，并改进最关键的功能。
+2. 跟踪整体使用数据，以便内部及外部（例如筹款）报告。
+
+所有数据均不会与第三方共享，也不包含任何敏感信息。我们对这一过程保持高度透明，你可以在 [此处](/web/src/features/telemetry/index.ts) 查看我们收集的具体数据。
+
+你可以通过设置 `TELEMETRY_ENABLED=false` 来选择退出。
+````

README.ja.md

@@ -0,0 +1,361 @@
+![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
+
+<div align="center">
+   <div>
+      <h3>
+          <a href="https://langfuse.com/jp">
+            <strong>🇯🇵 🤝 🪢</strong>
+         </a> · 
+         <a href="https://cloud.langfuse.com">
+            <strong>Langfuse Cloud</strong>
+         </a> · 
+         <a href="https://langfuse.com/docs/deployment/self-host">
+            <strong>セルフホスティング</strong>
+         </a> · 
+         <a href="https://langfuse.com/demo">
+            <strong>デモ</strong>
+         </a>
+      </h3>
+   </div>
+
+   <div>
+      <a href="https://langfuse.com/docs"><strong>ドキュメント</strong></a> ·
+      <a href="https://langfuse.com/issues"><strong>バグ報告</strong></a> ·
+      <a href="https://langfuse.com/ideas"><strong>機能リクエスト</strong></a> ·
+      <a href="https://langfuse.com/changelog"><strong>変更履歴</strong></a> ·
+      <a href="https://langfuse.com/roadmap"><strong>ロードマップ</strong></a> ·
+   </div>
+   <br/>
+   <span>Langfuseは、サポートと機能リクエストのために <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> を利用しています。</span>
+   <br/>
+   <span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>チームに加わる</strong></a> （製品エンジニアリングおよびテクニカルGTMのポジション）への応募をお待ちしています。</span>
+   <br/>
+   <br/>
+   <div>
+   </div>
+</div>
+
+<p align="center">
+   <a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
+   <img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
+   </a>
+   <a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
+   <a href="https://hub.docker.com/u/langfuse" target="_blank">
+   <img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
+   <a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
+   <a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
+   <br/>
+   <a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
+   <img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
+      alt="chat on Discord"></a>
+   <a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
+   <img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
+      alt="follow on X(Twitter)"></a>
+   <a href="https://www.linkedin.com/company/langfuse/" target="_blank">
+   <img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
+      alt="follow on LinkedIn"></a>
+   <a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
+   <img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
+   <a href="https://github.com/langfuse/langfuse/" target="_blank">
+   <img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
+   <a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
+   <img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
+</p>
+
+<p align="center">
+  <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
+  <a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+</p>
+
+Langfuseは**オープンソースのLLMエンジニアリング**プラットフォームです。  
+チームが共同でAIアプリケーションを**開発、監視、評価**、および**デバッグ**するのを支援します。  
+Langfuseは**数分でセルフホスト可能**で、**多くの実績を持つ**システムです。
+
+[![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
+
+## ✨ コア機能
+
+![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
+
+- **[LLMアプリケーションの可観測性](https://langfuse.com/docs/tracing):**  
+  アプリケーションにインストゥルメンテーションを導入し、Langfuseへトレースを取り込むことで、LLM呼び出しやリトリーバル、埋め込み、エージェントアクションなどの関連ロジックを追跡できます。  
+  複雑なログやユーザーセッションを解析・デバッグできます。  
+  インタラクティブな[デモ](https://langfuse.com/docs/demo)で動作を確認してください。
+
+- **[プロンプト管理](https://langfuse.com/docs/prompts/get-started):**  
+  プロンプトを一元管理し、バージョン管理しながら共同で改善を行えます。  
+  サーバーおよびクライアント側で強力なキャッシングを行うため、アプリケーションのレイテンシを増やすことなくプロンプトの改良が可能です。
+
+- **[評価](https://langfuse.com/docs/scores/overview):**  
+  評価はLLMアプリケーション開発ワークフローの要であり、Langfuseは多様なニーズに対応します。  
+  LLMを判定者として用いる方法、ユーザーフィードバックの収集、手動によるラベリング、API/SDKを通じたカスタム評価パイプラインをサポートします。
+
+- **[データセット](https://langfuse.com/docs/datasets/overview):**  
+  LLMアプリケーション評価用のテストセットやベンチマークを構築できます。  
+  継続的な改善、事前デプロイテスト、構造化された実験、柔軟な評価、さらにLangChainやLlamaIndexなどとのシームレスな統合をサポートします。
+
+- **[LLMプレイグラウンド](https://langfuse.com/docs/playground):**  
+  プロンプトやモデル設定のテスト・反復作業を支援するツールで、フィードバックループを短縮し開発を加速します。  
+  トレースで不具合が見つかった場合、直接プレイグラウンドへ飛び、迅速に改善できます。
+
+- **[包括的なAPI](https://langfuse.com/docs/api):**  
+  LangfuseはAPIを通じて提供されるビルディングブロックを用い、カスタムLLMOpsワークフローの基盤として頻繁に利用されます。  
+  OpenAPI仕様、Postmanコレクション、PythonやJS/TS向けの型付きSDKが利用可能です。
+
+## 📦 Langfuseのデプロイ
+
+![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
+
+### Langfuse Cloud
+
+Langfuseチームによるマネージドデプロイメント。充実した無料プラン（ホビープラン）で、クレジットカード不要です。
+
+<div align="center">
+    <a href="https://cloud.langfuse.com" target="_blank">
+        <img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
+    </a>
+</div>
+
+### セルフホスティング Langfuse
+
+自身のインフラ上でLangfuseを実行できます:
+
+- **[Local (docker compose)](https://langfuse.com/self-hosting/local):**  
+  Docker Composeを使用して、たった5分で自分のマシン上でLangfuseを実行できます.
+
+  ```bash
+  # 最新のLangfuseリポジトリのコピーを取得
+  git clone https://github.com/langfuse/langfuse.git
+  cd langfuse
+
+  # Langfuseのdocker composeを起動
+  docker compose up
+  ```
+
+- **[Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm):**  
+  Helmを使用してKubernetesクラスター上でLangfuseを実行します。  
+  こちらが推奨される本番環境でのデプロイ方法です。
+
+- **[VM](https://langfuse.com/self-hosting/docker-compose):**  
+  Docker Composeを使用して、単一の仮想マシン上でLangfuseを実行します。
+
+- **Planned:**  
+  クラウド固有のデプロイガイドは計画中です。以下のスレッドに対して投票やコメントをお願いします:  
+  [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
+
+[セルフホスティングのドキュメント](https://langfuse.com/self-hosting)を参照し、アーキテクチャや設定オプションの詳細をご確認ください。
+
+## 🔌 インテグレーション
+
+![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
+
+### 主なインテグレーション:
+
+| インテグレーション                                                                  | 対応言語・環境            | 説明                                                                                                                                           |
+| ----------------------------------------------------------------------------------- | ------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
+| [SDK](https://langfuse.com/docs/sdk)                                                  | Python, JS/TS             | SDKを利用して手動でインストゥルメンテーションを実装し、完全な柔軟性を提供します。                                                                  |
+| [OpenAI](https://langfuse.com/docs/integrations/openai)                               | Python, JS/TS             | OpenAI SDKのドロップイン置換による自動インストゥルメンテーションを実現します。                                                                   |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)                         | Python, JS/TS             | Langchainアプリケーションにコールバックハンドラーを渡すことで自動的に計測します。                                                                 |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started)           | Python                    | LlamaIndexのコールバックシステムを介して自動的にインストゥルメントします。                                                                         |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)                           | Python                    | Haystackのコンテンツトレースシステムを利用した自動インストゥルメンテーションを実現します。                                                          |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)                             | Python, JS/TS (proxy only)| GPTのドロップイン置換として任意のLLMを使用できます。Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate（100+ LLM）に対応。 |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)                   | JS/TS                     | React、Next.js、Vue、Svelte、Node.jsを使用してAI搭載アプリケーションの構築を支援するTypeScriptツールキットです。                                      |
+| [API](https://langfuse.com/docs/api)                                                  |                           | 公開APIを直接呼び出すことが可能です。OpenAPI仕様も利用できます。                                                                                 |
+
+### Langfuseと統合されているパッケージ:
+
+| 名前                                                                      | タイプ             | 説明                                                                                                      |
+| ------------------------------------------------------------------------- | ------------------ | --------------------------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)           | ライブラリ         | 構造化されたLLM出力（JSON、Pydantic）を取得するためのライブラリ                                            |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                       | ライブラリ         | LLMプロンプトや重み付けを体系的に最適化するためのフレームワーク                                             |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)             | ライブラリ         | LLMアプリケーション構築用のPythonツールキット                                                               |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                   | モデル（ローカル） | オープンソースLLMを手軽にローカルで実行するためのツール                                                     |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock)     | モデル             | AWS上でファウンデーションモデルやファインチューニング済みモデルを実行                                         |
+| [Google VertexAI and Gemini](https://langfuse.com/docs/integrations/google-vertex-ai)     | モデル             | Google上でファウンデーションモデルやファインチューニング済みモデルを実行                                         |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)                 | エージェントフレームワーク | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)                 | チャット/エージェント UI | JS/TSのノーコードビルダーで、カスタマイズ可能なLLMフローを構築                                              |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)               | チャット/エージェント UI | PythonベースのUIで、react-flowを用いてLangChainの実験やプロトタイピングを容易に実現                           |
+| [Dify](https://langfuse.com/docs/integrations/dify)                       | チャット/エージェント UI | ノーコードでLLMアプリ開発が可能なオープンソースプラットフォーム                                               |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)             | チャット/エージェント UI | 自前ホストおよびローカルモデルに対応するLLMチャットWeb UI                                                    |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)             | ツール             | オープンソースのLLMテストプラットフォーム                                                                   |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)               | チャット/エージェント UI | オープンソースのチャットボットプラットフォーム                                                               |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                       | プラットフォーム   | オープンソースの音声AIプラットフォーム                                                                       |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)        | エージェント       | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)             | チャット/エージェント UI | チャットUIなどのWebインターフェース構築のためのオープンソースPythonライブラリ                                |
+| [Goose](https://langfuse.com/docs/integrations/goose)                   | エージェント       | 分散型エージェント構築のためのオープンソースLLMプラットフォーム                                               |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)           | エージェント       | オープンソースのAIエージェントフレームワーク                                                                 |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                   | エージェント       | エージェントの協調とツール利用を実現するマルチエージェントフレームワーク                                      |
+
+## 🚀 クイックスタート
+
+アプリケーションにインストゥルメンテーションを導入し、LLM呼び出しやリトリーバル、埋め込み、エージェントアクションなどの動作をLangfuseに記録しましょう。  
+複雑なログやユーザーセッションの解析・デバッグが可能になります。
+
+### 1️⃣ 新規プロジェクトの作成
+
+1. [Langfuseアカウント作成](https://cloud.langfuse.com/auth/sign-up) または [セルフホスト](https://langfuse.com/self-hosting)
+2. 新規プロジェクトを作成
+3. プロジェクト設定で新しいAPIクレデンシャルを作成
+
+### 2️⃣ 初めてのLLM呼び出しのログ記録
+
+[`@observe()` デコレーター](https://langfuse.com/docs/sdk/python/decorators)を利用することで、任意のPython製LLMアプリケーションのトレースが簡単に行えます。  
+このクイックスタートでは、Langfuseの[OpenAI統合](https://langfuse.com/docs/integrations/openai)を使用して、全てのモデルパラメータを自動で取得します。
+
+> [!TIP]
+> OpenAIを利用していない場合は、[こちらのドキュメント](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)で、他のモデルやフレームワークのログ記録方法をご確認ください。
+
+```bash
+pip install langfuse openai
+```
+
+```bash filename=".env"
+LANGFUSE_SECRET_KEY="sk-lf-..."
+LANGFUSE_PUBLIC_KEY="pk-lf-..."
+LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EUリージョン
+# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 USリージョン
+```
+
+```python:/@observe()/ /from langfuse.openai import openai/ filename="main.py"
+from langfuse.decorators import observe
+from langfuse.openai import openai  # OpenAI統合
+
+@observe()
+def story():
+    return openai.chat.completions.create(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "What is Langfuse?"}],
+    ).choices[0].message.content
+
+@observe()
+def main():
+    return story()
+
+main()
+```
+
+### 3️⃣ Langfuseでトレースを確認する
+
+Langfuse上で、LLM呼び出しおよびその他のアプリケーションロジックのトレースを確認できます。
+
+![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
+
+_[Langfuseの公開トレース例](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
+
+> [!TIP]
+>
+> Langfuseでのトレースの詳細については、[こちら](https://langfuse.com/docs/tracing)をご参照いただくか、[インタラクティブデモ](https://langfuse.com/docs/demo)でお試しください。
+
+## ⭐️ Star Langfuse
+
+![Star Langfuse](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
+
+## 💭 サポート
+
+質問の回答をお探しの場合は:
+
+- 当社の[ドキュメント](https://langfuse.com/docs)は、回答を探すための最良の出発点です。内容が充実しており、継続的なメンテナンスに努めています。GitHubを通じてドキュメントへの修正提案も可能です。
+- よくある質問は[Langfuse FAQ](https://langfuse.com/faq)にまとめられています。
+- [Ask AI](https://langfuse.com/docs/ask-ai)を利用すれば、質問に対して即座に回答を得ることができます。
+- 日本語のサポートや決済, 請求書払いなどをお求めの場合は、日本のリセラー (https://gao-ai.com) にご相談ください。
+
+サポートチャネル:
+
+- **GitHub Discussionsの[パブリックQ&A](https://github.com/orgs/langfuse/discussions/categories/support)で質問してください。**  
+  質問には、コードスニペット、スクリーンショット、背景情報など、できるだけ詳細な情報を含めるとスムーズな対応が可能です。
+- GitHub Discussionsで[機能リクエスト](https://github.com/orgs/langfuse/discussions/categories/ideas)を投稿してください。
+- GitHub Issuesにて[バグ報告](https://github.com/langfuse/langfuse/issues)を行ってください。
+- 緊急の問い合わせの場合は、アプリ内チャットウィジェットでご連絡ください。
+
+## 🤝 貢献
+
+皆様からの貢献を歓迎します!
+
+- GitHub Discussionsの[アイデア](https://github.com/orgs/langfuse/discussions/categories/ideas)に投票してください。
+- [Issues](https://github.com/langfuse/langfuse/issues)を作成・コメントしてください。
+- プルリクエストを送信してください。開発環境のセットアップ方法については[CONTRIBUTING.md](CONTRIBUTING.md)をご参照ください。
+
+## 🥇 ライセンス
+
+このリポジトリは、`ee`フォルダを除き、MITライセンスの下で公開されています。  
+詳細は[LICENSE](LICENSE)および[オープンソースに関するドキュメント](https://langfuse.com/docs/open-source)をご確認ください。
+
+## ⭐️ スターの履歴
+
+<a href="https://star-history.com/#langfuse/langfuse&Date">
+ <picture>
+   <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
+   <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
+   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
+ </picture>
+</a>
+
+## ❤️ Langfuseを利用しているオープンソースプロジェクト
+
+Langfuseを利用している主要なオープンソースPythonプロジェクト（スター数順）: ([出典](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents))
+
+| リポジトリ                                                                                                                                                                                                                                                          | スター |
+| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  | 39093 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         | 32448 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                | 26931 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              | 24195 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                | 22618 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               | 15151 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   | 11037 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |  9386 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |  8385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |  7374 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |  5391 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |  4976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |  4141 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |  2526 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |  2061 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |  1161 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |  1100 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |  1074 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |   971 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |   823 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |   677 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |   639 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |   514 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |   394 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |   384 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |   370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |   324 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |   305 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |   304 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |   295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |   291 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |   221 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |   172 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |   148 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |   138 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |   135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+
+## 🔒 セキュリティとプライバシー
+
+データのセキュリティとプライバシーは非常に重要です。  
+詳細につきましては、[セキュリティとプライバシー](https://langfuse.com/security)ページをご参照ください。
+
+### テレメトリー
+
+デフォルトでは、Langfuseは以下の目的でセルフホストされたインスタンスの基本的な使用統計情報を中央サーバ（PostHog）へ自動的に報告します。
+
+1. Langfuseの利用状況を把握し、最も重要な機能の改善に役立てる
+2. 内部および外部（例：資金調達）のレポートのために全体の利用状況を追跡する
+
+収集されたデータは第三者と共有されず、機微な情報は一切含まれていません。  
+当社はこの点について極力透明性を保っており、収集される具体的なデータの詳細は[こちら](/web/src/features/telemetry/index.ts)で確認できます。
+
+`TELEMETRY_ENABLED=false` を設定することで、テレメトリーの報告をオプトアウトできます.

README.kr.md

@@ -0,0 +1,339 @@
+![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
+
+<div align="center">
+   <div>
+      <h3>
+      <a href="https://langfuse.com/kr">
+            <strong>🇰🇷 🤝 🪢</strong>
+         </a> · 
+         <a href="https://cloud.langfuse.com">
+            <strong>Langfuse Cloud</strong>
+         </a> · 
+         <a href="https://langfuse.com/docs/deployment/self-host">
+            <strong>셀프 호스트</strong>
+         </a> · 
+         <a href="https://langfuse.com/demo">
+            <strong>데모</strong>
+         </a>
+      </h3>
+   </div>
+
+   <div>
+      <a href="https://langfuse.com/docs"><strong>문서</strong></a> ·
+      <a href="https://langfuse.com/issues"><strong>버그 신고</strong></a> ·
+      <a href="https://langfuse.com/ideas"><strong>기능 요청</strong></a> ·
+      <a href="https://langfuse.com/changelog"><strong>변경 내역</strong></a> ·
+      <a href="https://langfuse.com/roadmap"><strong>로드맵</strong></a> ·
+   </div>
+   <br/>
+   <span>Langfuse는 지원 및 기능 요청을 위해 <a href="https://github.com/orgs/langfuse/discussions"><strong>GitHub Discussions</strong></a>를 사용합니다.</span>
+   <br/>
+   <span><b>채용 중입니다.</b> <a href="https://langfuse.com/careers"><strong>함께 하세요</strong></a> – 제품 엔지니어링 및 기술 go-to-market 역할의 인재를 찾고 있습니다.</span>
+   <br/>
+   <br/>
+   <div>
+   </div>
+</div>
+
+<p align="center">
+   <a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
+   <img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
+   </a>
+   <a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
+   <a href="https://hub.docker.com/u/langfuse" target="_blank">
+   <img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
+   <a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
+   <a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
+   <br/>
+   <a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
+   <img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
+      alt="chat on Discord"></a>
+   <a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
+   <img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
+      alt="follow on X(Twitter)"></a>
+   <a href="https://www.linkedin.com/company/langfuse/" target="_blank">
+   <img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
+      alt="follow on LinkedIn"></a>
+   <a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
+   <img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
+   <a href="https://github.com/langfuse/langfuse/" target="_blank">
+   <img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
+   <a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
+   <img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
+</p>
+
+<p align="center">
+  <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
+  <a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+</p>
+
+Langfuse는 **오픈 소스 LLM 엔지니어링** 플랫폼입니다.  
+팀이 협업하여 AI 애플리케이션을 **개발, 모니터링, 평가** 및 **디버그**할 수 있도록 도와줍니다.  
+Langfuse는 몇 분 안에 셀프 호스팅할 수 있으며, 검증된(battle-tested) 솔루션입니다.
+
+[![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
+
+## ✨ 주요 기능
+
+![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
+
+- **LLM 애플리케이션 관측**  
+  앱에 계측(instrumentation)을 추가하여 Langfuse로 trace 데이터를 수집함으로써, 검색, 임베딩, 또는 에이전트 동작과 같은 LLM 호출 및 기타 관련 로직을 추적할 수 있습니다. 복잡한 로그와 사용자 세션을 확인 및 디버깅 해보세요. 인터랙티브 데모를 통해 실제 작동 예를 확인할 수 있습니다.
+
+- **프롬프트 관리**  
+  프롬프트를 중앙에서 관리하고 버전 관리하며 협업으로 수정할 수 있도록 도와줍니다. 서버와 클라이언트 측의 강력한 캐싱 덕분에 애플리케이션에 지연(latency)을 추가하지 않고도 프롬프트를 반복 개선할 수 있습니다.
+
+- **평가**  
+  LLM 애플리케이션 개발 워크플로우에서 핵심적인 역할을 하며, Langfuse는 여러분의 필요에 맞게 유연하게 대응합니다. LLM을 심사자로 활용하는 기능, 사용자 피드백 수집, 수동 라벨링 및 API/SDK를 통한 맞춤 평가 파이프라인을 지원합니다.
+
+- **데이터셋**  
+  LLM 애플리케이션 평가를 위한 테스트 세트와 벤치마크를 제공하여, 지속적인 개선, 배포 전 테스트, 구조화된 실험, 유연한 평가 및 LangChain과 LlamaIndex와 같은 프레임워크와의 원활한 통합을 지원합니다.
+
+- **LLM 플레이그라운드**  
+  프롬프트와 모델 구성에 대해 테스트 및 반복 개선할 수 있는 도구로, 피드백 루프를 단축하여 개발 속도를 높여줍니다. trace에서 이상한 결과가 발생하면 플레이그라운드로 바로 이동해 개선할 수 있습니다.
+
+- **종합 API**  
+  Langfuse는 API를 통해 제공되는 구성 요소들을 활용하여 맞춤형 LLMOps 워크플로우를 강화하는 데 자주 사용됩니다. OpenAPI 명세, Postman 컬렉션, Python 및 JS/TS용 타입드 SDK가 제공됩니다.
+
+## 📦 Langfuse 배포
+
+![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
+
+### Langfuse Cloud
+
+Langfuse 팀이 관리하는 배포 방식으로, 후한 무료 플랜(취미 플랜)을 제공하며 신용카드가 필요하지 않습니다.
+
+<div align="center">
+    <a href="https://cloud.langfuse.com" target="_blank">
+        <img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
+    </a>
+</div>
+
+### Langfuse 셀프 호스트
+
+자체 인프라에서 Langfuse를 실행하세요:
+
+- [로컬 (docker compose)](https://langfuse.com/self-hosting/local): Docker Compose를 사용하여 본인의 컴퓨터에서 5분 안에 Langfuse를 실행할 수 있습니다.
+
+  ```bash
+  # 최신 Langfuse 저장소 클론
+  git clone https://github.com/langfuse/langfuse.git
+  cd langfuse
+
+  # langfuse docker compose 실행
+  docker compose up
+  ```
+
+- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Helm을 사용해 Kubernetes 클러스터에서 Langfuse를 실행합니다. 이는 권장되는 프로덕션 배포 방식입니다.
+- [VM](https://langfuse.com/self-hosting/docker-compose): Docker Compose를 사용해 단일 가상 머신에서 Langfuse를 실행합니다.
+- 예정: 클라우드별 배포 가이드 – 아래 스레드에서 투표 및 댓글을 남겨주세요: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
+
+자세한 내용은 [자체 호스팅 문서](https://langfuse.com/self-hosting)를 참조하세요.
+
+## 🔌 통합 기능
+
+![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
+
+### 주요 통합:
+
+| 통합                                                                 | 지원                   | 설명                                                                                                                                      |
+| --------------------------------------------------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------- |
+| [SDK](https://langfuse.com/docs/sdk)                                  | Python, JS/TS          | SDK를 사용하여 완전한 유연성을 갖춘 수동 계측(manual instrumentation)을 수행합니다.                                                       |
+| [OpenAI](https://langfuse.com/docs/integrations/openai)               | Python, JS/TS          | OpenAI SDK의 드롭인 대체(drop-in replacement)를 통해 자동 계측(automated instrumentation)을 수행합니다.                                       |
+| [Langchain](https://langfuse.com/docs/integrations/langchain)         | Python, JS/TS          | Langchain 애플리케이션에 callback 핸들러를 전달하여 자동 계측합니다.                                                                       |
+| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python                 | LlamaIndex 콜백 시스템을 통한 자동 계측을 지원합니다.                                                                                      |
+| [Haystack](https://langfuse.com/docs/integrations/haystack)           | Python                 | Haystack 콘텐츠 추적 시스템을 통한 자동 계측을 지원합니다.                                                                                 |
+| [LiteLLM](https://langfuse.com/docs/integrations/litellm)             | Python, JS/TS (proxy only) | GPT의 드롭인 대체품으로 어떤 LLM도 사용할 수 있습니다. Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate 등 100개 이상의 LLM 지원. |
+| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)   | JS/TS                  | React, Next.js, Vue, Svelte, Node.js와 함께 AI 기반 애플리케이션 구축을 돕는 TypeScript 툴킷입니다.                                             |
+| [API](https://langfuse.com/docs/api)                                   |                        | 공개 API를 직접 호출합니다. OpenAPI 명세가 제공됩니다.                                                                                      |
+
+### Langfuse와 통합된 패키지:
+
+| 이름                                                                    | 유형               | 설명                                                                                                             |
+| ----------------------------------------------------------------------- | ------------------ | ---------------------------------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)         | 라이브러리         | 구조화된 LLM 출력을(JSON, Pydantic) 얻기 위한 라이브러리입니다.                                                  |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | 라이브러리         | 언어 모델 프롬프트와 가중치를 체계적으로 최적화하는 프레임워크입니다.                                             |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | 라이브러리         | LLM 애플리케이션 구축을 위한 Python 툴킷입니다.                                                                    |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | 모델 (로컬)        | 자신의 컴퓨터에서 오픈 소스 LLM을 손쉽게 실행할 수 있습니다.                                                      |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 모델               | AWS에서 기본 및 파인튜닝된 모델을 실행합니다.                                                                      |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | 에이전트 프레임워크 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)               | 채팅/에이전트 UI    | 맞춤형 LLM 플로우를 위한 JS/TS 코드 없는(no-code) 빌더입니다.                                                       |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)             | 채팅/에이전트 UI    | react-flow를 활용하여 실험 및 프로토타이핑을 손쉽게 할 수 있도록 디자인된 LangChain용 Python 기반 UI입니다.          |
+| [Dify](https://langfuse.com/docs/integrations/dify)                     | 채팅/에이전트 UI    | 코드 없는 빌더와 함께 제공되는 오픈 소스 LLM 애플리케이션 개발 플랫폼입니다.                                        |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | 채팅/에이전트 UI    | 셀프 호스팅 및 로컬 모델 등 다양한 LLM 실행기를 지원하는 셀프 호스팅 LLM 채팅 웹 UI입니다.                              |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | 도구               | 오픈 소스 LLM 테스트 플랫폼입니다.                                                                                 |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | 채팅/에이전트 UI    | 오픈 소스 챗봇 플랫폼입니다.                                                                                         |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | 플랫폼             | 오픈 소스 음성 AI 플랫폼입니다.                                                                                      |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | 에이전트           | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | 채팅/에이전트 UI    | 채팅 UI와 같은 웹 인터페이스 구축을 위한 오픈 소스 Python 라이브러리입니다.                                         |
+| [Goose](https://langfuse.com/docs/integrations/goose)                   | 에이전트           | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다.                                                              |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | 에이전트           | 오픈 소스 AI 에이전트 프레임워크입니다.                                                                            |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | 에이전트           | 에이전트 간 협업 및 도구 사용을 위한 다중 에이전트 프레임워크입니다.                                                 |
+
+## 🚀 빠른 시작
+
+앱에 계측을 추가하고 Langfuse에 trace 데이터를 수집하여, LLM 호출 및 검색, 임베딩, 에이전트 동작과 같은 애플리케이션 로직을 추적해보세요. 복잡한 로그와 사용자 세션을 확인하여 디버깅할 수 있습니다.
+
+### 1️⃣ 새 프로젝트 생성
+
+1. [Langfuse 계정 생성](https://cloud.langfuse.com/auth/sign-up) 또는 [셀프 호스트](https://langfuse.com/self-hosting)
+2. 새 프로젝트를 생성합니다.
+3. 프로젝트 설정에서 새로운 API 자격 증명을 생성합니다.
+
+### 2️⃣ 첫 번째 LLM 호출 기록하기
+
+[`@observe()` 데코레이터](https://langfuse.com/docs/sdk/python/decorators)를 사용하면 Python LLM 애플리케이션의 추적이 매우 간편해집니다. 이 빠른 시작 예제에서는 Langfuse [OpenAI 통합](https://langfuse.com/docs/integrations/openai)을 사용하여 모든 모델 파라미터를 자동으로 캡처합니다.
+
+> [!TIP]
+> OpenAI를 사용하지 않으시다면, 다른 모델 및 프레임워크의 로그 기록 방법은 [문서](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)를 참조하세요.
+
+```bash
+pip install langfuse openai
+```
+
+```bash filename=".env"
+LANGFUSE_SECRET_KEY="sk-lf-..."
+LANGFUSE_PUBLIC_KEY="pk-lf-..."
+LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
+# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 US region
+```
+
+```python:main.py
+from langfuse.decorators import observe
+from langfuse.openai import openai # OpenAI integration
+
+@observe()
+def story():
+    return openai.chat.completions.create(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "What is Langfuse?"}],
+    ).choices[0].message.content
+
+@observe()
+def main():
+    return story()
+
+main()
+```
+
+### 3️⃣ Langfuse에서 trace 확인하기
+
+Langfuse에서 LLM 호출 및 애플리케이션의 기타 로직에 대한 trace를 확인할 수 있습니다.
+
+![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
+
+_[Langfuse의 공개 예제 trace](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
+
+> [!TIP]
+>
+> Langfuse의 trace에 대해 더 알아보거나 [인터랙티브 데모](https://langfuse.com/docs/demo)에서 직접 체험해보세요.
+
+## ⭐️ 별을 눌러주세요
+
+![Star Langfuse](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
+
+## 💭 지원
+
+질문에 대한 답변을 찾는 방법:
+
+- 우리의 [문서](https://langfuse.com/docs)는 답을 찾기 위한 최적의 장소입니다. 문서가 매우 포괄적이며, 유지보수에 많은 노력을 기울이고 있습니다. GitHub를 통해 문서 수정 제안도 가능합니다.
+- [Langfuse FAQ](https://langfuse.com/faq)에서는 가장 흔한 질문에 대해 답변하고 있습니다.
+- 질문에 즉각적인 답변이 필요하다면 [Ask AI](https://langfuse.com/docs/ask-ai)를 사용해보세요.
+
+지원 채널:
+
+- **GitHub Discussions의 [공개 Q&A](https://github.com/orgs/langfuse/discussions/categories/support)** 에 질문을 남겨주세요. 가능한 한 많은 세부 사항(예: 코드 스니펫, 스크린샷, 배경 정보)을 포함해 질문해 주시기 바랍니다.
+- [기능 요청](https://github.com/orgs/langfuse/discussions/categories/ideas)을 남겨주세요.
+- [버그 신고](https://github.com/langfuse/langfuse/issues)는 GitHub Issues를 통해 해주세요.
+- 긴급한 문의는 앱 내 채팅 위젯을 통해 연락 바랍니다.
+
+## 🤝 기여하기
+
+여러분의 기여를 환영합니다!
+
+- GitHub Discussions의 [아이디어](https://github.com/orgs/langfuse/discussions/categories/ideas)에 투표해보세요.
+- GitHub Issues에서 이슈를 제기하고 댓글을 남겨주세요.
+- PR을 제출하세요 – 개발 환경 설정 방법 등 자세한 내용은 [CONTRIBUTING.md](CONTRIBUTING.md)를 참조하세요.
+
+## 🥇 라이선스
+
+이 저장소는 `ee` 폴더를 제외하고 MIT 라이선스가 적용됩니다. 자세한 내용은 [LICENSE](LICENSE)와 [문서](https://langfuse.com/docs/open-source)를 확인하세요.
+
+## ⭐️ 별(Star) 히스토리
+
+<a href="https://star-history.com/#langfuse/langfuse&Date">
+ <picture>
+   <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
+   <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
+   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
+ </picture>
+</a>
+
+## ❤️ Langfuse를 사용하는 오픈 소스 프로젝트
+
+별(star) 수를 기준으로 순위가 매겨진 Langfuse를 사용하는 상위 오픈 소스 Python 프로젝트들 ([출처](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
+
+| 저장소                                                                                                                                                                                                                                                          | 별   |
+| :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---: |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify)                                            | 54865 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui)                                | 51531 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat)                                           | 49003 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow)                                  | 39093 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index)                                 | 37368 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat)    | 32486 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise)                                         | 32448 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb)                                                | 26931 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty)                                              | 24195 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog)                                                | 22618 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm)                                               | 15151 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe)                                   | 11037 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks)                                |  9386 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses)                                       |  8385 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT)                                          |  7374 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent)                       |  5391 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo)                                     |  4976 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook)                                        |  4141 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI)                                                      |  2526 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow)                                              |  2061 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent)                                         |  1161 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines)                                  |  1100 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread)                                      |  1074 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee)                                     |   971 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain)                                    |   823 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane)                                               |   677 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq)                                      |   639 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock)         |   514 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course)                                 |   394 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho)                                   |   384 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q)        |   370 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT)                                                 |   324 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss)                                      |   305 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper)                                         |   304 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose)                                                         |   295 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools)                                    |   291 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima)                                          |   221 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai)                                                  |   172 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs)                                    |   148 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps)                            |   138 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB)                                      |   135 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
+| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+
+## 🔒 보안 & 개인정보 보호
+
+우리는 데이터 보안과 개인정보 보호를 매우 중요하게 생각합니다. 자세한 내용은 [Security and Privacy](https://langfuse.com/security) 페이지를 참조하세요.
+
+### 텔레메트리
+
+기본적으로 Langfuse는 자체 호스팅 인스턴스의 기본 사용 통계를 중앙 서버(PostHog)로 자동 보고합니다.
+
+이를 통해:
+1. Langfuse가 어떻게 사용되는지 이해하고, 가장 관련성 높은 기능을 개선할 수 있습니다.
+2. 내부 및 외부(예: 자금 조달) 보고를 위한 전체 사용량을 추적할 수 있습니다.
+
+수집된 데이터는 제3자와 공유되지 않으며 민감한 정보를 포함하지 않습니다. 이에 대해 매우 투명하게 공개하고 있으며, 수집되는 정확한 데이터는 [여기](/web/src/features/telemetry/index.ts)에서 확인할 수 있습니다.
+
+환경 변수 `TELEMETRY_ENABLED=false`를 설정하여 옵트아웃할 수 있습니다.

README.md

@@ -1,113 +1,132 @@
-![Langfuse GitHub Banner](https://github.com/langfuse/langfuse/assets/121163007/6035f0f3-d691-4963-b5d0-10cf506e9d42)
-
-<div align="center"><h1>Langfuse: Open Source LLM Engineering Platform</h1></div>
-<div align="center"><h4>LLM Observability, Prompt Management, LLM Evaluations,<br/>Datasets, LLM Metrics, and Prompt Playground</h4></div>
+![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
 
 <div align="center">
    <div>
       <h3>
          <a href="https://cloud.langfuse.com">
-            <strong>Sign up</strong>
+            <strong>Langfuse Cloud</strong>
          </a> · 
          <a href="https://langfuse.com/docs/deployment/self-host">
             <strong>Self Host</strong>
          </a> · 
          <a href="https://langfuse.com/demo">
-            <strong>Demo (live data)</strong>
+            <strong>Demo</strong>
          </a>
       </h3>
    </div>
+
    <div>
       <a href="https://langfuse.com/docs"><strong>Docs</strong></a> ·
       <a href="https://langfuse.com/issues"><strong>Report Bug</strong></a> ·
       <a href="https://langfuse.com/ideas"><strong>Feature Request</strong></a> ·
       <a href="https://langfuse.com/changelog"><strong>Changelog</strong></a> ·
       <a href="https://langfuse.com/roadmap"><strong>Roadmap</strong></a> ·
-      <a href="https://langfuse.com/discord"><strong>Discord</strong></a> 
    </div>
+   <br/>
    <span>Langfuse uses <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a>  for Support and Feature Requests.</span>
    <br/>
-   <span>We're hiring. <a href="https://langfuse.com/careers"><strong>Join us</strong></a> in Product Engineering and Developer Relations.</span>
+   <span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>Join us</strong></a> in product engineering and technical go-to-market roles.</span>
    <br/>
    <br/>
    <div>
-      <a href="https://github.com/langfuse/langfuse/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-red.svg?style=flat-square" alt="MIT License"></a>
-      <a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange?style=flat-square" alt="Y Combinator W23"></a>
-      <a href="https://github.com/langfuse/langfuse/pkgs/container/langfuse"><img alt="Docker Image" src="https://img.shields.io/badge/docker-langfuse-blue?logo=Docker&logoColor=white&style=flat-square"></a>
-      <a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?style=flat-square&logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
-      <a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?style=flat-square&logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
    </div>
 </div>
-</br>
 
-## Langfuse Overview
+<p align="center">
+   <a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
+   <img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
+   </a>
+   <a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
+   <a href="https://hub.docker.com/u/langfuse" target="_blank">
+   <img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
+   <a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
+   <a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
+   <br/>
+   <a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
+   <img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
+      alt="chat on Discord"></a>
+   <a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
+   <img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
+      alt="follow on X(Twitter)"></a>
+   <a href="https://www.linkedin.com/company/langfuse/" target="_blank">
+   <img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
+      alt="follow on LinkedIn"></a>
+   <a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
+   <img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
+   <a href="https://github.com/langfuse/langfuse/" target="_blank">
+   <img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
+   <a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
+   <img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
+</p>
+
+<p align="center">
+  <a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
+  <a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
+  <a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
+  <a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
+</p>
+
+Langfuse is an **open source LLM engineering** platform. It helps teams collaboratively
+**develop, monitor, evaluate,** and **debug** AI applications. Langfuse can be **self-hosted in minutes** and is **battle-tested**.
 
 [![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
 
-### Develop
+## ✨ Core Features
 
-- **LLM Observability:** Instrument your app and start ingesting traces to Langfuse ([Quickstart](https://langfuse.com/docs/get-started), [Integrations](https://langfuse.com/docs/integrations) [Tracing](https://langfuse.com/docs/tracing))
-- **Langfuse UI:** Inspect and debug complex logs ([Demo](https://langfuse.com/docs/demo), [Tracing](https://langfuse.com/docs/tracing))
-- **Prompt Management:** Manage, version and deploy prompts from within Langfuse ([Prompt Management](https://langfuse.com/docs/prompts/get-started))
-- **Prompt Engineering:** Test and iterate on your prompts with the [LLM Playground](https://langfuse.com/docs/playground)
+![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
 
-### Monitor
+- [LLM Application Observability](https://langfuse.com/docs/tracing): Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions. Try the interactive [demo](https://langfuse.com/docs/demo) to see this in action.
 
-- **LLM Analytics:** Track metrics (cost, latency, quality) and gain insights from dashboards & data exports ([Analytics](https://langfuse.com/docs/analytics))
-- **LLM Evaluations:** Collect and calculate scores for your LLM completions ([Scores & Evaluations](https://langfuse.com/docs/scores))
-  - Run ([Model-based evaluations](https://langfuse.com/docs/scores/model-based-evals)) and LLM-as-a-Judge within Langfuse
-  - Collect user feedback ([User Feedback](https://langfuse.com/docs/scores/user-feedback))
-  - Manually score LLM outputs in Langfuse ([Manual Scores](https://langfuse.com/docs/scores/manually))
+- [Prompt Management](https://langfuse.com/docs/prompts/get-started) helps you centrally manage, version control, and collaboratively iterate on your prompts. Thanks to strong caching on server and client side, you can iterate on prompts without adding latency to your application.
 
-### Test
+- [Evaluations](https://langfuse.com/docs/scores/overview) are key to the LLM application development workflow, and Langfuse adapts to your needs. It supports LLM-as-a-judge, user feedback collection, manual labeling, and custom evaluation pipelines via APIs/SDKs.
 
-- **Experiments:** Track and test app behaviour before deploying a new version
-  - Datasets let you test expected in and output pairs and benchmark performance before deploying ([Datasets](https://langfuse.com/docs/datasets))
-  - Track versions and releases in your application ([Experimentation](https://langfuse.com/docs/experimentation), [Prompt Management](https://langfuse.com/docs/prompts))
+- [Datasets](https://langfuse.com/docs/datasets/overview) enable test sets and benchmarks for evaluating your LLM application. They support continuous improvement, pre-deployment testing, structured experiments, flexible evaluation, and seamless integration with frameworks like LangChain and LlamaIndex.
 
-## Get started
+- [LLM Playground](https://langfuse.com/docs/playground) is a tool for testing and iterating on your prompts and model configurations, shortening the feedback loop and accelerating development. When you see a bad result in tracing, you can directly jump to the playground to iterate on it.
+
+- [Comprehensive API](https://langfuse.com/docs/api): Langfuse is frequently used to power bespoke LLMOps workflows while using the building blocks provided by Langfuse via the API. OpenAPI spec, Postman collection, and typed SDKs for Python, JS/TS are available.
+
+## 📦 Deploy Langfuse
+
+![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
 
 ### Langfuse Cloud
 
 Managed deployment by the Langfuse team, generous free-tier (hobby plan), no credit card required.
 
-**[» Langfuse Cloud](https://cloud.langfuse.com)**
+<div align="center">
+    <a href="https://cloud.langfuse.com" target="_blank">
+        <img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
+    </a>
+</div>
 
-## Self-Hosting Open Source LLM Observability with Langfuse
+### Self-Host Langfuse
 
-### Localhost (docker)
+Run Langfuse on your own infrastructure:
 
-```bash
-# Clone repository
-git clone https://github.com/langfuse/langfuse.git
-cd langfuse
+- [Local (docker compose)](https://langfuse.com/self-hosting/local): Run Langfuse on your own machine in 5 minutes using Docker Compose.
 
-# Run server and database
-docker compose up -d
-```
+  ```bash
+  # Get a copy of the latest Langfuse repository
+  git clone https://github.com/langfuse/langfuse.git
+  cd langfuse
 
-[→ Learn more about deploying locally](https://langfuse.com/docs/deployment/local)
+  # Run the langfuse docker compose
+  docker compose up
+  ```
 
-### Self-host (docker)
+- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Run Langfuse on a Kubernetes cluster using Helm. This is the preferred production deployment.
+- [VM](https://langfuse.com/self-hosting/docker-compose): Run Langfuse on a single Virtual Machine using Docker Compose.
+- Planned: Cloud-specific deployment guides, please upvote and comment on the following threads: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
 
-Langfuse is simple to self-host and keep updated. It currently requires only a single docker container and a postgres database.
-[→ Self Hosting Instructions](https://langfuse.com/docs/deployment/self-host)
+See [self-hosting documentation](https://langfuse.com/self-hosting) to learn more about the architecture and configuration options.
 
-Templated deployments: [Railway, GCP, AWS, Azure, Kubernetes and others](https://langfuse.com/docs/deployment/self-host#platform-specific-information)
+## 🔌 Integrations
 
-## Get Started
+![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
 
-### API Keys
-
-You need a Langfuse public and secret key to get started. Sign up [here](https://cloud.langfuse.com) and find them in your project settings.
-
-### Ingesting Data · Instrumenting Your Application · LLM Observability with Langfuse
-
-Note: We recommend using our fully async, typed [SDKs](https://langfuse.com/docs/sdk) that allow you to instrument any LLM application with any underlying model. They are available in [Python (Decorators)](https://langfuse.com/docs/sdk/python) & [JS/TS](https://langfuse.com/docs/sdk/typescript). The SDKs will always be the most fully featured and stable way to ingest data into Langfuse.
-
-See the [→ Quickstart](https://langfuse.com/docs/get-started) to integrate Langfuse.
-
-### LLM Observability Integrations
+### Main Integrations:
 
 | Integration                                                                  | Supports                   | Description                                                                                                                                      |
 | ---------------------------------------------------------------------------- | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ |
@@ -120,77 +139,129 @@ See the [→ Quickstart](https://langfuse.com/docs/get-started) to integrate Lan
 | [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk)        | JS/TS                      | TypeScript toolkit designed to help developers build AI-powered applications with React, Next.js, Vue, Svelte, Node.js.                          |
 | [API](https://langfuse.com/docs/api)                                         |                            | Directly call the public API. OpenAPI spec available.                                                                                            |
 
-Packages integrated with Langfuse:
+### Packages integrated with Langfuse:
 
-| Name                                                            | Description                                                                                                             |
-| --------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------- |
-| [Instructor](https://langfuse.com/docs/integrations/instructor) | Library to get structured LLM outputs (JSON, Pydantic)                                                                  |
-| [Dify](https://langfuse.com/docs/integrations/dify)             | Open source LLM app development platform with no-code builder.                                                          |
-| [Ollama](https://langfuse.com/docs/integrations/ollama)         | Easily run open source LLMs on your own machine.                                                                        |
-| [Mirascope](https://langfuse.com/docs/integrations/mirascope)   | Python toolkit for building LLM applications.                                                                           |
-| [Flowise](https://langfuse.com/docs/integrations/flowise)       | JS/TS no-code builder for customized LLM flows.                                                                         |
-| [Langflow](https://langfuse.com/docs/integrations/langflow)     | Python-based UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. |
+| Name                                                                    | Type               | Description                                                                                                             |
+| ----------------------------------------------------------------------- | ------------------ | ----------------------------------------------------------------------------------------------------------------------- |
+| [Instructor](https://langfuse.com/docs/integrations/instructor)         | Library            | Library to get structured LLM outputs (JSON, Pydantic)                                                                  |
+| [DSPy](https://langfuse.com/docs/integrations/dspy)                     | Library            | Framework that systematically optimizes language model prompts and weights                                              |
+| [Mirascope](https://langfuse.com/docs/integrations/mirascope)           | Library            | Python toolkit for building LLM applications.                                                                           |
+| [Ollama](https://langfuse.com/docs/integrations/ollama)                 | Model (local)      | Easily run open source LLMs on your own machine.                                                                        |
+| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | Model              | Run foundation and fine-tuned models on AWS.                                                                            |
+| [AutoGen](https://langfuse.com/docs/integrations/autogen)               | Agent Framework    | Open source LLM platform for building distributed agents.                                                               |
+| [Flowise](https://langfuse.com/docs/integrations/flowise)               | Chat/Agent&nbsp;UI | JS/TS no-code builder for customized LLM flows.                                                                         |
+| [Langflow](https://langfuse.com/docs/integrations/langflow)             | Chat/Agent&nbsp;UI | Python-based UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. |
+| [Dify](https://langfuse.com/docs/integrations/dify)                     | Chat/Agent&nbsp;UI | Open source LLM app development platform with no-code builder.                                                          |
+| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui)           | Chat/Agent&nbsp;UI | Self-hosted LLM Chat web ui supporting various LLM runners including self-hosted and local models.                      |
+| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo)           | Tool               | Open source LLM testing platform.                                                                                       |
+| [LobeChat](https://langfuse.com/docs/integrations/lobechat)             | Chat/Agent&nbsp;UI | Open source chatbot platform.                                                                                           |
+| [Vapi](https://langfuse.com/docs/integrations/vapi)                     | Platform           | Open source voice AI platform.                                                                                          |
+| [Inferable](https://langfuse.com/docs/integrations/other/inferable)     | Agents             | Open source LLM platform for building distributed agents.                                                               |
+| [Gradio](https://langfuse.com/docs/integrations/other/gradio)           | Chat/Agent&nbsp;UI | Open source Python library to build web interfaces like Chat UI.                                                        |
+| [Goose](https://langfuse.com/docs/integrations/goose)                   | Agents             | Open source LLM platform for building distributed agents.                                                               |
+| [smolagents](https://langfuse.com/docs/integrations/smolagents)         | Agents             | Open source AI agents framework.                                                                                        |
+| [CrewAI](https://langfuse.com/docs/integrations/crewai)                 | Agents             | Multi agent framework for agent collaboration and tool use.                                                             |
 
-## Questions and feedback
+## 🚀 Quickstart
 
-### Ideas and roadmap
+Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions.
 
-- [Roadmap](https://langfuse.com/roadmap)
-- [GitHub Discussions](https://github.com/orgs/langfuse/discussions)
-- [Feature Requests](https://langfuse.com/ideas)
+### 1️⃣ Create new project
 
-### Support and feedback
+1.  [Create Langfuse account](https://cloud.langfuse.com/auth/sign-up) or [self-host](https://langfuse.com/self-hosting)
+2.  Create a new project
+3.  Create new API credentials in the project settings
 
-In order of preference the best way to communicate with us:
+### 2️⃣ Log your first LLM call
 
-- [GitHub Discussions](https://github.com/orgs/langfuse/discussions) (preferred): Contribute [ideas](https://langfuse.com/ideas), [support requests](https://langfuse.com/gh-support) and [report bugs](https://langfuse.com/issues)
-- [Discord](https://langfuse.com/discord): community support
-- Privately: contact at langfuse dot com
+The [`@observe()` decorator](https://langfuse.com/docs/sdk/python/decorators) makes it easy to trace any Python LLM application. In this quickstart we also use the Langfuse [OpenAI integration](https://langfuse.com/docs/integrations/openai) to automatically capture all model parameters.
 
-## Contributing to Langfuse
+> [!TIP]
+> Not using OpenAI? Visit [our documentation](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) to learn how to log other models and frameworks.
 
-- Vote on [Ideas](https://github.com/orgs/langfuse/discussions/categories/ideas)
-- Raise and comment on [Issues](https://github.com/langfuse/langfuse/issues)
+```bash
+pip install langfuse openai
+```
+
+```bash filename=".env"
+LANGFUSE_SECRET_KEY="sk-lf-..."
+LANGFUSE_PUBLIC_KEY="pk-lf-..."
+LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
+# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 US region
+```
+
+```python /@observe()/ /from langfuse.openai import openai/ filename="main.py"
+from langfuse.decorators import observe
+from langfuse.openai import openai # OpenAI integration
+
+@observe()
+def story():
+    return openai.chat.completions.create(
+        model="gpt-4o",
+        messages=[{"role": "user", "content": "What is Langfuse?"}],
+    ).choices[0].message.content
+
+@observe()
+def main():
+    return story()
+
+main()
+```
+
+### 3️⃣ See traces in Langfuse
+
+See your language model calls and other application logic in Langfuse.
+
+![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
+
+_[Public example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
+
+> [!TIP]
+>
+> [Learn more](https://langfuse.com/docs/tracing) about tracing in Langfuse or play with the [interactive demo](https://langfuse.com/docs/demo).
+
+## ⭐️ Star Us
+
+![star-langfuse-on-github](https://github.com/user-attachments/assets/79a1d816-d229-4526-aecc-097d4a19f1ad)
+
+## 💭 Support
+
+Finding an answer to your question:
+
+- Our [documentation](https://langfuse.com/docs) is the best place to start looking for answers. It is comprehensive, and we invest significant time into maintaining it. You can also suggest edits to the docs via GitHub.
+- [Langfuse FAQs](https://langfuse.com/faq) where the most common questions are answered.
+- Use "[Ask AI](https://langfuse.com/docs/ask-ai)" to get instant answers to your questions.
+
+Support Channels:
+
+- **Ask any question in our [public Q&A](https://github.com/orgs/langfuse/discussions/categories/support) on GitHub Discussions.** Please include as much detail as possible (e.g. code snippets, screenshots, background information) to help us understand your question.
+- [Request a feature](https://github.com/orgs/langfuse/discussions/categories/ideas) on GitHub Discussions.
+- [Report a Bug](https://github.com/langfuse/langfuse/issues) on GitHub Issues.
+- For time-sensitive queries, ping us via the in-app chat widget.
+
+## 🤝 Contributing
+
+Your contributions are welcome!
+
+- Vote on [Ideas](https://github.com/orgs/langfuse/discussions/categories/ideas) in GitHub Discussions.
+- Raise and comment on [Issues](https://github.com/langfuse/langfuse/issues).
 - Open a PR - see [CONTRIBUTING.md](CONTRIBUTING.md) for details on how to setup a development environment.
 
-## License
+## 🥇 License
 
 This repository is MIT licensed, except for the `ee` folders. See [LICENSE](LICENSE) and [docs](https://langfuse.com/docs/open-source) for more details.
 
-## Misc
-
-### GET API to export your data
-
-[**GET routes**](https://langfuse.com/docs/integrations/api) to use data in downstream applications (e.g. embedded analytics). You can also access them conveniently via the SDKs ([docs](https://langfuse.com/docs/query-traces)).
-
-### Security & Privacy
-
-We take data security and privacy seriously. Please refer to our [Security and Privacy](https://langfuse.com/security) page for more information.
-
-### Telemetry
-
-By default, Langfuse automatically reports basic usage statistics of self-hosted instances to a centralized server (PostHog).
-
-This helps us to:
-
-1. Understand how Langfuse is used and improve the most relevant features.
-2. Track overall usage for internal and external (e.g. fundraising) reporting.
-
-None of the data is shared with third parties and does not include any sensitive information. We want to be super transparent about this and you can find the exact data we collect [here](/web/src/features/telemetry/index.ts).
-
-You can opt-out by setting `TELEMETRY_ENABLED=false`.
-
-### Star History
+## ⭐️ Star History
 
 <a href="https://star-history.com/#langfuse/langfuse&Date">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
    <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
-   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
+   <img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
  </picture>
 </a>
 
-### Open Source Projects Using Langfuse
+## ❤️ Open Source Projects Using Langfuse
 
 Top open-source Python projects that use Langfuse, ranked by stars ([Source](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
 
@@ -240,3 +311,20 @@ Top open-source Python projects that use Langfuse, ranked by stars ([Source](htt
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs)                           |   129 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai)                      |   128 |
 | <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) |   126 |
+
+## 🔒 Security & Privacy
+
+We take data security and privacy seriously. Please refer to our [Security and Privacy](https://langfuse.com/security) page for more information.
+
+### Telemetry
+
+By default, Langfuse automatically reports basic usage statistics of self-hosted instances to a centralized server (PostHog).
+
+This helps us to:
+
+1. Understand how Langfuse is used and improve the most relevant features.
+2. Track overall usage for internal and external (e.g. fundraising) reporting.
+
+None of the data is shared with third parties and does not include any sensitive information. We want to be super transparent about this and you can find the exact data we collect [here](/web/src/features/telemetry/index.ts).
+
+You can opt-out by setting `TELEMETRY_ENABLED=false`.

careers

@@ -1,19 +0,0 @@
-_We are Hiring_
-Join us in building out Langfuse in Berlin, Germany. Langfuse is the open source LLM engineering platform: we build tooling to help developers [build & improve LLM applications](https://langfuse.com/docs). 
-
-We are an open source company, we hire in person (4+ days a week), we only hire excellent technical talent. Find more information on our [careers page](https://langfuse.com/careers)
-
-_Open Roles_
-
-- Product Engineer, 70-130k EUR, 0.1-0.35% Equity, https://www.ycombinator.com/companies/langfuse/jobs/aAvmoFB-product-engineer
-- Backend Engineer, 70-130k EUR, 0.1-0.35% Equity, https://www.ycombinator.com/companies/langfuse/jobs/1bO16H6-backend-engineer
-- Design Engineer, 70-130k EUR, 0.1-0.35% Equity, https://www.ycombinator.com/companies/langfuse/jobs/mDquP95-design-engineer
-- Developer Advocate, 70-130k EUR, 0.1-0.35% Equity, https://www.ycombinator.com/companies/langfuse/jobs/uHysbKH-developer-advocate-devrel
-
-
-_More Info_
-
-- https://langfuse.com/careers
-- https://langfuse.com/docs
-- https://langfuse.com/why
-- https://langfuse.com/changelog

docker-compose.build.yml

@@ -48,6 +48,10 @@ services:
       REDIS_HOST: ${REDIS_HOST:-redis}
       REDIS_PORT: ${REDIS_PORT:-6379}
       REDIS_AUTH: ${REDIS_AUTH:-myredissecret}
+      REDIS_TLS_ENABLED: ${REDIS_TLS_ENABLED:-false}
+      REDIS_TLS_CA: ${REDIS_TLS_CA:-/certs/ca.crt}
+      REDIS_TLS_CERT: ${REDIS_TLS_CERT:-/certs/redis.crt}
+      REDIS_TLS_KEY: ${REDIS_TLS_KEY:-/certs/redis.key}
     restart: always
     healthcheck:
       test: ["CMD", "curl", "-f", "http://localhost:3000/api/public/health"]
@@ -76,8 +80,6 @@ services:
   clickhouse:
     image: clickhouse/clickhouse-server
     user: "101:101"
-    container_name: clickhouse
-    hostname: clickhouse
     environment:
       CLICKHOUSE_DB: default
       CLICKHOUSE_USER: clickhouse
@@ -97,7 +99,6 @@ services:
 
   minio:
     image: minio/minio
-    container_name: minio
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'

docker-compose.dev-azure.yml

@@ -2,8 +2,6 @@ services:
   clickhouse:
     image: clickhouse/clickhouse-server
     user: "101:101"
-    container_name: clickhouse
-    hostname: clickhouse
     environment:
       CLICKHOUSE_DB: default
       CLICKHOUSE_USER: clickhouse
@@ -19,7 +17,6 @@ services:
 
   azurite:
     image: mcr.microsoft.com/azure-storage/azurite
-    container_name: azurite
     command: azurite-blob --blobHost 0.0.0.0
     ports:
       - "10000:10000"

docker-compose.dev.yml

@@ -2,8 +2,6 @@ services:
   clickhouse:
     image: clickhouse/clickhouse-server
     user: "101:101"
-    container_name: clickhouse
-    hostname: clickhouse
     environment:
       CLICKHOUSE_DB: default
       CLICKHOUSE_USER: clickhouse
@@ -12,14 +10,13 @@ services:
       - langfuse_clickhouse_data:/var/lib/clickhouse
       - langfuse_clickhouse_logs:/var/log/clickhouse-server
     ports:
-      - "8123:8123"
-      - "9000:9000"
+      - 127.0.0.1:8123:8123
+      - 127.0.0.1:9000:9000
     depends_on:
       - postgres
 
   minio:
     image: minio/minio
-    container_name: minio
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
@@ -27,8 +24,8 @@ services:
       MINIO_ACCESS_KEY: minio
       MINIO_SECRET_KEY: miniosecret
     ports:
-      - "9090:9000"
-      - "9091:9001"
+      - 127.0.0.1:9090:9000
+      - 127.0.0.1:9091:9001
     volumes:
       - langfuse_minio_data:/data
     healthcheck:
@@ -44,7 +41,7 @@ services:
     command: >
       --requirepass ${REDIS_AUTH:-myredissecret}
     ports:
-      - 6379:6379
+      - 127.0.0.1:6379:6379
 
   postgres:
     image: postgres:${POSTGRES_VERSION:-latest}
@@ -60,7 +57,7 @@ services:
       - POSTGRES_PASSWORD=postgres
       - POSTGRES_DB=postgres
     ports:
-      - 5432:5432
+      - 127.0.0.1:5432:5432
     volumes:
       - langfuse_postgres_data:/var/lib/postgresql/data
 

docker-compose.yml

@@ -1,3 +1,8 @@
+# Make sure to update the credential placeholders with your own secrets.
+# We mark them with # CHANGEME in the file below.
+# In addition, we recommend to restrict inbound traffic on the host to langfuse-web (port 3000) and minio (port 9090) only.
+# All other components are bound to localhost (127.0.0.1) to only accept connections from the local machine.
+# External connections from other machines will not be able to reach these services directly.
 services:
   langfuse-worker:
     image: langfuse/langfuse-worker:3
@@ -12,29 +17,29 @@ services:
       clickhouse:
         condition: service_healthy
     ports:
-      - "3030:3030"
+      - 127.0.0.1:3030:3030
     environment: &langfuse-worker-env
-      DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres
-      SALT: "mysalt"
-      ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # generate via `openssl rand -hex 32`
+      DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres # CHANGEME
+      SALT: "mysalt" # CHANGEME
+      ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # CHANGEME: generate via `openssl rand -hex 32`
       TELEMETRY_ENABLED: ${TELEMETRY_ENABLED:-true}
       LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES: ${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-true}
       CLICKHOUSE_MIGRATION_URL: ${CLICKHOUSE_MIGRATION_URL:-clickhouse://clickhouse:9000}
       CLICKHOUSE_URL: ${CLICKHOUSE_URL:-http://clickhouse:8123}
       CLICKHOUSE_USER: ${CLICKHOUSE_USER:-clickhouse}
-      CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse}
+      CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse} # CHANGEME
       CLICKHOUSE_CLUSTER_ENABLED: ${CLICKHOUSE_CLUSTER_ENABLED:-false}
       LANGFUSE_S3_EVENT_UPLOAD_BUCKET: ${LANGFUSE_S3_EVENT_UPLOAD_BUCKET:-langfuse}
       LANGFUSE_S3_EVENT_UPLOAD_REGION: ${LANGFUSE_S3_EVENT_UPLOAD_REGION:-auto}
       LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID:-minio}
-      LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY:-miniosecret}
+      LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY:-miniosecret} # CHANGEME
       LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT: ${LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT:-http://minio:9000}
       LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE:-true}
       LANGFUSE_S3_EVENT_UPLOAD_PREFIX: ${LANGFUSE_S3_EVENT_UPLOAD_PREFIX:-events/}
       LANGFUSE_S3_MEDIA_UPLOAD_BUCKET: ${LANGFUSE_S3_MEDIA_UPLOAD_BUCKET:-langfuse}
       LANGFUSE_S3_MEDIA_UPLOAD_REGION: ${LANGFUSE_S3_MEDIA_UPLOAD_REGION:-auto}
       LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID:-minio}
-      LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY:-miniosecret}
+      LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY:-miniosecret} # CHANGEME
       LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT: ${LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT:-http://minio:9000}
       LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE:-true}
       LANGFUSE_S3_MEDIA_UPLOAD_PREFIX: ${LANGFUSE_S3_MEDIA_UPLOAD_PREFIX:-media/}
@@ -42,18 +47,22 @@ services:
       LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS: ${LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS:-}
       REDIS_HOST: ${REDIS_HOST:-redis}
       REDIS_PORT: ${REDIS_PORT:-6379}
-      REDIS_AUTH: ${REDIS_AUTH:-myredissecret}
+      REDIS_AUTH: ${REDIS_AUTH:-myredissecret} # CHANGEME
+      REDIS_TLS_ENABLED: ${REDIS_TLS_ENABLED:-false}
+      REDIS_TLS_CA: ${REDIS_TLS_CA:-/certs/ca.crt}
+      REDIS_TLS_CERT: ${REDIS_TLS_CERT:-/certs/redis.crt}
+      REDIS_TLS_KEY: ${REDIS_TLS_KEY:-/certs/redis.key}
 
   langfuse-web:
     image: langfuse/langfuse:3
     restart: always
     depends_on: *langfuse-depends-on
     ports:
-      - "3000:3000"
+      - 3000:3000
     environment:
       <<: *langfuse-worker-env
       NEXTAUTH_URL: http://localhost:3000
-      NEXTAUTH_SECRET: mysecret
+      NEXTAUTH_SECRET: mysecret # CHANGEME
       LANGFUSE_INIT_ORG_ID: ${LANGFUSE_INIT_ORG_ID:-}
       LANGFUSE_INIT_ORG_NAME: ${LANGFUSE_INIT_ORG_NAME:-}
       LANGFUSE_INIT_PROJECT_ID: ${LANGFUSE_INIT_PROJECT_ID:-}
@@ -68,18 +77,16 @@ services:
     image: clickhouse/clickhouse-server
     restart: always
     user: "101:101"
-    container_name: clickhouse
-    hostname: clickhouse
     environment:
       CLICKHOUSE_DB: default
       CLICKHOUSE_USER: clickhouse
-      CLICKHOUSE_PASSWORD: clickhouse
+      CLICKHOUSE_PASSWORD: clickhouse # CHANGEME
     volumes:
       - langfuse_clickhouse_data:/var/lib/clickhouse
       - langfuse_clickhouse_logs:/var/log/clickhouse-server
     ports:
-      - "8123:8123"
-      - "9000:9000"
+      - 127.0.0.1:8123:8123
+      - 127.0.0.1:9000:9000
     healthcheck:
       test: wget --no-verbose --tries=1 --spider http://localhost:8123/ping || exit 1
       interval: 5s
@@ -90,16 +97,15 @@ services:
   minio:
     image: minio/minio
     restart: always
-    container_name: minio
     entrypoint: sh
     # create the 'langfuse' bucket before starting the service
     command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
     environment:
       MINIO_ROOT_USER: minio
-      MINIO_ROOT_PASSWORD: miniosecret
+      MINIO_ROOT_PASSWORD: miniosecret # CHANGEME
     ports:
-      - "9090:9000"
-      - "9091:9001"
+      - 9090:9000
+      - 127.0.0.1:9091:9001
     volumes:
       - langfuse_minio_data:/data
     healthcheck:
@@ -112,10 +118,11 @@ services:
   redis:
     image: redis:7
     restart: always
+    # CHANGEME: row below to secure redis password
     command: >
       --requirepass ${REDIS_AUTH:-myredissecret}
     ports:
-      - 6379:6379
+      - 127.0.0.1:6379:6379
     healthcheck:
       test: ["CMD", "redis-cli", "ping"]
       interval: 3s
@@ -132,10 +139,10 @@ services:
       retries: 10
     environment:
       POSTGRES_USER: postgres
-      POSTGRES_PASSWORD: postgres
+      POSTGRES_PASSWORD: postgres # CHANGEME
       POSTGRES_DB: postgres
     ports:
-      - 5432:5432
+      - 127.0.0.1:5432:5432
     volumes:
       - langfuse_postgres_data:/var/lib/postgresql/data
 

ee/LICENSE

@@ -1,24 +1,36 @@
-Langfuse Enterprise License (the “Enterprise License”)
-Copyright (c) 2024 Langfuse GmbH ('Langfuse')
+START NOTE
+Langfuse is an open core project. Langfuse's core
+is permissively licensed (MIT license).
+Certain parts of the periphery of Langfuse are commercially
+licensed and governed by this Enterprise License.
+For the avoidance of doubt, this license does not apply 
+to the core of Langfuse as it is defined in its license in 
+the directory "/LICENSE" (as opposed to this file  "ee/LICENSE")
+which can be used and run without infringing the below license
+and its licensed materials.
+END NOTE
 
-With regard to the Langfuse Software:
+START OF LICENSE
+Langfuse Enterprise license (the “Enterprise License” or "EE license")
+
+Copyright (c) 2023-2025 Langfuse GmbH
+
+With regard to the Langfuse Enterprise Software:
 This software and associated documentation files (the "Software") may only be
-used in production, if you (and any entity that you represent) have agreed to,
-and are in compliance with, the Langfuse Terms of Service, available
+used, if you (and any entity that you represent) have agreed to,
+and are in compliance with, the applicable Langfuse Terms of Service, available
 at https://langfuse.com/terms (the “Enterprise Terms”), or other
 agreement governing the use of the Software, as agreed by you and Langfuse,
-and otherwise have a valid Langfuse Enterprise license.
+and otherwise have a valid Langfuse Enterprise License.
 
 Subject to the foregoing sentence, you are free to
 modify this Software and publish patches to the Software. You agree that Langfuse
 and/or its licensors (as applicable) retain all right, title and interest in and
 to all such modifications and/or patches, and all such modifications and/or
 patches may only be used, copied, modified, displayed, distributed, or otherwise
-exploited with a valid Langfuse Enterprise license.
-
-Notwithstanding the foregoing, you may copy and modify
+exploited with a valid Langfuse Enterprise License. Notwithstanding the foregoing, you may copy and modify
 the Software for development and testing purposes, without requiring a
-subscription. You agree that Langfuse and/or its licensors (as applicable) retain
+subscription. You agree that Langfuse GmbH and/or its licensors (as applicable) retain
 all right, title and interest in and to all such modifications. You are not
 granted any other rights beyond what is expressly stated herein. Subject to the
 foregoing, it is forbidden to copy, merge, publish, distribute, sublicense,
@@ -33,5 +45,7 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 SOFTWARE.
 
 For all third party components incorporated into the Langfuse Software, those
-components are licensed under the original license provided by the owner of the 
+components are licensed under the original license provided by the owner of the
 applicable component.
+
+END OF LICENSE

ee/package.json

@@ -26,9 +26,9 @@
   "dependencies": {
     "@langfuse/shared": "workspace:*",
     "@opentelemetry/api": ">=1.0.0 <1.10.0",
-    "axios": "^1.7.7",
+    "axios": "^1.8.2",
     "https-proxy-agent": "^7.0.6",
-    "next": "^14.2.21",
+    "next": "^14.2.25",
     "next-auth": "^4.24.11",
     "zod": "^3.23.8"
   },
@@ -48,7 +48,6 @@
   },
   "pnpm": {
     "overrides": {
-      "jsonpath-plus": "10.0.7",
       "nanoid": "^3.3.8"
     }
   }

fern/apis/server/definition/annotation-queues.yml

@@ -0,0 +1,165 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/fern-api/fern/main/fern.schema.json
+imports:
+  commons: ./commons.yml
+  pagination: ./utils/pagination.yml
+
+service:
+  auth: true
+  base-path: /api/public
+  endpoints:
+    listQueues:
+      docs: Get all annotation queues
+      method: GET
+      path: /annotation-queues
+      request:
+        name: GetAnnotationQueuesRequest
+        query-parameters:
+          page:
+            type: optional<integer>
+            docs: page number, starts at 1
+          limit:
+            type: optional<integer>
+            docs: limit of items per page
+      response: PaginatedAnnotationQueues
+
+    getQueue:
+      docs: Get an annotation queue by ID
+      method: GET
+      path: /annotation-queues/{queueId}
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+      response: AnnotationQueue
+
+    listQueueItems:
+      docs: Get items for a specific annotation queue
+      method: GET
+      path: /annotation-queues/{queueId}/items
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+      request:
+        name: GetAnnotationQueueItemsRequest
+        query-parameters:
+          status:
+            type: optional<AnnotationQueueStatus>
+            docs: Filter by status
+          page:
+            type: optional<integer>
+            docs: page number, starts at 1
+          limit:
+            type: optional<integer>
+            docs: limit of items per page
+      response: PaginatedAnnotationQueueItems
+
+    getQueueItem:
+      docs: Get a specific item from an annotation queue
+      method: GET
+      path: /annotation-queues/{queueId}/items/{itemId}
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+        itemId:
+          type: string
+          docs: The unique identifier of the annotation queue item
+      response: AnnotationQueueItem
+
+    createQueueItem:
+      docs: Add an item to an annotation queue
+      method: POST
+      path: /annotation-queues/{queueId}/items
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+      request: CreateAnnotationQueueItemRequest
+      response: AnnotationQueueItem
+
+    updateQueueItem:
+      docs: Update an annotation queue item
+      method: PATCH
+      path: /annotation-queues/{queueId}/items/{itemId}
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+        itemId:
+          type: string
+          docs: The unique identifier of the annotation queue item
+      request: UpdateAnnotationQueueItemRequest
+      response: AnnotationQueueItem
+
+    deleteQueueItem:
+      docs: Remove an item from an annotation queue
+      method: DELETE
+      path: /annotation-queues/{queueId}/items/{itemId}
+      path-parameters:
+        queueId:
+          type: string
+          docs: The unique identifier of the annotation queue
+        itemId:
+          type: string
+          docs: The unique identifier of the annotation queue item
+      response: DeleteAnnotationQueueItemResponse
+
+types:
+  AnnotationQueueStatus:
+    enum:
+      - PENDING
+      - COMPLETED
+
+  AnnotationQueueObjectType:
+    enum:
+      - TRACE
+      - OBSERVATION
+
+  AnnotationQueue:
+    properties:
+      id: string
+      name: string
+      description: optional<string>
+      scoreConfigIds: list<string>
+      createdAt: datetime
+      updatedAt: datetime
+
+  AnnotationQueueItem:
+    properties:
+      id: string
+      queueId: string
+      objectId: string
+      objectType: AnnotationQueueObjectType
+      status: AnnotationQueueStatus
+      completedAt: optional<datetime>
+      createdAt: datetime
+      updatedAt: datetime
+
+  PaginatedAnnotationQueues:
+    properties:
+      data: list<AnnotationQueue>
+      meta: pagination.MetaResponse
+
+  PaginatedAnnotationQueueItems:
+    properties:
+      data: list<AnnotationQueueItem>
+      meta: pagination.MetaResponse
+
+  CreateAnnotationQueueItemRequest:
+    properties:
+      objectId: string
+      objectType: AnnotationQueueObjectType
+      status:
+        type: optional<AnnotationQueueStatus>
+        docs: Defaults to PENDING for new queue items
+
+  UpdateAnnotationQueueItemRequest:
+    properties:
+      status:
+        type: optional<AnnotationQueueStatus>
+
+  DeleteAnnotationQueueItemResponse:
+    properties:
+      success: boolean
+      message: string

fern/apis/server/definition/commons.yml

@@ -38,6 +38,9 @@ types:
       public:
         type: optional<boolean>
         docs: Public traces are accessible via url without login
+      environment:
+        type: optional<string>
+        docs: The environment from which this trace originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
   TraceWithDetails: # GET /traces
     extends: Trace
     properties:
@@ -79,6 +82,9 @@ types:
       id: string
       createdAt: datetime
       projectId: string
+      environment:
+        type: optional<string>
+        docs: The environment from which this session originated.
   SessionWithTraces:
     extends: Session
     properties:
@@ -145,6 +151,9 @@ types:
       costDetails:
         type: optional<map<string, double>>
         docs: The cost details of the observation. Key is the name of the cost metric, value is the cost in USD. The total key is the sum of all (non-total) cost metrics or the total value ingested.
+      environment:
+        type: optional<string>
+        docs: The environment from which this observation originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
 
   ObservationsView:
     extends: Observation
@@ -249,6 +258,9 @@ types:
       queueId:
         type: optional<string>
         docs: Reference an annotation queue on a score. Populated if the score was initially created in an annotation queue.
+      environment:
+        type: optional<string>
+        docs: The environment from which this score originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
   NumericScore:
     extends: BaseScore
     properties:

fern/apis/server/definition/dataset-items.yml

@@ -37,8 +37,21 @@ service:
             type: optional<integer>
             docs: limit of items per page
       response: PaginatedDatasetItems
+    delete:
+      docs: Delete a dataset item and all its run items. This action is irreversible.
+      method: DELETE
+      path: /dataset-items/{id}
+      path-parameters:
+        id:
+          type: string
+      response: DeleteDatasetItemResponse
 
 types:
+  DeleteDatasetItemResponse:
+    properties:
+      message:
+        type: string
+        docs: Success message after deletion
   CreateDatasetItemRequest:
     properties:
       datasetName: string

fern/apis/server/definition/datasets.yml

@@ -41,6 +41,14 @@ service:
         datasetName: string
         runName: string
       response: commons.DatasetRunWithItems
+    deleteRun:
+      method: DELETE
+      docs: Delete a dataset run and all its run items. This action is irreversible.
+      path: /datasets/{datasetName}/runs/{runName}
+      path-parameters:
+        datasetName: string
+        runName: string
+      response: DeleteDatasetRunResponse
     getRuns:
       method: GET
       docs: Get dataset runs
@@ -72,3 +80,6 @@ types:
     properties:
       data: list<commons.DatasetRun>
       meta: pagination.MetaResponse
+  DeleteDatasetRunResponse:
+    properties:
+      message: string

fern/apis/server/definition/ingestion.yml

@@ -8,7 +8,15 @@ service:
   endpoints:
     batch:
       docs: |
-        Batched ingestion for Langfuse Tracing. If you want to use tracing via the API, such as to build your own Langfuse client implementation, this is the only API route you need to implement.
+        Batched ingestion for Langfuse Tracing.
+        If you want to use tracing via the API, such as to build your own Langfuse client implementation, this is the only API route you need to implement.
+
+        Within each batch, there can be multiple events.
+        Each event has a type, an id, a timestamp, metadata and a body.
+        Internally, we refer to this as the "event envelope" as it tells us something about the event but not the trace.
+        We use the event id within this envelope to deduplicate messages to avoid processing the same event twice, i.e. the event id should be unique per request.
+        The event.body.id is the ID of the actual trace and will be used for updates and will be visible within the Langfuse App.
+        I.e. if you want to update a trace, you'd use the same body id, but separate event IDs.
 
         Notes:
         - Introduction to data model: https://langfuse.com/docs/tracing-data-model
@@ -29,6 +37,70 @@ service:
       response:
         type: IngestionResponse
         status-code: 207
+      examples:
+        # Trace Create Request
+        - request:
+            batch:
+              - id: abcdef-1234-5678-90ab
+                timestamp: "2022-01-01T00:00:00.000Z"
+                type: "trace-create"
+                body:
+                  id: abcdef-1234-5678-90ab
+                  timestamp: "2022-01-01T00:00:00.000Z"
+                  environment: "production"
+                  name: "My Trace"
+                  userId: "1234-5678-90ab-cdef"
+                  input: "My input"
+                  output: "My output"
+                  sessionId: "1234-5678-90ab-cdef"
+                  release: "1.0.0"
+                  version: "1.0.0"
+                  metadata: "My metadata"
+                  tags: ["tag1", "tag2"]
+                  public: true
+          response:
+            body:
+              successes:
+                - id: abcdef-1234-5678-90ab
+                  status: 201
+              errors: []
+
+        # Observation Create Request
+        - request:
+            batch:
+              - id: abcdef-1234-5678-90ab
+                timestamp: "2022-01-01T00:00:00.000Z"
+                type: "span-create"
+                body:
+                  id: abcdef-1234-5678-90ab
+                  traceId: "1234-5678-90ab-cdef"
+                  startTime: "2022-01-01T00:00:00.000Z"
+                  environment: "test"
+          response:
+            body:
+              successes:
+                - id: abcdef-1234-5678-90ab
+                  status: 201
+              errors: []
+
+        # Score Create Request
+        - request:
+            batch:
+              - id: abcdef-1234-5678-90ab
+                timestamp: "2022-01-01T00:00:00.000Z"
+                type: "score-create"
+                body:
+                  id: abcdef-1234-5678-90ab
+                  traceId: "1234-5678-90ab-cdef"
+                  name: "My Score"
+                  value: 0.9
+                  environment: "default"
+          response:
+            body:
+              successes:
+                - id: abcdef-1234-5678-90ab
+                  status: 201
+              errors: []
 
 types:
   IngestionEvent:
@@ -99,6 +171,7 @@ types:
       statusMessage: optional<string>
       parentObservationId: optional<string>
       version: optional<string>
+      environment: optional<string>
 
   CreateEventBody:
     extends: OptionalObservationBody
@@ -163,6 +236,7 @@ types:
       level: optional<commons.ObservationLevel>
       statusMessage: optional<string>
       parentObservationId: optional<string>
+      environment: optional<string>
 
   TraceBody:
     properties:
@@ -177,6 +251,7 @@ types:
       version: optional<string>
       metadata: optional<unknown>
       tags: optional<list<string>>
+      environment: optional<string>
       public:
         type: optional<boolean>
         docs: Make trace publicly accessible via url
@@ -190,6 +265,7 @@ types:
       id: optional<string>
       traceId: string
       name: string
+      environment: optional<string>
       value:
         type: commons.CreateScoreValue
         docs: The value of the score. Must be passed as string for categorical scores, and numeric for boolean and numeric scores. Boolean score values must equal either 1 or 0 (true or false)
@@ -318,16 +394,27 @@ types:
       successes: list<IngestionSuccess>
       errors: list<IngestionError>
 
-  OpenAIUsageSchema:
+  OpenAICompletionUsageSchema:
+    docs: OpenAI Usage schema from (Chat-)Completion APIs
     properties:
       prompt_tokens: integer
       completion_tokens: integer
       total_tokens: integer
-      prompt_tokens_details: optional<map<string, integer>>
-      completion_tokens_details: optional<map<string, integer>>
+      prompt_tokens_details: optional<map<string, optional<integer>>>
+      completion_tokens_details: optional<map<string, optional<integer>>>
+
+  OpenAIResponseUsageSchema:
+    docs: OpenAI Usage schema from Response API
+    properties:
+      input_tokens: integer
+      output_tokens: integer
+      total_tokens: integer
+      input_tokens_details: optional<map<string, optional<integer>>>
+      output_tokens_details: optional<map<string, optional<integer>>>
 
   UsageDetails:
     discriminated: false
     union:
       - map<string, integer>
-      - OpenAIUsageSchema
+      - OpenAICompletionUsageSchema
+      - OpenAIResponseUsageSchema

fern/apis/server/definition/metrics.yml

@@ -29,6 +29,10 @@ service:
             type: optional<string>
             allow-multiple: true
             docs: Optional filter for metrics where traces include all of these tags
+          environment:
+            type: optional<string>
+            allow-multiple: true
+            docs: Optional filter for metrics where events include any of these environments
           fromTimestamp:
             type: optional<datetime>
             docs: Optional filter to only include traces and observations on or after a certain datetime (ISO 8601)

fern/apis/server/definition/observations.yml

@@ -33,6 +33,10 @@ service:
           type: optional<string>
           traceId: optional<string>
           parentObservationId: optional<string>
+          environment:
+            type: optional<string>
+            allow-multiple: true
+            docs: Optional filter for observations where the environment is one of the provided values.
           fromStartTime:
             type: optional<datetime>
             docs: Retrieve only observations with a start_time or or after this datetime (ISO 8601).

fern/apis/server/definition/prompts.yml

@@ -128,6 +128,9 @@ types:
       commitMessage:
         type: optional<string>
         docs: Commit message for this prompt version.
+      resolutionGraph:
+        type: optional<map<string, unknown>>
+        docs: The dependency resolution graph for the current prompt. Null if prompt has no dependencies.
 
   ChatMessage:
     properties:

fern/apis/server/definition/score.yml

@@ -37,6 +37,10 @@ service:
           toTimestamp:
             type: optional<datetime>
             docs: Optional filter to only include scores created before a certain datetime (ISO 8601)
+          environment:
+            type: optional<string>
+            allow-multiple: true
+            docs: Optional filter for scores where the environment is one of the provided values.
           source:
             type: optional<commons.ScoreSource>
             docs: Retrieve only scores from a specific source.
@@ -91,6 +95,9 @@ types:
         docs: The value of the score. Must be passed as string for categorical scores, and numeric for boolean and numeric scores. Boolean score values must equal either 1 or 0 (true or false)
       observationId: optional<string>
       comment: optional<string>
+      environment:
+        type: optional<string>
+        docs: The environment of the score. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
       dataType:
         type: optional<commons.ScoreDataType>
         docs: The data type of the score. When passing a configId this field is inferred. Otherwise, this field must be passed or will default to numeric.
@@ -113,10 +120,12 @@ types:
           dataType: "NUMERIC"
           configId: "9203-4567-89ab-cdef"
           traceId: "cdef-1234-5678-90ab"
+          environment: "test"
       - value:
           name: "toxicity"
           value: "not toxic"
           traceId: "cdef-1234-5678-90ab"
+          environment: "production"
       - value:
           name: "correctness"
           value: "partially correct"
@@ -147,6 +156,9 @@ types:
       tags:
         type: optional<list<string>>
         docs: A list of tags associated with the trace referenced by score
+      environment:
+        type: optional<string>
+        docs: The environment of the trace referenced by score
 
   GetScoresResponseDataNumeric:
     extends: commons.NumericScore

fern/apis/server/definition/sessions.yml

@@ -25,6 +25,10 @@ service:
           toTimestamp:
             type: optional<datetime>
             docs: Optional filter to only include sessions created before a certain datetime (ISO 8601)
+          environment:
+            type: optional<string>
+            allow-multiple: true
+            docs: Optional filter for sessions where the environment is one of the provided values.
       response: PaginatedSessions
     get:
       docs: Get a session. Please note that `traces` on this endpoint are not paginated, if you plan to fetch large sessions, consider `GET /api/public/traces?sessionId=<sessionId>`

fern/apis/server/definition/trace.yml

@@ -15,6 +15,15 @@ service:
           type: string
           docs: The unique langfuse identifier of a trace
       response: commons.TraceWithFullDetails
+    delete:
+      docs: Delete a specific trace
+      method: DELETE
+      path: /traces/{traceId}
+      path-parameters:
+        traceId:
+          type: string
+          docs: The unique langfuse identifier of the trace to delete
+      response: DeleteTraceResponse
     list:
       docs: Get list of traces
       method: GET
@@ -50,13 +59,32 @@ service:
           release:
             type: optional<string>
             docs: Optional filter to only include traces with a certain release.
+          environment:
+            type: optional<string>
+            allow-multiple: true
+            docs: Optional filter for traces where the environment is one of the provided values.
       response: Traces
+    deleteMultiple:
+      docs: Delete multiple traces
+      method: DELETE
+      path: /traces
+      request:
+        name: DeleteTracesRequest
+        body:
+          properties:
+            traceIds:
+              type: list<string>
+              docs: List of trace IDs to delete
+      response: DeleteTraceResponse
 
 types:
   Traces:
     properties:
       data: list<commons.TraceWithDetails>
       meta: pagination.MetaResponse
+  DeleteTraceResponse:
+    properties:
+      message: string
   Sort:
     properties:
       id: string

fern/apis/server/generators.yml

@@ -19,6 +19,13 @@ groups:
           pydantic_config:
             require_optional_fields: false
             use_str_enums: false
+#      - name: fernapi/fern-java-sdk
+#        version: 2.20.1
+#        output:
+#          location: local-file-system
+#          path: ../../../../langfuse-java/src/main/java/com/langfuse/client/
+#        config:
+#          client-class-name: LangfuseClient
       - name: fernapi/fern-postman
         version: 0.0.45
         output:

fern/fern.config.json

@@ -1,5 +1,4 @@
 {
   "organization": "langfuse",
-  "version": "0.43.7"
+  "version": "0.56.0"
 }
-

package.json

@@ -1,6 +1,6 @@
 {
   "name": "langfuse",
-  "version": "3.24.0",
+  "version": "3.45.2",
   "author": "engineering@langfuse.com",
   "license": "MIT",
   "private": true,
@@ -29,12 +29,12 @@
     "prepare": "husky"
   },
   "devDependencies": {
-    "@release-it/bumper": "^6.0.1",
+    "@release-it/bumper": "^7.0.1",
     "braces": "3.0.3",
     "dotenv-cli": "^7.4.2",
     "husky": "^9.0.11",
     "prettier": "^3.3.3",
-    "release-it": "^17.3.0",
+    "release-it": "^18.1.2",
     "turbo": "^1.13.4"
   },
   "release-it": {
@@ -83,7 +83,6 @@
   "packageManager": "pnpm@9.5.0",
   "pnpm": {
     "overrides": {
-      "jsonpath-plus": "10.0.7",
       "nanoid": "^3.3.8",
       "katex": "^0.16.21"
     },

packages/shared/clickhouse/migrations/clustered/0007_add_event_log.down.sql

@@ -0,0 +1 @@
+DROP TABLE event_log ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0007_add_event_log.up.sql

@@ -0,0 +1,19 @@
+CREATE TABLE event_log ON CLUSTER default
+(
+    `id`          String,
+    `project_id`  String,
+    `entity_type` String,
+    `entity_id`   String,
+    `event_id`    Nullable(String),
+
+    `bucket_name` String,
+    `bucket_path` String,
+
+    `created_at`  DateTime64(3) DEFAULT now(),
+    `updated_at`  DateTime64(3) DEFAULT now()
+) ENGINE = MergeTree()
+      ORDER BY (
+                project_id,
+                entity_type,
+                entity_id
+          );

packages/shared/clickhouse/migrations/clustered/0008_add_environments_column.down.sql

@@ -0,0 +1,3 @@
+ALTER TABLE traces ON CLUSTER default DROP COLUMN IF EXISTS environment;
+ALTER TABLE observations ON CLUSTER default DROP COLUMN IF EXISTS environment;
+ALTER TABLE scores ON CLUSTER default DROP COLUMN IF EXISTS environment;

packages/shared/clickhouse/migrations/clustered/0008_add_environments_column.up.sql

@@ -0,0 +1,3 @@
+ALTER TABLE traces ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
+ALTER TABLE observations ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
+ALTER TABLE scores ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;

packages/shared/clickhouse/migrations/clustered/0009_add_project_environments.down.sql

@@ -0,0 +1,7 @@
+-- Drop materialized views
+DROP VIEW IF EXISTS project_environments_traces_mv ON CLUSTER default;
+DROP VIEW IF EXISTS project_environments_observations_mv ON CLUSTER default;
+DROP VIEW IF EXISTS project_environments_scores_mv ON CLUSTER default;
+
+-- Drop the project_environments table
+DROP TABLE IF EXISTS project_environments ON CLUSTER default;

packages/shared/clickhouse/migrations/clustered/0009_add_project_environments.up.sql

@@ -0,0 +1,30 @@
+-- Create the project_environments table with AggregatingMergeTree engine
+CREATE TABLE project_environments ON CLUSTER default (
+    `project_id` String,
+    `environments` SimpleAggregateFunction(groupUniqArrayArray, Array(String))
+) ENGINE = ReplicatedAggregatingMergeTree
+ORDER BY (project_id);
+
+-- Create materialized view for traces
+CREATE MATERIALIZED VIEW project_environments_traces_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM traces
+GROUP BY project_id;
+
+-- Create materialized view for observations
+CREATE MATERIALIZED VIEW project_environments_observations_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM observations
+GROUP BY project_id;
+
+-- Create materialized view for scores
+CREATE MATERIALIZED VIEW project_environments_scores_mv ON CLUSTER default TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM scores
+GROUP BY project_id;

packages/shared/clickhouse/migrations/unclustered/0007_add_event_log.down.sql

@@ -0,0 +1 @@
+DROP TABLE event_log;

packages/shared/clickhouse/migrations/unclustered/0007_add_event_log.up.sql

@@ -0,0 +1,19 @@
+CREATE TABLE event_log
+(
+    `id`          String,
+    `project_id`  String,
+    `entity_type` String,
+    `entity_id`   String,
+    `event_id`    Nullable(String),
+
+    `bucket_name` String,
+    `bucket_path` String,
+
+    `created_at`  DateTime64(3) DEFAULT now(),
+    `updated_at`  DateTime64(3) DEFAULT now()
+) ENGINE = MergeTree()
+      ORDER BY (
+                project_id,
+                entity_type,
+                entity_id
+          );

packages/shared/clickhouse/migrations/unclustered/0008_add_environments_column.down.sql

@@ -0,0 +1,3 @@
+ALTER TABLE traces DROP COLUMN IF EXISTS environment;
+ALTER TABLE observations DROP COLUMN IF EXISTS environment;
+ALTER TABLE scores DROP COLUMN IF EXISTS environment;

packages/shared/clickhouse/migrations/unclustered/0008_add_environments_column.up.sql

@@ -0,0 +1,3 @@
+ALTER TABLE traces ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
+ALTER TABLE observations ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
+ALTER TABLE scores ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;

packages/shared/clickhouse/migrations/unclustered/0009_add_project_environments.down.sql

@@ -0,0 +1,7 @@
+-- Drop materialized views
+DROP VIEW IF EXISTS project_environments_traces_mv;
+DROP VIEW IF EXISTS project_environments_observations_mv;
+DROP VIEW IF EXISTS project_environments_scores_mv;
+
+-- Drop the project_environments table
+DROP TABLE IF EXISTS project_environments;

packages/shared/clickhouse/migrations/unclustered/0009_add_project_environments.up.sql

@@ -0,0 +1,30 @@
+-- Create the project_environments table with AggregatingMergeTree engine
+CREATE TABLE project_environments (
+    `project_id` String,
+    `environments` SimpleAggregateFunction(groupUniqArrayArray, Array(String))
+) ENGINE = AggregatingMergeTree
+ORDER BY (project_id);
+
+-- Create materialized view for traces
+CREATE MATERIALIZED VIEW project_environments_traces_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM traces
+GROUP BY project_id;
+
+-- Create materialized view for observations
+CREATE MATERIALIZED VIEW project_environments_observations_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM observations
+GROUP BY project_id;
+
+-- Create materialized view for scores
+CREATE MATERIALIZED VIEW project_environments_scores_mv TO project_environments AS
+SELECT
+    project_id,
+    groupUniqArray(environment) AS environments
+FROM scores
+GROUP BY project_id;

packages/shared/clickhouse/scripts/seed.ts

@@ -1,9 +1,5 @@
-import {
-  clickhouseClient,
-  ObservationRecordReadType,
-} from "@langfuse/shared/src/server";
 import { prisma } from "../../src/db";
-import { redis } from "@langfuse/shared/src/server";
+import { ObservationRecordReadType, redis } from "../../src/server";
 import { prepareClickhouse } from "../../scripts/prepareClickhouse";
 import { createDatasets } from "../../prisma/seed";
 import { queryClickhouse } from "../../src/server/repositories/clickhouse";
@@ -65,7 +61,6 @@ async function main() {
   } catch (error) {
     console.error("Error during Clickhouse preparation:", error);
   } finally {
-    await clickhouseClient().close();
     await prisma.$disconnect();
     redis?.disconnect();
     console.log("Disconnected from Clickhouse.");

packages/shared/package.json

@@ -33,7 +33,7 @@
   "scripts": {
     "build": "tsc",
     "dev": "tsc --watch",
-    "lint": "eslint . --ext .js,.jsx,.ts,.tsx --max-warnings 110",
+    "lint": "eslint . --ext .js,.jsx,.ts,.tsx --max-warnings 64",
     "lint:fix": "eslint . --ext .js,.jsx,.ts,.tsx --fix",
     "db:migrate": "DISABLE_ERD=false dotenv -e ../../.env -- npx prisma migrate dev",
     "db:push": "DISABLE_ERD=false dotenv -e ../../.env -- npx prisma db push",
@@ -47,7 +47,7 @@
     "ch:down": "bash clickhouse/scripts/down.sh",
     "ch:drop": "bash clickhouse/scripts/drop.sh",
     "ch:reset": "pnpm run ch:down && pnpm run ch:up && pnpm run ch:seed",
-    "ch:seed": "dotenv -e ../../.env -- tsx clickhouse/scripts/seed.ts",
+    "ch:seed": "dotenv -e ../../.env -- ts-node -r tsconfig-paths/register -r dotenv/config --compiler-options '{\"module\":\"CommonJS\"}' clickhouse/scripts/seed.ts",
     "load:setup": "dotenv -e ../../.env -- tsx scripts/load-seed.ts"
   },
   "prisma": {
@@ -64,6 +64,7 @@
     "@langchain/anthropic": "^0.3.12",
     "@langchain/aws": "^0.1.3",
     "@langchain/core": "^0.3.37",
+    "@langchain/google-genai": "^0.1.9",
     "@langchain/google-vertexai": "^0.1.8",
     "@langchain/openai": "^0.3.17",
     "@opentelemetry/api": ">=1.0.0 <1.10.0",
@@ -71,10 +72,10 @@
     "@react-email/components": "^0.0.19",
     "@react-email/render": "^0.0.15",
     "@types/bcryptjs": "^2.4.6",
-    "axios": "^1.7.7",
+    "axios": "^1.8.2",
     "bcryptjs": "^2.4.3",
     "bullmq": "^5.34.10",
-    "dd-trace": "^5.23.1",
+    "dd-trace": "^5.36.0",
     "decimal.js": "^10.4.3",
     "exponential-backoff": "^3.1.1",
     "https-proxy-agent": "^7.0.6",
@@ -83,6 +84,7 @@
     "langchain": "^0.3.15",
     "langfuse-langchain": "3.30.3",
     "lodash": "^4.17.21",
+    "lossless-json": "^4.0.2",
     "next-auth": "^4.24.11",
     "nodemailer": "^6.9.15",
     "prisma-extension-kysely": "^2.1.0",
@@ -122,7 +124,6 @@
   },
   "pnpm": {
     "overrides": {
-      "jsonpath-plus": "10.0.7",
       "nanoid": "^3.3.8"
     }
   }

packages/shared/prisma/generated/types.ts

@@ -12,25 +12,25 @@ export const Role = {
     NONE: "NONE"
 } as const;
 export type Role = (typeof Role)[keyof typeof Role];
-export const ObservationType = {
+export const LegacyPrismaObservationType = {
     SPAN: "SPAN",
     EVENT: "EVENT",
     GENERATION: "GENERATION"
 } as const;
-export type ObservationType = (typeof ObservationType)[keyof typeof ObservationType];
-export const ObservationLevel = {
+export type LegacyPrismaObservationType = (typeof LegacyPrismaObservationType)[keyof typeof LegacyPrismaObservationType];
+export const LegacyPrismaObservationLevel = {
     DEBUG: "DEBUG",
     DEFAULT: "DEFAULT",
     WARNING: "WARNING",
     ERROR: "ERROR"
 } as const;
-export type ObservationLevel = (typeof ObservationLevel)[keyof typeof ObservationLevel];
-export const ScoreSource = {
+export type LegacyPrismaObservationLevel = (typeof LegacyPrismaObservationLevel)[keyof typeof LegacyPrismaObservationLevel];
+export const LegacyPrismaScoreSource = {
     ANNOTATION: "ANNOTATION",
     API: "API",
     EVAL: "EVAL"
 } as const;
-export type ScoreSource = (typeof ScoreSource)[keyof typeof ScoreSource];
+export type LegacyPrismaScoreSource = (typeof LegacyPrismaScoreSource)[keyof typeof LegacyPrismaScoreSource];
 export const ScoreDataType = {
     CATEGORICAL: "CATEGORICAL",
     NUMERIC: "NUMERIC",
@@ -59,6 +59,11 @@ export const CommentObjectType = {
     PROMPT: "PROMPT"
 } as const;
 export type CommentObjectType = (typeof CommentObjectType)[keyof typeof CommentObjectType];
+export const AuditLogRecordType = {
+    USER: "USER",
+    API_KEY: "API_KEY"
+} as const;
+export type AuditLogRecordType = (typeof AuditLogRecordType)[keyof typeof AuditLogRecordType];
 export const JobType = {
     EVAL: "EVAL"
 } as const;
@@ -75,6 +80,12 @@ export const JobExecutionStatus = {
     CANCELLED: "CANCELLED"
 } as const;
 export type JobExecutionStatus = (typeof JobExecutionStatus)[keyof typeof JobExecutionStatus];
+export const BlobStorageIntegrationType = {
+    S3: "S3",
+    S3_COMPATIBLE: "S3_COMPATIBLE",
+    AZURE_BLOB_STORAGE: "AZURE_BLOB_STORAGE"
+} as const;
+export type BlobStorageIntegrationType = (typeof BlobStorageIntegrationType)[keyof typeof BlobStorageIntegrationType];
 export type Account = {
     id: string;
     user_id: string;
@@ -132,9 +143,11 @@ export type AuditLog = {
     id: string;
     created_at: Generated<Timestamp>;
     updated_at: Generated<Timestamp>;
-    user_id: string;
+    type: Generated<AuditLogRecordType>;
+    api_key_id: string | null;
+    user_id: string | null;
     org_id: string;
-    user_org_role: string;
+    user_org_role: string | null;
     project_id: string | null;
     user_project_role: string | null;
     resource_type: string;
@@ -181,6 +194,23 @@ export type BillingMeterBackup = {
     created_at: Generated<Timestamp>;
     updated_at: Generated<Timestamp>;
 };
+export type BlobStorageIntegration = {
+    project_id: string;
+    type: BlobStorageIntegrationType;
+    bucket_name: string;
+    prefix: string;
+    access_key_id: string;
+    secret_access_key: string;
+    region: string;
+    endpoint: string | null;
+    force_path_style: boolean;
+    next_sync_at: Timestamp | null;
+    last_sync_at: Timestamp | null;
+    enabled: boolean;
+    export_frequency: string;
+    created_at: Generated<Timestamp>;
+    updated_at: Generated<Timestamp>;
+};
 export type Comment = {
     id: string;
     project_id: string;
@@ -253,16 +283,6 @@ export type EvalTemplate = {
     vars: Generated<string[]>;
     output_schema: unknown;
 };
-export type Events = {
-    id: string;
-    created_at: Generated<Timestamp>;
-    updated_at: Generated<Timestamp>;
-    project_id: string;
-    data: unknown;
-    headers: Generated<unknown>;
-    url: string | null;
-    method: string | null;
-};
 export type JobConfiguration = {
     id: string;
     created_at: Generated<Timestamp>;
@@ -277,6 +297,7 @@ export type JobConfiguration = {
     variable_mapping: unknown;
     sampling: string;
     delay: number;
+    time_scope: Generated<string[]>;
 };
 export type JobExecution = {
     id: string;
@@ -293,6 +314,77 @@ export type JobExecution = {
     job_input_dataset_item_id: string | null;
     job_output_score_id: string | null;
 };
+export type LegacyPrismaObservation = {
+    id: string;
+    trace_id: string | null;
+    project_id: string;
+    type: LegacyPrismaObservationType;
+    start_time: Generated<Timestamp>;
+    end_time: Timestamp | null;
+    name: string | null;
+    metadata: unknown | null;
+    parent_observation_id: string | null;
+    level: Generated<LegacyPrismaObservationLevel>;
+    status_message: string | null;
+    version: string | null;
+    created_at: Generated<Timestamp>;
+    updated_at: Generated<Timestamp>;
+    model: string | null;
+    internal_model: string | null;
+    internal_model_id: string | null;
+    modelParameters: unknown | null;
+    input: unknown | null;
+    output: unknown | null;
+    prompt_tokens: Generated<number>;
+    completion_tokens: Generated<number>;
+    total_tokens: Generated<number>;
+    unit: string | null;
+    input_cost: string | null;
+    output_cost: string | null;
+    total_cost: string | null;
+    calculated_input_cost: string | null;
+    calculated_output_cost: string | null;
+    calculated_total_cost: string | null;
+    completion_start_time: Timestamp | null;
+    prompt_id: string | null;
+};
+export type LegacyPrismaScore = {
+    id: string;
+    timestamp: Generated<Timestamp>;
+    project_id: string;
+    name: string;
+    value: number | null;
+    source: LegacyPrismaScoreSource;
+    author_user_id: string | null;
+    comment: string | null;
+    trace_id: string;
+    observation_id: string | null;
+    config_id: string | null;
+    string_value: string | null;
+    queue_id: string | null;
+    created_at: Generated<Timestamp>;
+    updated_at: Generated<Timestamp>;
+    data_type: Generated<ScoreDataType>;
+};
+export type LegacyPrismaTrace = {
+    id: string;
+    external_id: string | null;
+    timestamp: Generated<Timestamp>;
+    name: string | null;
+    user_id: string | null;
+    metadata: unknown | null;
+    release: string | null;
+    version: string | null;
+    project_id: string;
+    public: Generated<boolean>;
+    bookmarked: Generated<boolean>;
+    tags: Generated<string[]>;
+    input: unknown | null;
+    output: unknown | null;
+    session_id: string | null;
+    created_at: Generated<Timestamp>;
+    updated_at: Generated<Timestamp>;
+};
 export type LlmApiKeys = {
     id: string;
     created_at: Generated<Timestamp>;
@@ -349,40 +441,6 @@ export type Model = {
     tokenizer_id: string | null;
     tokenizer_config: unknown | null;
 };
-export type Observation = {
-    id: string;
-    trace_id: string | null;
-    project_id: string;
-    type: ObservationType;
-    start_time: Generated<Timestamp>;
-    end_time: Timestamp | null;
-    name: string | null;
-    metadata: unknown | null;
-    parent_observation_id: string | null;
-    level: Generated<ObservationLevel>;
-    status_message: string | null;
-    version: string | null;
-    created_at: Generated<Timestamp>;
-    updated_at: Generated<Timestamp>;
-    model: string | null;
-    internal_model: string | null;
-    internal_model_id: string | null;
-    modelParameters: unknown | null;
-    input: unknown | null;
-    output: unknown | null;
-    prompt_tokens: Generated<number>;
-    completion_tokens: Generated<number>;
-    total_tokens: Generated<number>;
-    unit: string | null;
-    input_cost: string | null;
-    output_cost: string | null;
-    total_cost: string | null;
-    calculated_input_cost: string | null;
-    calculated_output_cost: string | null;
-    calculated_total_cost: string | null;
-    completion_start_time: Timestamp | null;
-    prompt_id: string | null;
-};
 export type ObservationMedia = {
     id: string;
     project_id: string;
@@ -393,43 +451,6 @@ export type ObservationMedia = {
     observation_id: string;
     field: string;
 };
-export type ObservationView = {
-    id: string;
-    trace_id: string | null;
-    project_id: string;
-    type: ObservationType;
-    start_time: Timestamp;
-    end_time: Timestamp | null;
-    name: string | null;
-    metadata: unknown | null;
-    parent_observation_id: string | null;
-    level: Generated<ObservationLevel>;
-    status_message: string | null;
-    version: string | null;
-    created_at: Timestamp;
-    updated_at: Timestamp;
-    model: string | null;
-    modelParameters: unknown | null;
-    input: unknown | null;
-    output: unknown | null;
-    prompt_tokens: Generated<number>;
-    completion_tokens: Generated<number>;
-    total_tokens: Generated<number>;
-    unit: string | null;
-    completion_start_time: Timestamp | null;
-    prompt_id: string | null;
-    prompt_name: string | null;
-    prompt_version: number | null;
-    model_id: string | null;
-    input_price: string | null;
-    output_price: string | null;
-    total_price: string | null;
-    calculated_input_cost: string | null;
-    calculated_output_cost: string | null;
-    calculated_total_cost: string | null;
-    latency: number | null;
-    time_to_first_token: number | null;
-};
 export type Organization = {
     id: string;
     name: string;
@@ -494,30 +515,15 @@ export type Prompt = {
     labels: Generated<string[]>;
     commit_message: string | null;
 };
-export type QueueBackUp = {
+export type PromptDependency = {
     id: string;
-    project_id: string | null;
-    queue_name: string;
-    content: unknown;
-    created_at: Generated<Timestamp>;
-};
-export type Score = {
-    id: string;
-    timestamp: Generated<Timestamp>;
-    project_id: string;
-    name: string;
-    value: number | null;
-    source: ScoreSource;
-    author_user_id: string | null;
-    comment: string | null;
-    trace_id: string;
-    observation_id: string | null;
-    config_id: string | null;
-    string_value: string | null;
-    queue_id: string | null;
     created_at: Generated<Timestamp>;
     updated_at: Generated<Timestamp>;
-    data_type: Generated<ScoreDataType>;
+    project_id: string;
+    parent_id: string;
+    child_name: string;
+    child_label: string | null;
+    child_version: number | null;
 };
 export type ScoreConfig = {
     id: string;
@@ -545,25 +551,6 @@ export type SsoConfig = {
     auth_provider: string;
     auth_config: unknown | null;
 };
-export type Trace = {
-    id: string;
-    external_id: string | null;
-    timestamp: Generated<Timestamp>;
-    name: string | null;
-    user_id: string | null;
-    metadata: unknown | null;
-    release: string | null;
-    version: string | null;
-    project_id: string;
-    public: Generated<boolean>;
-    bookmarked: Generated<boolean>;
-    tags: Generated<string[]>;
-    input: unknown | null;
-    output: unknown | null;
-    session_id: string | null;
-    created_at: Generated<Timestamp>;
-    updated_at: Generated<Timestamp>;
-};
 export type TraceMedia = {
     id: string;
     project_id: string;
@@ -580,26 +567,7 @@ export type TraceSession = {
     project_id: string;
     bookmarked: Generated<boolean>;
     public: Generated<boolean>;
-};
-export type TraceView = {
-    id: string;
-    external_id: string | null;
-    timestamp: Generated<Timestamp>;
-    name: string | null;
-    user_id: string | null;
-    metadata: unknown | null;
-    release: string | null;
-    version: string | null;
-    project_id: string;
-    public: Generated<boolean>;
-    bookmarked: Generated<boolean>;
-    tags: Generated<string[]>;
-    input: unknown | null;
-    output: unknown | null;
-    session_id: string | null;
-    created_at: Timestamp;
-    updated_at: Timestamp;
-    duration: number | null;
+    environment: Generated<string>;
 };
 export type User = {
     id: string;
@@ -627,6 +595,7 @@ export type DB = {
     background_migrations: BackgroundMigration;
     batch_exports: BatchExport;
     billing_meter_backups: BillingMeterBackup;
+    blob_storage_integrations: BlobStorageIntegration;
     comments: Comment;
     cron_jobs: CronJobs;
     dataset_items: DatasetItem;
@@ -634,7 +603,6 @@ export type DB = {
     dataset_runs: DatasetRuns;
     datasets: Dataset;
     eval_templates: EvalTemplate;
-    events: Events;
     job_configurations: JobConfiguration;
     job_executions: JobExecution;
     llm_api_keys: LlmApiKeys;
@@ -642,24 +610,22 @@ export type DB = {
     membership_invitations: MembershipInvitation;
     models: Model;
     observation_media: ObservationMedia;
-    observations: Observation;
-    observations_view: ObservationView;
+    observations: LegacyPrismaObservation;
     organization_memberships: OrganizationMembership;
     organizations: Organization;
     posthog_integrations: PosthogIntegration;
     prices: Price;
     project_memberships: ProjectMembership;
     projects: Project;
+    prompt_dependencies: PromptDependency;
     prompts: Prompt;
-    queue_backups: QueueBackUp;
     score_configs: ScoreConfig;
-    scores: Score;
+    scores: LegacyPrismaScore;
     Session: Session;
     sso_configs: SsoConfig;
     trace_media: TraceMedia;
     trace_sessions: TraceSession;
-    traces: Trace;
-    traces_view: TraceView;
+    traces: LegacyPrismaTrace;
     users: User;
     verification_tokens: VerificationToken;
 };

packages/shared/prisma/migrations/20250204180200_add_event_log_table/migration.sql

@@ -0,0 +1,20 @@
+-- CreateTable
+CREATE TABLE "event_log" (
+    "id" TEXT NOT NULL,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "bucket_name" TEXT NOT NULL,
+    "bucket_path" TEXT NOT NULL,
+    "project_id" TEXT NOT NULL,
+    "entity_type" TEXT NOT NULL,
+    "entity_id" TEXT NOT NULL,
+    "event_id" TEXT NOT NULL,
+
+    "trace_id" TEXT,
+
+    CONSTRAINT "event_log_pkey" PRIMARY KEY ("id"),
+    CONSTRAINT "event_log_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE
+);
+
+-- CreateIndex
+CREATE INDEX "event_log_project_id_entity_type_entity_id_idx" ON "event_log"("project_id", "entity_type", "entity_id");

packages/shared/prisma/migrations/20250211102600_drop_event_log_table/migration.sql

@@ -0,0 +1,2 @@
+-- DropTable
+DROP TABLE event_log;

packages/shared/prisma/migrations/20250211123300_drop_events_table/migration.sql

@@ -0,0 +1,2 @@
+-- DropTable
+DROP TABLE events;

packages/shared/prisma/migrations/20250214173309_add_timescope_to_configs/migration.sql

@@ -0,0 +1,2 @@
+-- AlterTable
+ALTER TABLE "job_configurations" ADD COLUMN     "time_scope" TEXT[] DEFAULT ARRAY['NEW']::TEXT[];

packages/shared/prisma/migrations/20250220141500_add_environment_to_trace_sessions/migration.sql

@@ -0,0 +1,3 @@
+-- AlterTable
+ALTER TABLE "trace_sessions"
+ADD COLUMN "environment" TEXT NOT NULL DEFAULT 'default';

packages/shared/prisma/migrations/20250221143400_drop_trace_view_observation_view/migration.sql

@@ -0,0 +1,2 @@
+DROP VIEW IF EXISTS "observations_view";
+DROP VIEW IF EXISTS "traces_view";

packages/shared/prisma/migrations/20250303144044_add_prompt_dependencies_table/migration.sql

@@ -0,0 +1,18 @@
+CREATE TABLE "prompt_dependencies" (
+    "id" TEXT NOT NULL,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "project_id" TEXT NOT NULL,
+    "parent_id" TEXT NOT NULL,
+    "child_name" TEXT NOT NULL,
+    "child_label" TEXT,
+    "child_version" INTEGER,
+
+    CONSTRAINT "prompt_dependencies_pkey" PRIMARY KEY ("id")
+);
+
+ALTER TABLE "prompt_dependencies" ADD CONSTRAINT "prompt_dependencies_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+ALTER TABLE "prompt_dependencies" ADD CONSTRAINT "prompt_dependencies_parent_id_fkey" FOREIGN KEY ("parent_id") REFERENCES "prompts"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+
+CREATE INDEX "prompt_dependencies_project_id_parent_id" ON "prompt_dependencies"("project_id", "parent_id");
+CREATE INDEX "prompt_dependencies_project_id_child_name" ON "prompt_dependencies"("project_id", "child_name");

packages/shared/prisma/migrations/20250310100328_add_api_key_to_audit_log/migration.sql

@@ -0,0 +1,11 @@
+-- CreateEnum
+CREATE TYPE "AuditLogRecordType" AS ENUM ('USER', 'API_KEY');
+
+-- AlterTable
+ALTER TABLE "audit_logs" ADD COLUMN     "api_key_id" TEXT,
+ADD COLUMN     "type" "AuditLogRecordType" NOT NULL DEFAULT 'USER',
+ALTER COLUMN "user_id" DROP NOT NULL,
+ALTER COLUMN "user_org_role" DROP NOT NULL;
+
+-- CreateIndex
+CREATE INDEX "audit_logs_api_key_id_idx" ON "audit_logs"("api_key_id");

packages/shared/prisma/migrations/20250321102240_drop_queue_backup_table/migration.sql

@@ -0,0 +1,2 @@
+-- DropTable
+DROP TABLE "queue_backups";

packages/shared/prisma/migrations/20250324110557_add_blobstorage_integration_table/migration.sql

@@ -0,0 +1,26 @@
+-- CreateEnum
+CREATE TYPE "BlobStorageIntegrationType" AS ENUM ('S3', 'S3_COMPATIBLE', 'AZURE_BLOB_STORAGE');
+
+-- CreateTable
+CREATE TABLE "blob_storage_integrations" (
+    "project_id" TEXT NOT NULL,
+    "type" "BlobStorageIntegrationType" NOT NULL,
+    "bucket_name" TEXT NOT NULL,
+    "prefix" TEXT NOT NULL,
+    "access_key_id" TEXT NOT NULL,
+    "secret_access_key" TEXT NOT NULL,
+    "region" TEXT NOT NULL,
+    "endpoint" TEXT,
+    "force_path_style" BOOLEAN NOT NULL,
+    "next_sync_at" TIMESTAMP(3),
+    "last_sync_at" TIMESTAMP(3),
+    "enabled" BOOLEAN NOT NULL,
+    "export_frequency" TEXT NOT NULL,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "blob_storage_integrations_pkey" PRIMARY KEY ("project_id")
+);
+
+-- AddForeignKey
+ALTER TABLE "blob_storage_integrations" ADD CONSTRAINT "blob_storage_integrations_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;

packages/shared/prisma/migrations/migration_lock.toml

@@ -1,3 +1,3 @@
 # Please do not edit this file manually
-# It should be added in your version-control system (i.e. Git)
+# It should be added in your version-control system (e.g., Git)
 provider = "postgresql"

packages/shared/prisma/schema.prisma

@@ -3,7 +3,7 @@
 
 generator client {
   provider        = "prisma-client-js"
-  previewFeatures = ["tracing", "views", "relationJoins", "metrics"]
+  previewFeatures = ["views", "relationJoins", "metrics"]
 }
 
 datasource db {
@@ -109,38 +109,39 @@ model Organization {
 }
 
 model Project {
-  id                  String                 @id @default(cuid())
-  orgId               String                 @map("org_id")
-  createdAt           DateTime               @default(now()) @map("created_at")
-  updatedAt           DateTime               @default(now()) @updatedAt @map("updated_at")
-  deletedAt           DateTime?              @map("deleted_at")
-  name                String
-  retentionDays       Int?                   @map("retention_days")
-  projectMembers      ProjectMembership[]
-  organization        Organization           @relation(fields: [orgId], references: [id], onUpdate: Cascade, onDelete: Cascade)
-  traces              Trace[]
-  observations        Observation[]
-  apiKeys             ApiKey[]
-  dataset             Dataset[]
-  RawEvents           Events[]
-  invitations         MembershipInvitation[]
-  sessions            TraceSession[]
-  Prompt              Prompt[]
-  Model               Model[]
-  EvalTemplate        EvalTemplate[]
-  JobConfiguration    JobConfiguration[]
-  JobExecution        JobExecution[]
-  LlmApiKeys          LlmApiKeys[]
-  PosthogIntegration  PosthogIntegration[]
-  Score               Score[]
-  scoreConfig         ScoreConfig[]
-  BatchExport         BatchExport[]
-  comment             Comment[]
-  annotationQueue     AnnotationQueue[]
-  annotationQueueItem AnnotationQueueItem[]
-  TraceMedia          TraceMedia[]
-  Media               Media[]
-  ObservationMedia    ObservationMedia[]
+  id                     String                    @id @default(cuid())
+  orgId                  String                    @map("org_id")
+  createdAt              DateTime                  @default(now()) @map("created_at")
+  updatedAt              DateTime                  @default(now()) @updatedAt @map("updated_at")
+  deletedAt              DateTime?                 @map("deleted_at")
+  name                   String
+  retentionDays          Int?                      @map("retention_days")
+  projectMembers         ProjectMembership[]
+  organization           Organization              @relation(fields: [orgId], references: [id], onUpdate: Cascade, onDelete: Cascade)
+  apiKeys                ApiKey[]
+  dataset                Dataset[]
+  invitations            MembershipInvitation[]
+  sessions               TraceSession[]
+  Prompt                 Prompt[]
+  Model                  Model[]
+  EvalTemplate           EvalTemplate[]
+  JobConfiguration       JobConfiguration[]
+  JobExecution           JobExecution[]
+  LlmApiKeys             LlmApiKeys[]
+  PosthogIntegration     PosthogIntegration[]
+  BlobStorageIntegration BlobStorageIntegration[]
+  scoreConfig            ScoreConfig[]
+  BatchExport            BatchExport[]
+  comment                Comment[]
+  annotationQueue        AnnotationQueue[]
+  annotationQueueItem    AnnotationQueueItem[]
+  TraceMedia             TraceMedia[]
+  Media                  Media[]
+  ObservationMedia       ObservationMedia[]
+  LegacyTrace            LegacyPrismaTrace[]
+  LegacyObservation      LegacyPrismaObservation[]
+  LegacyScore            LegacyPrismaScore[]
+  PromptDependency       PromptDependency[]
 
   @@index([orgId])
   @@map("projects")
@@ -268,13 +269,14 @@ enum Role {
 }
 
 model TraceSession {
-  id         String   @default(cuid())
-  createdAt  DateTime @default(now()) @map("created_at")
-  updatedAt  DateTime @default(now()) @updatedAt @map("updated_at")
-  projectId  String   @map("project_id")
-  project    Project  @relation(fields: [projectId], references: [id], onDelete: Cascade)
-  bookmarked Boolean  @default(false)
-  public     Boolean  @default(false)
+  id          String   @default(cuid())
+  createdAt   DateTime @default(now()) @map("created_at")
+  updatedAt   DateTime @default(now()) @updatedAt @map("updated_at")
+  projectId   String   @map("project_id")
+  project     Project  @relation(fields: [projectId], references: [id], onDelete: Cascade)
+  bookmarked  Boolean  @default(false)
+  public      Boolean  @default(false)
+  environment String   @default("default")
 
   @@id([id, projectId])
   @@index([projectId])
@@ -283,9 +285,7 @@ model TraceSession {
   @@map("trace_sessions")
 }
 
-// Update TraceView below when making changes to this model!
-
-model Trace {
+model LegacyPrismaTrace {
   id         String   @id @default(cuid())
   externalId String?  @map("external_id")
   timestamp  DateTime @default(now())
@@ -316,80 +316,43 @@ model Trace {
   @@map("traces")
 }
 
-// This view is based on the trace table. Once prisma supports
-// inheritance, we should remove code duplication here.
-view TraceView {
-  // trace fields
-  id         String   @id @default(cuid())
-  externalId String?  @map("external_id")
-  timestamp  DateTime @default(now())
-  name       String?
-  userId     String?  @map("user_id")
-  metadata   Json?
-  release    String?
-  version    String?
-  projectId  String   @map("project_id")
-  public     Boolean  @default(false)
-  bookmarked Boolean  @default(false)
-  tags       String[] @default([])
-  input      Json?
-  output     Json?
-  sessionId  String?  @map("session_id")
-  createdAt  DateTime @map("created_at")
-  updatedAt  DateTime @map("updated_at")
-
-  // calculated fields
-  duration Float? @map("duration") // can be null if no observations in trace
-
-  @@map("traces_view")
-}
-
-// Update ObservationView below when making changes to this model!
-// traceId is optional only due to timing during data injestion 
-// (traceId is not necessarily known at the time of observation creation)
-model Observation {
-  id                  String           @id @default(cuid())
-  traceId             String?          @map("trace_id")
-  projectId           String           @map("project_id")
-  type                ObservationType
-  startTime           DateTime         @default(now()) @map("start_time")
-  endTime             DateTime?        @map("end_time")
-  name                String?
-  metadata            Json?
-  parentObservationId String?          @map("parent_observation_id")
-  level               ObservationLevel @default(DEFAULT)
-  statusMessage       String?          @map("status_message")
-  version             String?
-  createdAt           DateTime         @default(now()) @map("created_at")
-  updatedAt           DateTime         @default(now()) @updatedAt @map("updated_at")
-
+model LegacyPrismaObservation {
+  id                   String                       @id @default(cuid())
+  traceId              String?                      @map("trace_id")
+  projectId            String                       @map("project_id")
+  project              Project                      @relation(fields: [projectId], references: [id], onDelete: Cascade)
+  type                 LegacyPrismaObservationType
+  startTime            DateTime                     @default(now()) @map("start_time")
+  endTime              DateTime?                    @map("end_time")
+  name                 String?
+  metadata             Json?
+  parentObservationId  String?                      @map("parent_observation_id")
+  level                LegacyPrismaObservationLevel @default(DEFAULT)
+  statusMessage        String?                      @map("status_message")
+  version              String?
+  createdAt            DateTime                     @default(now()) @map("created_at")
+  updatedAt            DateTime                     @default(now()) @updatedAt @map("updated_at")
   // GENERATION ONLY
-  model           String? // user-provided model attribute
-  internalModel   String? @map("internal_model") // matched model.name that is matched at ingestion time, to be deprecated
-  internalModelId String? @map("internal_model_id") // matched model.id that is matched at ingestion time
-
-  modelParameters  Json?
-  input            Json?
-  output           Json?
-  promptTokens     Int     @default(0) @map("prompt_tokens")
-  completionTokens Int     @default(0) @map("completion_tokens")
-  totalTokens      Int     @default(0) @map("total_tokens")
-  unit             String?
-
+  model                String? // user-provided model attribute
+  internalModel        String?                      @map("internal_model") // matched model.name that is matched at ingestion time, to be deprecated
+  internalModelId      String?                      @map("internal_model_id") // matched model.id that is matched at ingestion time
+  modelParameters      Json?
+  input                Json?
+  output               Json?
+  promptTokens         Int                          @default(0) @map("prompt_tokens")
+  completionTokens     Int                          @default(0) @map("completion_tokens")
+  totalTokens          Int                          @default(0) @map("total_tokens")
+  unit                 String?
   // User provided cost at ingestion
-  inputCost  Decimal? @map("input_cost")
-  outputCost Decimal? @map("output_cost")
-  totalCost  Decimal? @map("total_cost")
-
+  inputCost            Decimal?                     @map("input_cost")
+  outputCost           Decimal?                     @map("output_cost")
+  totalCost            Decimal?                     @map("total_cost")
   // Calculated cost
-  calculatedInputCost  Decimal? @map("calculated_input_cost")
-  calculatedOutputCost Decimal? @map("calculated_output_cost")
-  calculatedTotalCost  Decimal? @map("calculated_total_cost")
-
-  completionStartTime DateTime? @map("completion_start_time")
-  project             Project   @relation(fields: [projectId], references: [id], onDelete: Cascade)
-
-  promptId String? @map("prompt_id") // no fk constraint, prompt can be deleted
+  calculatedInputCost  Decimal?                     @map("calculated_input_cost")
+  calculatedOutputCost Decimal?                     @map("calculated_output_cost")
+  calculatedTotalCost  Decimal?                     @map("calculated_total_cost")
+  completionStartTime  DateTime?                    @map("completion_start_time")
+  promptId             String?                      @map("prompt_id") // no fk constraint, prompt can be deleted
 
   @@unique([id, projectId])
   @@index([projectId, internalModel, startTime, unit])
@@ -406,88 +369,42 @@ model Observation {
   @@map("observations")
 }
 
-// This view is a mix of the observation and model. Once prisma supports
-// inheritance, we should remove code duplication here.
-view ObservationView {
-  id                  String           @id @default(cuid())
-  traceId             String?          @map("trace_id")
-  projectId           String           @map("project_id")
-  type                ObservationType
-  startTime           DateTime         @map("start_time")
-  endTime             DateTime?        @map("end_time")
-  name                String?
-  metadata            Json?
-  parentObservationId String?          @map("parent_observation_id")
-  level               ObservationLevel @default(DEFAULT)
-  statusMessage       String?          @map("status_message")
-  version             String?
-  createdAt           DateTime         @map("created_at")
-  updatedAt           DateTime         @map("updated_at")
-
-  // GENERATION ONLY
-  model               String?
-  modelParameters     Json?
-  input               Json?
-  output              Json?
-  promptTokens        Int       @default(0) @map("prompt_tokens")
-  completionTokens    Int       @default(0) @map("completion_tokens")
-  totalTokens         Int       @default(0) @map("total_tokens")
-  unit                String?
-  completionStartTime DateTime? @map("completion_start_time")
-
-  // prompts
-  promptId      String? @map("prompt_id")
-  promptName    String? @map("prompt_name")
-  promptVersion Int?    @map("prompt_version")
-
-  // model fields
-  modelId     String?  @map("model_id")
-  inputPrice  Decimal? @map("input_price")
-  outputPrice Decimal? @map("output_price")
-  totalPrice  Decimal? @map("total_price")
-
-  // calculated fields
-  calculatedInputCost  Decimal? @map("calculated_input_cost")
-  calculatedOutputCost Decimal? @map("calculated_output_cost")
-  calculatedTotalCost  Decimal? @map("calculated_total_cost")
-  latency              Float?   @map("latency")
-  timeToFirstToken     Float?   @map("time_to_first_token")
-
-  @@map("observations_view")
-}
-
-enum ObservationType {
+enum LegacyPrismaObservationType {
   SPAN
   EVENT
   GENERATION
+
+  @@map("ObservationType")
 }
 
-enum ObservationLevel {
+enum LegacyPrismaObservationLevel {
   DEBUG
   DEFAULT
   WARNING
   ERROR
+
+  @@map("ObservationLevel")
 }
 
-model Score {
-  id            String        @id @default(cuid())
-  timestamp     DateTime      @default(now())
-  projectId     String        @map("project_id")
-  project       Project       @relation(fields: [projectId], references: [id], onDelete: Cascade)
+model LegacyPrismaScore {
+  id            String                  @id @default(cuid())
+  timestamp     DateTime                @default(now())
+  projectId     String                  @map("project_id")
+  project       Project                 @relation(fields: [projectId], references: [id], onDelete: Cascade)
   name          String
   value         Float? // always defined if data type is NUMERIC or BOOLEAN, optional for CATEGORICAL
-  source        ScoreSource
-  authorUserId  String?       @map("author_user_id")
+  source        LegacyPrismaScoreSource
+  authorUserId  String?                 @map("author_user_id")
   comment       String?
-  traceId       String        @map("trace_id")
-  observationId String?       @map("observation_id")
-  configId      String?       @map("config_id")
-  stringValue   String?       @map("string_value") // always defined if data type is CATEGORICAL or BOOLEAN, null for NUMERIC
-  queueId       String?       @map("queue_id")
-  createdAt     DateTime      @default(now()) @map("created_at")
-  updatedAt     DateTime      @default(now()) @updatedAt @map("updated_at")
-  dataType      ScoreDataType @default(NUMERIC) @map("data_type")
-  scoreConfig   ScoreConfig?  @relation(fields: [configId], references: [id], onDelete: SetNull)
+  traceId       String                  @map("trace_id")
+  observationId String?                 @map("observation_id")
+  configId      String?                 @map("config_id")
+  stringValue   String?                 @map("string_value") // always defined if data type is CATEGORICAL or BOOLEAN, null for NUMERIC
+  queueId       String?                 @map("queue_id")
+  createdAt     DateTime                @default(now()) @map("created_at")
+  updatedAt     DateTime                @default(now()) @updatedAt @map("updated_at")
+  dataType      ScoreDataType           @default(NUMERIC) @map("data_type")
+  scoreConfig   ScoreConfig?            @relation(fields: [configId], references: [id], onDelete: SetNull)
 
   @@unique([id, projectId]) // used for upserts via prisma
   @@index(timestamp)
@@ -502,26 +419,28 @@ model Score {
   @@map("scores")
 }
 
-enum ScoreSource {
+enum LegacyPrismaScoreSource {
   ANNOTATION
   API
   EVAL
+
+  @@map("ScoreSource")
 }
 
 model ScoreConfig {
-  id          String        @id @default(cuid())
-  createdAt   DateTime      @default(now()) @map("created_at")
-  updatedAt   DateTime      @default(now()) @updatedAt @map("updated_at")
-  projectId   String        @map("project_id")
-  project     Project       @relation(fields: [projectId], references: [id], onDelete: Cascade)
+  id          String              @id @default(cuid())
+  createdAt   DateTime            @default(now()) @map("created_at")
+  updatedAt   DateTime            @default(now()) @updatedAt @map("updated_at")
+  projectId   String              @map("project_id")
+  project     Project             @relation(fields: [projectId], references: [id], onDelete: Cascade)
   name        String
-  dataType    ScoreDataType @map("data_type")
-  isArchived  Boolean       @default(false) @map("is_archived")
-  minValue    Float?        @map("min_value")
-  maxValue    Float?        @map("max_value")
-  categories  Json?         @map("categories")
+  dataType    ScoreDataType       @map("data_type")
+  isArchived  Boolean             @default(false) @map("is_archived")
+  minValue    Float?              @map("min_value")
+  maxValue    Float?              @map("max_value")
+  categories  Json?               @map("categories")
   description String?
-  score       Score[]
+  legacyScore LegacyPrismaScore[]
 
   @@unique([id, projectId]) // used for upserts via prisma
   @@index([dataType])
@@ -691,21 +610,6 @@ model DatasetRunItems {
   @@map("dataset_run_items")
 }
 
-model Events {
-  id        String   @id @default(cuid())
-  createdAt DateTime @default(now()) @map("created_at")
-  updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
-  projectId String   @map("project_id")
-  project   Project  @relation(fields: [projectId], references: [id], onDelete: Cascade)
-  data      Json
-  headers   Json     @default("{}")
-  url       String?
-  method    String?
-
-  @@index(projectId)
-  @@map("events")
-}
-
 model Comment {
   id           String            @id @default(cuid())
   projectId    String            @map("project_id")
@@ -738,15 +642,16 @@ model Prompt {
 
   createdBy String @map("created_by")
 
-  prompt        Json
-  name          String
-  version       Int
-  type          String   @default("text")
-  isActive      Boolean? @map("is_active") // Deprecated. To be removed once 'production' labels work as expected.
-  config        Json     @default("{}") @db.Json
-  tags          String[] @default([])
-  labels        String[] @default([])
-  commitMessage String?  @map("commit_message")
+  prompt           Json
+  name             String
+  version          Int
+  type             String             @default("text")
+  isActive         Boolean?           @map("is_active") // Deprecated. To be removed once 'production' labels work as expected.
+  config           Json               @default("{}") @db.Json
+  tags             String[]           @default([])
+  labels           String[]           @default([])
+  commitMessage    String?            @map("commit_message")
+  PromptDependency PromptDependency[]
 
   @@unique([projectId, name, version])
   @@index([projectId, id])
@@ -756,6 +661,26 @@ model Prompt {
   @@map("prompts")
 }
 
+model PromptDependency {
+  id        String   @id @default(cuid())
+  createdAt DateTime @default(now()) @map("created_at")
+  updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
+
+  projectId String  @map("project_id")
+  project   Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
+
+  parentId String @map("parent_id")
+  parent   Prompt @relation(fields: [parentId], references: [id], onDelete: Cascade)
+
+  childName    String  @map("child_name")
+  childLabel   String? @map("child_label")
+  childVersion Int?    @map("child_version")
+
+  @@index([projectId, parentId], map: "prompt_dependencies_project_id_parent_id")
+  @@index([projectId, childName], map: "prompt_dependencies_project_id_child_name")
+  @@map("prompt_dependencies")
+}
+
 // Update ObservationView below when making changes to this model!
 model Model {
   id        String   @id @default(cuid())
@@ -794,23 +719,31 @@ model Price {
   @@map("prices")
 }
 
+enum AuditLogRecordType {
+  USER
+  API_KEY
+}
+
 // No FK constraints to preserve audit logs
 model AuditLog {
-  id              String   @id @default(cuid())
-  createdAt       DateTime @default(now()) @map("created_at")
-  updatedAt       DateTime @default(now()) @updatedAt @map("updated_at")
-  userId          String   @map("user_id")
-  orgId           String   @map("org_id")
-  userOrgRole     String   @map("user_org_role")
-  projectId       String?  @map("project_id")
-  userProjectRole String?  @map("user_project_role")
-  resourceType    String   @map("resource_type")
-  resourceId      String   @map("resource_id")
+  id              String             @id @default(cuid())
+  createdAt       DateTime           @default(now()) @map("created_at")
+  updatedAt       DateTime           @default(now()) @updatedAt @map("updated_at")
+  type            AuditLogRecordType @default(USER)
+  apiKeyId        String?            @map("api_key_id")
+  userId          String?            @map("user_id")
+  orgId           String             @map("org_id")
+  userOrgRole     String?            @map("user_org_role")
+  projectId       String?            @map("project_id")
+  userProjectRole String?            @map("user_project_role")
+  resourceType    String             @map("resource_type")
+  resourceId      String             @map("resource_id")
   action          String
-  before          String? //stringified JSON
+  before          String? // stringified JSON
   after           String? // stringified JSON
 
   @@index([projectId])
+  @@index([apiKeyId])
   @@index([userId])
   @@index([orgId])
   @@index([createdAt])
@@ -869,6 +802,7 @@ model JobConfiguration {
   variableMapping Json           @map("variable_mapping")
   sampling        Decimal // ratio of jobs that are executed for sampling (0..1)
   delay           Int // delay in milliseconds
+  timeScope       String[]       @default(["NEW"]) @map("time_scope")
   JobExecution    JobExecution[]
 
   @@index([projectId, id])
@@ -927,7 +861,6 @@ model SsoConfig {
   authConfig Json? @map("auth_config")
   // e.g. { "clientId": "1234", "clientSecret": "5678" }, null if credentials from env should be used
   // secrets like clientSecret are encrypted on the application level
-
   @@map("sso_configs")
 }
 
@@ -943,6 +876,40 @@ model PosthogIntegration {
   @@map("posthog_integrations")
 }
 
+model BlobStorageIntegration {
+  projectId String  @id @map("project_id")
+  project   Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
+
+  // Blob Storage Config
+  type            BlobStorageIntegrationType @map("type")
+  bucketName      String                     @map("bucket_name")
+  prefix          String                     @map("prefix")
+  accessKeyId     String                     @map("access_key_id")
+  secretAccessKey String                     @map("secret_access_key")
+  region          String                     @map("region")
+  endpoint        String?                    @map("endpoint")
+  forcePathStyle  Boolean                    @map("force_path_style")
+
+  // Integration Config
+  nextSyncAt      DateTime? @map("next_sync_at")
+  lastSyncAt      DateTime? @map("last_sync_at")
+  enabled         Boolean
+  exportFrequency String    @map("export_frequency")
+
+  createdAt DateTime @default(now()) @map("created_at")
+  updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
+
+  @@map("blob_storage_integrations")
+}
+
+enum BlobStorageIntegrationType {
+  S3
+  S3_COMPATIBLE
+  AZURE_BLOB_STORAGE
+
+  @@map("BlobStorageIntegrationType")
+}
+
 model BatchExport {
   id        String   @id @default(cuid())
   createdAt DateTime @default(now()) @map("created_at")
@@ -1020,17 +987,6 @@ model ObservationMedia {
   @@map("observation_media")
 }
 
-model QueueBackUp {
-  id        String  @id @default(cuid())
-  projectId String? @map("project_id")
-  queueName String  @map("queue_name")
-  content   Json
-
-  createdAt DateTime @default(now()) @map("created_at")
-
-  @@map("queue_backups")
-}
-
 model BillingMeterBackup {
   // unique
   stripeCustomerId String   @map("stripe_customer_id")

packages/shared/prisma/seed.ts

@@ -2,8 +2,6 @@ import {
   PrismaClient,
   type Project,
   type Prisma,
-  ObservationType,
-  ScoreSource,
   ScoreDataType,
   AnnotationQueueObjectType,
 } from "../src/index";
@@ -74,6 +72,9 @@ async function main() {
     where: { id: seedOrgId },
     update: {
       name: "Seed Org",
+      cloudConfig: {
+        plan: "Team",
+      },
     },
     create: {
       id: seedOrgId,
@@ -97,7 +98,7 @@ async function main() {
     },
   });
 
-  const orgMembership = await prisma.organizationMembership.upsert({
+  await prisma.organizationMembership.upsert({
     where: {
       orgId_userId: {
         userId: user.id,
@@ -127,7 +128,7 @@ async function main() {
     update: {},
   });
 
-  const projectMembership = await prisma.projectMembership.upsert({
+  await prisma.projectMembership.upsert({
     where: {
       projectId_userId: {
         projectId: project1.id,
@@ -266,38 +267,23 @@ async function main() {
 
     const traceVolume = environment === "load" ? LOAD_TRACE_VOLUME : 100;
 
-    const {
-      traces,
-      observations,
-      scores,
-      sessions,
-      events,
-      comments,
-      queueItems,
-    } = createObjects(
-      traceVolume,
-      envTags,
-      colorTags,
-      project1,
-      project2,
-      promptIds,
-      queueIds,
-      configIdsAndNames,
-    );
+    const { traces, observations, scores, sessions, comments, queueItems } =
+      createObjects(
+        traceVolume,
+        envTags,
+        colorTags,
+        project1,
+        project2,
+        promptIds,
+        queueIds,
+        configIdsAndNames,
+      );
 
     logger.info(
       `Seeding ${traces.length} traces, ${observations.length} observations, and ${scores.length} scores`,
     );
 
-    await uploadObjects(
-      traces,
-      observations,
-      scores,
-      sessions,
-      events,
-      comments,
-      queueItems,
-    );
+    await uploadObjects(sessions, comments, queueItems);
 
     // If openai key is in environment, add it to the projects LLM API keys
     const OPENAI_API_KEY = process.env.OPENAI_API_KEY;
@@ -420,7 +406,7 @@ export async function createDatasets(
     updatedAt: Date;
     name: string;
   },
-  observations: Prisma.ObservationCreateManyInput[],
+  observations: { id?: string; projectId?: string; traceId?: string | null }[],
 ) {
   for (let datasetNumber = 0; datasetNumber < 2; datasetNumber++) {
     for (const projectId of [project1.id, project2.id]) {
@@ -532,11 +518,7 @@ export async function createDatasets(
 }
 
 async function uploadObjects(
-  traces: Prisma.TraceCreateManyInput[],
-  observations: Prisma.ObservationCreateManyInput[],
-  scores: Prisma.ScoreCreateManyInput[],
   sessions: Prisma.TraceSessionCreateManyInput[],
-  events: Prisma.ObservationCreateManyInput[],
   comments: Prisma.CommentCreateManyInput[],
   queueItems: Prisma.AnnotationQueueItemCreateManyInput[],
 ) {
@@ -564,73 +546,6 @@ async function uploadObjects(
     await promises[i];
   }
 
-  promises = [];
-
-  chunk(traces, chunkSize).forEach((chunk) => {
-    promises.push(
-      prisma.trace.createMany({
-        data: chunk,
-      }),
-    );
-  });
-  for (let i = 0; i < promises.length; i++) {
-    if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
-      logger.info(
-        `Seeding of Traces ${((i + 1) / promises.length) * 100}% complete`,
-      );
-    await promises[i];
-  }
-
-  promises = [];
-  chunk(observations, chunkSize).forEach((chunk) => {
-    promises.push(
-      prisma.observation.createMany({
-        data: chunk,
-      }),
-    );
-  });
-
-  for (let i = 0; i < promises.length; i++) {
-    if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
-      logger.info(
-        `Seeding of Observations ${((i + 1) / promises.length) * 100}% complete`,
-      );
-    await promises[i];
-  }
-
-  promises = [];
-  chunk(events, chunkSize).forEach((chunk) => {
-    promises.push(
-      prisma.observation.createMany({
-        data: chunk,
-      }),
-    );
-  });
-
-  for (let i = 0; i < promises.length; i++) {
-    if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
-      logger.info(
-        `Seeding of Events ${((i + 1) / promises.length) * 100}% complete`,
-      );
-    await promises[i];
-  }
-
-  promises = [];
-  chunk(scores, chunkSize).forEach((chunk) => {
-    promises.push(
-      prisma.score.createMany({
-        data: chunk,
-      }),
-    );
-  });
-  for (let i = 0; i < promises.length; i++) {
-    if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
-      logger.info(
-        `Seeding of Scores ${((i + 1) / promises.length) * 100}% complete`,
-      );
-    await promises[i];
-  }
-
   promises = [];
   chunk(comments, chunkSize).forEach((chunk) => {
     promises.push(
@@ -682,11 +597,11 @@ function createObjects(
     }[]
   >,
 ) {
-  const traces: Prisma.TraceCreateManyInput[] = [];
-  const observations: Prisma.ObservationCreateManyInput[] = [];
-  const scores: Prisma.ScoreCreateManyInput[] = [];
+  const traces: any[] = [];
+  const observations: any[] = [];
+  const scores: any[] = [];
   const sessions: Prisma.TraceSessionCreateManyInput[] = [];
-  const events: Prisma.ObservationCreateManyInput[] = [];
+  const events: any[] = [];
   const configs: Prisma.ScoreConfigCreateManyInput[] = [];
   const comments: Prisma.CommentCreateManyInput[] = [];
   const queueItems: Prisma.AnnotationQueueItemCreateManyInput[] = [];
@@ -795,7 +710,7 @@ function createObjects(
               name: annotationScoreName,
               timestamp: traceTs,
               createdAt: traceTs,
-              source: ScoreSource.ANNOTATION,
+              source: "ANNOTATION",
               projectId,
               authorUserId: `user-${i}`,
               dataType,
@@ -812,7 +727,7 @@ function createObjects(
               value: Math.floor(Math.random() * 10) - 5,
               timestamp: traceTs,
               createdAt: traceTs,
-              source: ScoreSource.API,
+              source: "API",
               projectId,
               dataType: ScoreDataType.NUMERIC,
             },
@@ -825,7 +740,7 @@ function createObjects(
               name: "Completeness",
               timestamp: traceTs,
               createdAt: traceTs,
-              source: ScoreSource.API,
+              source: "API",
               projectId,
               dataType: ScoreDataType.CATEGORICAL,
               stringValue:
@@ -859,7 +774,7 @@ function createObjects(
       );
 
       const span = {
-        type: ObservationType.SPAN,
+        type: "SPAN",
         id: `span-${v4()}`,
         startTime: spanTsStart,
         createdAt: spanTsStart,
@@ -933,7 +848,7 @@ function createObjects(
         const { input, output } = getGenerationInputOutput();
 
         const generation = {
-          type: ObservationType.GENERATION,
+          type: "GENERATION",
           id: `generation-${v4()}`,
           startTime: generationTsStart,
           createdAt: generationTsStart,
@@ -978,7 +893,7 @@ function createObjects(
             value: Math.random() * 2 - 1,
             observationId: generation.id,
             traceId: trace.id,
-            source: ScoreSource.API,
+            source: "API",
             projectId: trace.projectId,
             timestamp: generationTsEnd,
             createdAt: traceTs,
@@ -989,7 +904,7 @@ function createObjects(
             value: Math.random() * 2 - 1,
             observationId: generation.id,
             traceId: trace.id,
-            source: ScoreSource.API,
+            source: "API",
             projectId: trace.projectId,
             timestamp: generationTsEnd,
             createdAt: traceTs,
@@ -1013,7 +928,7 @@ function createObjects(
           );
 
           events.push({
-            type: ObservationType.EVENT,
+            type: "EVENT",
             id: `event-${v4()}`,
             startTime: eventTs,
             createdAt: eventTs,

packages/shared/scripts/load-seed.ts

@@ -1,11 +1,6 @@
 import { randomUUID } from "crypto";
 import { prisma } from "../src/db";
-import {
-  clickhouseClient,
-  getDisplaySecretKey,
-  hashSecretKey,
-  logger,
-} from "../src/server";
+import { getDisplaySecretKey, hashSecretKey, logger } from "../src/server";
 import { prepareClickhouse } from "./prepareClickhouse";
 import { redis } from "../src/server";
 
@@ -32,6 +27,9 @@ const prepareProjectsAndApiKeys = async (
       create: {
         id: orgId,
         name: `Organization for ${projectId}`,
+        cloudConfig: {
+          plan: "Team",
+        },
       },
     });
 
@@ -124,7 +122,6 @@ async function main() {
   } catch (error) {
     logger.error("Error during Clickhouse preparation:", error);
   } finally {
-    await clickhouseClient().close();
     await prisma.$disconnect();
     redis?.disconnect();
     logger.info("Disconnected from Clickhouse.");

packages/shared/scripts/prepareClickhouse.ts

@@ -67,6 +67,7 @@ export const prepareClickhouse = async (
       concat('release_', toString(randUniform(0, 100))) AS release,
       concat('version_', toString(randUniform(0, 100))) AS version,
       '${projectId}' AS project_id,
+      'default' AS environment,
       if(rand() < 0.8, true, false) as public,
       if(rand() < 0.8, true, false) as bookmarked,
       array('tag1', 'tag2') as tags,
@@ -85,6 +86,7 @@ export const prepareClickhouse = async (
     SELECT toString(number) AS id,
       toString(floor(randUniform(0, ${tracesPerProject}))) AS trace_id,
       '${projectId}' AS project_id,
+      'default' AS environment,
       if(randUniform(0, 1) < 0.47, 'GENERATION', if(randUniform(0, 1) < 0.94, 'SPAN', 'EVENT')) AS type,
       toString(rand()) AS parent_observation_id,
       toDateTime(now() - randUniform(0, ${opts.numberOfDays} * 24 * 60 * 60)) AS start_time,
@@ -96,18 +98,14 @@ export const prepareClickhouse = async (
       'version' AS version,
       repeat('input', toInt64(randExponential(1 / 100))) AS input,
       repeat('output', toInt64(randExponential(1 / 100))) AS output,
-      if("type" = 'GENERATION',
-        case
-          when number % 2 = 0 then 'claude-3-haiku-20240307'
-          else 'gpt-4'
-        end,
-        NULL) as provided_model_name,
-      if("type" = 'GENERATION',
-        case
-          when number % 2 = 0 then 'cltr0w45b000008k1407o9qv1'
-          else 'clrntkjgy000f08jx79v9g1xj'
-        end,
-        NULL) as internal_model_id,
+      case
+        when number % 2 = 0 then 'clause-3-haiku-20230407'
+        else 'gpt-4'
+      end as provided_model_name,
+      case
+        when number % 2 = 0 then 'cltra4wbs0000k1407g0ya3'
+        else '1cmtk9y0000y3y79x9jgxj'
+      end as internal_model_id,
       if("type" = 'GENERATION',
         '{"temperature": 0.7, "max_tokens": 150}',
         '{}') AS model_parameters,
@@ -147,9 +145,10 @@ export const prepareClickhouse = async (
 
     const scoresQuery = `
     INSERT INTO scores
-    SELECT toString(floor(randUniform(0, 100))) AS id,
+    SELECT toString(number) AS id,
       toDateTime(now() - randUniform(0, ${opts.numberOfDays} * 24 * 60 * 60)) AS timestamp,
       '${projectId}' AS project_id,
+      'default' AS environment,
       toString(floor(randUniform(0, ${tracesPerProject}))) AS trace_id,
       if(
         rand() > 0.9,

packages/shared/src/encryption/index.ts

@@ -2,7 +2,7 @@ import crypto from "crypto";
 import { env } from "../env";
 
 const ENCRYPTION_KEY: string | undefined = env.ENCRYPTION_KEY; // Must be 256 bits (32 bytes, 64 hex characters)
-const IV_LENGTH: number = 16; // For AES, this is always 16
+const IV_LENGTH: number = 12; // For AES-GCM, this is always 12
 
 // Alternatively: openssl rand -hex 32
 export function keyGen() {
@@ -23,7 +23,7 @@ export function encrypt(plainText: string): string {
   const cipher = crypto.createCipheriv(
     "aes-256-gcm",
     Buffer.from(ENCRYPTION_KEY, "hex"),
-    iv
+    iv,
   );
   let encrypted = cipher.update(plainText, "utf8", "hex");
   encrypted += cipher.final("hex");
@@ -49,7 +49,7 @@ export function decrypt(text: string): string {
   const decipher = crypto.createDecipheriv(
     "aes-256-gcm",
     Buffer.from(ENCRYPTION_KEY, "hex"),
-    iv
+    iv,
   );
   decipher.setAuthTag(authTag);
 

packages/shared/src/env.ts

@@ -10,7 +10,7 @@ const EnvSchema = z.object({
   REDIS_PORT: z.coerce
     .number({
       description:
-        ".env files convert numbers to strings, therefoore we have to enforce them to be numbers",
+        ".env files convert numbers to strings, therefore we have to enforce them to be numbers",
     })
     .positive()
     .max(65536, `options.port should be >= 0 and < 65536`)
@@ -18,6 +18,10 @@ const EnvSchema = z.object({
     .nullable(),
   REDIS_AUTH: z.string().nullish(),
   REDIS_CONNECTION_STRING: z.string().nullish(),
+  REDIS_TLS_ENABLED: z.enum(["true", "false"]).default("false"),
+  REDIS_TLS_CA_PATH: z.string().optional(),
+  REDIS_TLS_CERT_PATH: z.string().optional(),
+  REDIS_TLS_KEY_PATH: z.string().optional(),
   REDIS_ENABLE_AUTO_PIPELINING: z.enum(["true", "false"]).default("true"),
   ENCRYPTION_KEY: z
     .string()
@@ -46,6 +50,7 @@ const EnvSchema = z.object({
   ENABLE_AWS_CLOUDWATCH_METRIC_PUBLISHING: z
     .enum(["true", "false"])
     .default("false"),
+  LANGFUSE_S3_CONCURRENT_WRITES: z.coerce.number().positive().default(50),
   LANGFUSE_S3_EVENT_UPLOAD_BUCKET: z.string({
     required_error: "Langfuse requires a bucket name for S3 Event Uploads.",
   }),
@@ -66,6 +71,10 @@ const EnvSchema = z.object({
   LANGFUSE_POSTGRES_METERING_DATA_EXPORT_IS_ENABLED: z
     .enum(["true", "false"])
     .default("false"),
+
+  LANGFUSE_CUSTOM_SSO_EMAIL_CLAIM: z.string().default("email"),
+  LANGFUSE_CUSTOM_SSO_NAME_CLAIM: z.string().default("name"),
+  LANGFUSE_CUSTOM_SSO_SUB_CLAIM: z.string().default("sub"),
 });
 
 export const env: z.infer<typeof EnvSchema> =

packages/shared/src/features/annotation/types.ts

@@ -28,6 +28,7 @@ const BooleanData = z.object({
 const CreateAnnotationScoreBase = z.object({
   name: z.string(),
   projectId: z.string(),
+  environment: z.string().default("default"),
   traceId: z.string(),
   configId: z.string().optional(),
   observationId: z.string().optional(),

packages/shared/src/features/batchAction/types.ts

@@ -0,0 +1,39 @@
+import z from "zod";
+import { singleFilter } from "../../interfaces/filters";
+import { orderBy } from "../../interfaces/orderBy";
+import { BatchExportTableName } from "../batchExport/types";
+
+/* eslint-disable no-unused-vars */
+export enum BatchActionType {
+  Create = "create",
+  Delete = "delete",
+}
+
+const ActionIdSchema = z.enum([
+  "score-delete",
+  "trace-delete",
+  "trace-add-to-annotation-queue",
+]);
+
+export type ActionId = z.infer<typeof ActionIdSchema>;
+
+export const BatchActionQuerySchema = z.object({
+  filter: z.array(singleFilter).nullable(),
+  orderBy,
+});
+
+export type BatchActionQuery = z.infer<typeof BatchActionQuerySchema>;
+
+export const CreateBatchActionSchema = z.object({
+  projectId: z.string(),
+  actionId: ActionIdSchema,
+  targetId: z.string().optional(),
+  query: BatchActionQuerySchema,
+  tableName: z.nativeEnum(BatchExportTableName),
+});
+
+export const GetIsBatchActionInProgressSchema = z.object({
+  projectId: z.string(),
+  actionId: ActionIdSchema,
+  tableName: z.nativeEnum(BatchExportTableName),
+});

packages/shared/src/features/batchExport/types.ts

@@ -18,9 +18,11 @@ export enum BatchExportFileFormat {
 }
 
 export enum BatchExportTableName {
+  Scores = "scores",
   Sessions = "sessions",
   Traces = "traces",
-  Generations = "generations",
+  Observations = "observations",
+  DatasetRunItems = "dataset_run_items",
 }
 
 export const exportOptions: Record<

packages/shared/src/features/entitlements/plans.ts

@@ -1,8 +1,19 @@
+// used on organization.cloudConfig.plan
+export const cloudConfigPlans = [
+  "Hobby",
+  "Core",
+  "Pro",
+  "Team",
+  "Enterprise",
+] as const;
+
 export const planLabels = {
   oss: "OSS",
   "cloud:hobby": "Hobby",
+  "cloud:core": "Core",
   "cloud:pro": "Pro",
   "cloud:team": "Team",
+  "cloud:enterprise": "Enterprise",
   "self-hosted:pro": "Pro (self-hosted)",
   "self-hosted:enterprise": "Enterprise (self-hosted)",
 } as const;
@@ -12,8 +23,9 @@ export type Plan = keyof typeof planLabels;
 export const plans = Object.keys(planLabels) as Plan[];
 
 // These functions are kept here to ensure consistency when updating plan names in the future.
-export const isCloudPlan = (plan: Plan) => plan.startsWith("cloud");
-export const isSelfHostedPlan = (plan: Plan) => plan.startsWith("self-hosted");
+export const isCloudPlan = (plan?: Plan) => plan?.startsWith("cloud");
+export const isSelfHostedPlan = (plan?: Plan) =>
+  plan?.startsWith("self-hosted");
 
 export const isPlan = (value: string): value is Plan =>
   plans.includes(value as Plan);

packages/shared/src/features/evals/types.ts

@@ -17,6 +17,7 @@ export const variableMapping = z
     objectName: z.string().nullish(),
     langfuseObject: z.enum(langfuseObjects),
     selectedColumnId: z.string(),
+    jsonSelector: z.string().nullish(),
   })
   .refine(
     (value) => value.langfuseObject === "trace" || value.objectName !== null,
@@ -32,6 +33,7 @@ export const wipVariableMapping = z.object({
   objectName: z.string().nullish(),
   langfuseObject: z.enum(langfuseObjects),
   selectedColumnId: z.string().nullish(),
+  jsonSelector: z.string().nullish(),
 });
 
 const observationCols = [
@@ -104,9 +106,9 @@ export const OutputSchema = z.object({
   score: z.string(),
 });
 
-export enum EvalTargetObject {
-  Trace = "trace",
-  Dataset = "dataset",
-}
-
 export const DEFAULT_TRACE_JOB_DELAY = 10_000;
+
+export const JobTimeScopeZod = z.enum(["NEW", "EXISTING"]);
+export type JobTimeScope = z.infer<typeof JobTimeScopeZod>;
+
+export const TimeScopeSchema = z.array(JobTimeScopeZod).default(["NEW"]);

packages/shared/src/features/prompts/parsePromptDependencyTags.ts

@@ -0,0 +1,61 @@
+import { z } from "zod";
+
+export const PromptDependencyRegex = /@@@langfusePrompt:(.*?)@@@/g;
+
+export const ParsedPromptDependencySchema = z.union([
+  z.object({
+    name: z.string(),
+    type: z.literal("version"),
+    version: z.coerce.number(),
+  }),
+  z.object({ name: z.string(), type: z.literal("label"), label: z.string() }),
+]);
+
+export type ParsedPromptDependencyTag = z.infer<
+  typeof ParsedPromptDependencySchema
+>;
+
+export function parsePromptDependencyTags(
+  content: string | object,
+): ParsedPromptDependencyTag[] {
+  const matchedTags = JSON.stringify(content).match(PromptDependencyRegex);
+
+  const validTags: ParsedPromptDependencyTag[] = [];
+
+  for (const match of new Set(matchedTags ?? [])) {
+    const innerContent = match.replace(/^@@@langfusePrompt:|@@@$/g, "");
+    const parts = innerContent.split("|");
+    const params: Record<string, string> = {};
+
+    // Check if the first parameter is name
+    const firstPart = parts[0];
+    if (!firstPart || !firstPart.startsWith("name=")) {
+      continue; // Skip this tag if name is not the first parameter. This makes it easier to replace the tag with the resolved prompt.
+    }
+
+    // There can be only 2 parts
+    if (parts.length !== 2) {
+      continue;
+    }
+
+    parts.forEach((part) => {
+      const [key, value] = part.split("=");
+      params[key] = value;
+    });
+
+    if (params.name) {
+      const parsed = ParsedPromptDependencySchema.safeParse({
+        name: params.name,
+        ...(params.version
+          ? { version: params.version, type: "version" }
+          : { label: params.label, type: "label" }),
+      });
+
+      if (parsed.success) {
+        validTags.push(parsed.data);
+      }
+    }
+  }
+
+  return validTags;
+}

packages/shared/src/features/scores/scoreTypes.ts

@@ -1,8 +1,7 @@
 import { z } from "zod";
 
-import { Score } from "@prisma/client";
-
 import { isPresent, stringDateTime } from "../../utils/typeChecks";
+import { Score } from "../../server";
 import {
   NonEmptyString,
   paginationMetaResponseZod,
@@ -46,6 +45,7 @@ const ScoreBase = z.object({
   id: z.string(),
   timestamp: z.coerce.date(),
   projectId: z.string(),
+  environment: z.string().default("default"),
   name: z.string(),
   source: z.enum(ScoreSource),
   authorUserId: z.string().nullish(),
@@ -64,6 +64,7 @@ const BaseScoreBody = z.object({
   traceId: z.string(),
   observationId: z.string().nullish(),
   comment: z.string().nullish(),
+  environment: z.string().default("default"),
 });
 
 /**
@@ -237,6 +238,7 @@ export const GetScoresQuery = z.object({
   configId: z.string().nullish(),
   queueId: z.string().nullish(),
   traceTags: z.union([z.array(z.string()), z.string()]).nullish(),
+  environment: z.union([z.array(z.string()), z.string()]).nullish(),
   name: z.string().nullish(),
   fromTimestamp: stringDateTime,
   toTimestamp: stringDateTime,
@@ -259,6 +261,7 @@ const LegacyGetScoreResponseDataV1 = z.intersection(
     trace: z.object({
       userId: z.string().nullish(),
       tags: z.array(z.string()).nullish(),
+      environment: z.string().nullish(),
     }),
   }),
 );

packages/shared/src/features/scores/types.ts

@@ -1,4 +1,5 @@
-import { ScoreDataType, ScoreSource } from "@prisma/client";
+import { ScoreDataType } from "@prisma/client";
+import { ScoreSourceType } from "../../server";
 
 export type CategoricalAggregate = {
   type: "CATEGORICAL";
@@ -22,7 +23,7 @@ export type ScoreAggregate = Record<
 export type ScoreSimplified = {
   name: string;
   dataType: ScoreDataType;
-  source: ScoreSource;
+  source: ScoreSourceType;
   value?: number | null;
   comment?: string | null;
   stringValue?: string | null;

packages/shared/src/index.ts

@@ -21,7 +21,10 @@ export * from "./server/llm/types";
 
 // evals
 export * from "./features/evals/types";
+
+// table actions
 export * from "./features/batchExport/types";
+export * from "./features/batchAction/types";
 
 // annotation
 export * from "./features/annotation/types";
@@ -35,9 +38,13 @@ export * from "./features/comments/types";
 // experiments
 export * from "./features/experiments/utils";
 
+// prompts
+export * from "./features/prompts/parsePromptDependencyTags";
+
 // export db types only
 export * from "@prisma/client";
 export { type DB } from "../prisma/generated/types";
+export * from "./server/repositories/types";
 
 // errors
 export * from "./errors/index";

packages/shared/src/interfaces/cloudConfigSchema.ts

@@ -1,8 +1,9 @@
 import { z } from "zod";
 import { CloudConfigRateLimit } from "./rate-limits";
+import { cloudConfigPlans } from "../features/entitlements/plans";
 
 export const CloudConfigSchema = z.object({
-  plan: z.enum(["Hobby", "Pro", "Team", "Enterprise"]).optional(),
+  plan: z.enum(cloudConfigPlans).optional(),
   monthlyObservationLimit: z.number().int().positive().optional(),
   // used for table and dashboard queries
   defaultLookBackDays: z.number().int().positive().optional(),

packages/shared/src/observationsTable.ts

@@ -1,8 +1,8 @@
-import { ObservationLevel } from "@prisma/client";
 import {
   type OptionsDefinition,
   type ColumnDefinition,
-} from "./tableDefinitions/types";
+} from "./tableDefinitions";
+import { ObservationLevelType } from "./server";
 
 // to be used server side
 export const observationsTableCols: ColumnDefinition[] = [
@@ -102,7 +102,12 @@ export const observationsTableCols: ColumnDefinition[] = [
     id: "level",
     type: "stringOptions",
     internal: 'o."level"::text',
-    options: Object.values(ObservationLevel).map((value) => ({ value })),
+    options: [
+      { value: "DEBUG" },
+      { value: "DEFAULT" },
+      { value: "WARNING" },
+      { value: "ERROR" },
+    ] as { value: ObservationLevelType }[],
   },
   {
     name: "Status Message",

packages/shared/src/server/auth/customSsoProvider.ts

@@ -1,4 +1,9 @@
 import type { OAuthConfig, OAuthUserConfig } from "next-auth/providers/oauth";
+import { env } from "../../env";
+
+const CUSTOM_EMAIL_CLAIM = env.LANGFUSE_CUSTOM_SSO_EMAIL_CLAIM;
+const CUSTOM_NAME_CLAIM = env.LANGFUSE_CUSTOM_SSO_NAME_CLAIM;
+const CUSTOM_SUB_CLAIM = env.LANGFUSE_CUSTOM_SSO_SUB_CLAIM;
 
 interface CustomSSOUser extends Record<string, any> {
   email: string;
@@ -7,6 +12,7 @@ interface CustomSSOUser extends Record<string, any> {
   verified: boolean;
 }
 
+
 export function CustomSSOProvider<P extends CustomSSOUser>(
   options: OAuthUserConfig<P>
 ): OAuthConfig<P> {
@@ -19,9 +25,9 @@ export function CustomSSOProvider<P extends CustomSSOUser>(
     checks: ["pkce", "state"],
     profile(profile) {
       return {
-        id: profile.sub,
-        name: profile.name,
-        email: profile.email,
+        id: profile[CUSTOM_SUB_CLAIM],
+        name: profile[CUSTOM_NAME_CLAIM],
+        email: profile[CUSTOM_EMAIL_CLAIM],
         image: null,
       };
     },

packages/shared/src/server/auth/types.ts

@@ -43,4 +43,5 @@ export type ApiAccessScope = {
   orgId: string;
   plan: Plan;
   rateLimitOverrides: z.infer<typeof CloudConfigRateLimit>;
+  apiKeyId: string;
 };

packages/shared/src/server/clickhouse/client.ts

@@ -1,27 +1,42 @@
 import { createClient } from "@clickhouse/client";
 import { env } from "../../env";
 import { NodeClickHouseClientConfigOptions } from "@clickhouse/client/dist/config";
+import { getCurrentSpan } from "../instrumentation";
+import { propagation, context } from "@opentelemetry/api";
 
 export type ClickhouseClientType = ReturnType<typeof createClient>;
 
-export const clickhouseClient = (opts?: NodeClickHouseClientConfigOptions) =>
-  createClient({
-    ...opts,
+export const clickhouseClient = (
+  params: {
+    tags?: Record<string, string>;
+    opts?: NodeClickHouseClientConfigOptions;
+  } = {},
+) => {
+  const headers = params.opts?.http_headers ?? {};
+  const activeSpan = getCurrentSpan();
+  if (activeSpan) {
+    propagation.inject(context.active(), headers);
+  }
+
+  return createClient({
+    ...params.opts,
     url: env.CLICKHOUSE_URL,
     username: env.CLICKHOUSE_USER,
     password: env.CLICKHOUSE_PASSWORD,
     database: env.CLICKHOUSE_DB,
+    http_headers: headers,
     clickhouse_settings: {
+      log_comment: JSON.stringify(params.tags ?? {}),
       async_insert: 1,
       wait_for_async_insert: 1, // if disabled, we won't get errors from clickhouse
+      input_format_json_throw_on_bad_escape_sequence: 0,
     },
   });
+};
 
-export const defaultClickhouseClient = clickhouseClient();
 /**
  * Accepts a JavaScript date and returns the DateTime in format YYYY-MM-DD HH:MM:SS
  */
-
 export const convertDateToClickhouseDateTime = (date: Date): string => {
   // 2024-11-06T20:37:00.123Z -> 2024-11-06 21:37:00.123
   return date.toISOString().replace("T", " ").replace("Z", "");

packages/shared/src/server/clickhouse/schema.ts

@@ -2,6 +2,11 @@ export const ClickhouseTableNames = {
   traces: "traces",
   observations: "observations",
   scores: "scores",
+
+  // Virtual tables for dashboards
+  // TODO: Check if we can do this more elegantly
+  scores_numeric: "scores_numeric",
+  scores_categorical: "scores_categorical",
 } as const;
 
 export type ClickhouseTableName = keyof typeof ClickhouseTableNames;

packages/shared/src/server/index.ts

@@ -17,21 +17,25 @@ export * from "./clickhouse/schemaUtils";
 export * from "./clickhouse/schema";
 export * from "./repositories/definitions";
 export * from "../server/ingestion/types";
-export * from "./ingestion/modelMatch";
 export * from "./ingestion/processEventBatch";
 export * from "../server/ingestion/types";
 export * from "../server/ingestion/validateAndInflateScore";
 export * from "./redis/redis";
 export * from "./redis/traceUpsert";
+export * from "./redis/createEvalQueue";
 export * from "./redis/cloudUsageMeteringQueue";
 export * from "./redis/getQueue";
 export * from "./redis/traceDelete";
 export * from "./redis/projectDelete";
+export * from "./redis/scoreDelete";
 export * from "./redis/datasetRunItemUpsert";
 export * from "./redis/batchExport";
+export * from "./redis/batchActionQueue";
 export * from "./redis/ingestionQueue";
 export * from "./redis/postHogIntegrationQueue";
 export * from "./redis/postHogIntegrationProcessingQueue";
+export * from "./redis/blobStorageIntegrationQueue";
+export * from "./redis/blobStorageIntegrationProcessingQueue";
 export * from "./redis/dataRetentionQueue";
 export * from "./redis/dataRetentionProcessingQueue";
 export * from "./redis/coreDataS3ExportQueue";
@@ -47,6 +51,7 @@ export * from "./queries";
 export * from "./repositories";
 export * from "./redis/evalExecutionQueue";
 export * from "./services/sessions-ui-table-service";
+export * from "./services/datasets-ui-table-service";
 
 // test utils
 export * from "./test-utils";

packages/shared/src/server/ingestion/modelMatch.ts

@@ -1,63 +0,0 @@
-import { Model, Observation, Prisma } from "@prisma/client";
-import { prisma } from "../../db";
-
-export async function findModel(p: {
-  event: {
-    projectId: string;
-    model?: string;
-    unit?: string;
-    startTime?: Date;
-  };
-  existingDbObservation?: Omit<Observation, "input" | "output">;
-}): Promise<Model | null> {
-  const { event, existingDbObservation } = p;
-  // either get the model from the existing observation
-  // or match pattern on the user provided model name
-  const modelCondition = event.model
-    ? Prisma.sql`AND ${event.model} ~ match_pattern`
-    : existingDbObservation?.internalModel
-      ? Prisma.sql`AND model_name = ${existingDbObservation.internalModel}`
-      : undefined;
-  if (!modelCondition) return null;
-
-  // unit based on the current event or the existing observation, both can be undefined
-  const mergedUnit = event.unit ?? existingDbObservation?.unit;
-
-  const unitCondition = mergedUnit
-    ? Prisma.sql`AND unit = ${mergedUnit}`
-    : Prisma.empty;
-
-  const sql = Prisma.sql`
-    SELECT
-      id,
-      created_at AS "createdAt",
-      updated_at AS "updatedAt",
-      project_id AS "projectId",
-      model_name AS "modelName",
-      match_pattern AS "matchPattern",
-      start_date AS "startDate",
-      input_price AS "inputPrice",
-      output_price AS "outputPrice",
-      total_price AS "totalPrice",
-      unit, 
-      tokenizer_id AS "tokenizerId",
-      tokenizer_config AS "tokenizerConfig"
-    FROM
-      models
-    WHERE (project_id = ${event.projectId}
-      OR project_id IS NULL)
-    ${modelCondition}
-    ${unitCondition}
-    AND (start_date IS NULL OR start_date <= ${
-      event.startTime ? new Date(event.startTime) : new Date()
-    }::timestamp with time zone at time zone 'UTC')
-    ORDER BY
-      project_id ASC,
-      start_date DESC NULLS LAST
-    LIMIT 1
-  `;
-
-  const foundModels = await prisma.$queryRaw<Array<Model>>(sql);
-
-  return foundModels[0] ?? null;
-}

packages/shared/src/server/ingestion/processEventBatch.ts

@@ -14,6 +14,7 @@ import {
   getCurrentSpan,
   instrumentAsync,
   instrumentSync,
+  recordDistribution,
   recordIncrement,
   traceException,
 } from "../instrumentation";
@@ -21,16 +22,11 @@ import { logger } from "../logger";
 import { QueueJobs } from "../queues";
 import { IngestionQueue } from "../redis/ingestionQueue";
 import { redis } from "../redis/redis";
+import { eventTypes, ingestionEvent, IngestionEventType } from "./types";
 import {
   StorageService,
   StorageServiceFactory,
 } from "../services/StorageService";
-import { eventTypes, ingestionEvent, IngestionEventType } from "./types";
-
-export type TokenCountDelegate = (p: {
-  model: Model;
-  text: unknown;
-}) => number | undefined;
 
 let s3StorageServiceClient: StorageService;
 
@@ -48,9 +44,45 @@ const getS3StorageServiceClient = (bucketName: string): StorageService => {
   return s3StorageServiceClient;
 };
 
+export type TokenCountDelegate = (p: {
+  model: Model;
+  text: unknown;
+}) => number | undefined;
+
+/**
+ * Get the delay for the event based on the event type. Uses delay if set, 0 if current UTC timestamp is not between
+ * 23:45 and 00:15, and env.LANGFUSE_INGESTION_QUEUE_DELAY_MS otherwise.
+ * We need the delay around date boundaries to avoid duplicates for out-of-order processing of events.
+ * @param delay - Delay overwrite. Used if non-null.
+ */
+const getDelay = (delay: number | null) => {
+  if (delay !== null) {
+    return delay;
+  }
+  const now = new Date();
+  const hours = now.getUTCHours();
+  const minutes = now.getUTCMinutes();
+
+  if ((hours === 23 && minutes >= 45) || (hours === 0 && minutes <= 15)) {
+    return env.LANGFUSE_INGESTION_QUEUE_DELAY_MS;
+  }
+
+  // Use 5s here to avoid duplicate processing on the worker. If the ingestion delay is set to a lower value,
+  // we use this instead.
+  // Values should be revisited based on a cost/performance trade-off.
+  return Math.min(5000, env.LANGFUSE_INGESTION_QUEUE_DELAY_MS);
+};
+
+/**
+ * Processes a batch of events.
+ * @param input - Batch of IngestionEventType. Will validate the types first thing and return errors if they are invalid.
+ * @param authCheck - AuthHeaderValidVerificationResult
+ * @param delay - (Optional) Delay in ms to wait before processing events in the batch.
+ */
 export const processEventBatch = async (
   input: unknown[],
   authCheck: AuthHeaderValidVerificationResult,
+  delay: number | null = null,
 ): Promise<{
   successes: { id: string; status: number }[];
   errors: {
@@ -63,7 +95,12 @@ export const processEventBatch = async (
   // add context of api call to the span
   const currentSpan = getCurrentSpan();
   recordIncrement("langfuse.ingestion.event", input.length);
-  currentSpan?.setAttribute("event_count", input.length);
+  recordDistribution("langfuse.ingestion.event_distribution", input.length);
+
+  currentSpan?.setAttribute("langfuse.ingestion.batch_size", input.length);
+  currentSpan?.setAttribute("langfuse.project.id", authCheck.scope.projectId);
+  currentSpan?.setAttribute("langfuse.org.id", authCheck.scope.orgId);
+  currentSpan?.setAttribute("langfuse.org.plan", authCheck.scope.plan);
 
   /**************
    * VALIDATION *
@@ -78,7 +115,10 @@ export const processEventBatch = async (
         (span) => {
           const parsedBody = ingestionEvent.safeParse(event);
           if (parsedBody.data?.id !== undefined) {
-            span.setAttribute("object.id", parsedBody.data.id);
+            span.setAttribute(
+              "langfuse.ingestion.entity.id",
+              parsedBody.data.id,
+            );
           }
           return parsedBody;
         },
@@ -153,9 +193,6 @@ export const processEventBatch = async (
    ********************/
   let s3UploadErrored = false;
   await instrumentAsync({ name: "s3-upload-events" }, async () => {
-    const s3Client = getS3StorageServiceClient(
-      env.LANGFUSE_S3_EVENT_UPLOAD_BUCKET,
-    );
     // S3 Event Upload is blocking, but non-failing.
     // If a promise rejects, we log it below, but do not throw an error.
     // In this case, we upload the full batch into the Redis queue.
@@ -165,10 +202,10 @@ export const processEventBatch = async (
         // That way we batch updates from the same invocation into a single file and reduce
         // write operations on S3.
         const { data, key, type, eventBodyId } = sortedBatchByEventBodyId[id];
-        return s3Client.uploadJson(
-          `${env.LANGFUSE_S3_EVENT_UPLOAD_PREFIX}${authCheck.scope.projectId}/${getClickhouseEntityType(type)}/${eventBodyId}/${key}.json`,
-          data,
-        );
+        const bucketPath = `${env.LANGFUSE_S3_EVENT_UPLOAD_PREFIX}${authCheck.scope.projectId}/${getClickhouseEntityType(type)}/${eventBodyId}/${key}.json`;
+        return getS3StorageServiceClient(
+          env.LANGFUSE_S3_EVENT_UPLOAD_BUCKET,
+        ).uploadJson(bucketPath, data);
       }),
     );
     results.forEach((result) => {
@@ -206,13 +243,12 @@ export const processEventBatch = async (
                 data: {
                   type: sortedBatchByEventBodyId[id].type,
                   eventBodyId: sortedBatchByEventBodyId[id].eventBodyId,
+                  fileKey: sortedBatchByEventBodyId[id].key,
                 },
                 authCheck,
               },
             },
-            {
-              delay: env.LANGFUSE_INGESTION_QUEUE_DELAY_MS,
-            },
+            { delay: getDelay(delay) },
           )
         : Promise.reject("Failed to instantiate queue"),
     ),

packages/shared/src/server/ingestion/types.ts

@@ -3,7 +3,17 @@ import { z } from "zod";
 
 import { NonEmptyString, jsonSchema } from "../../utils/zod";
 import { ModelUsageUnit } from "../../constants";
-import { ObservationLevel, ScoreSource } from "@prisma/client";
+import { type ScoreSourceType } from "../repositories";
+
+export const idSchema = z
+  .string()
+  .min(1)
+  .max(800) // AWS S3 allows for 1024 bytes for object keys and we need enough room to construct the entire key/path. https://docs.aws.amazon.com/AmazonS3/latest/userguide/object-keys.html
+  .refine((id) => !id.includes("\r"), {
+    message: "ID cannot contain carriage return characters",
+  });
+
+const ObservationLevel = z.enum(["DEBUG", "DEFAULT", "WARNING", "ERROR"]);
 
 export const Usage = z.object({
   input: z.number().int().nullish(),
@@ -56,21 +66,25 @@ export const usage = MixedUsage.nullish()
   // ensure output is always of new usage model
   .pipe(Usage.nullish());
 
-const RawUsageOrCostDetails = z.record(
+const CostDetails = z
+  .record(z.string(), z.number().nonnegative().nullish())
+  .nullish();
+
+const RawUsageDetails = z.record(
   z.string(),
-  z.number().nonnegative().nullish(),
+  z.number().int().nonnegative().nullish(),
 );
 
-const OpenAIUsageSchema = z
+const OpenAICompletionUsageSchema = z
   .object({
-    prompt_tokens: z.number().nonnegative(),
-    completion_tokens: z.number().nonnegative(),
-    total_tokens: z.number().nonnegative(),
+    prompt_tokens: z.number().int().nonnegative(),
+    completion_tokens: z.number().int().nonnegative(),
+    total_tokens: z.number().int().nonnegative(),
     prompt_tokens_details: z
-      .record(z.string(), z.number().nonnegative())
+      .record(z.string(), z.number().int().nonnegative().nullish())
       .nullish(),
     completion_tokens_details: z
-      .record(z.string(), z.number().nonnegative())
+      .record(z.string(), z.number().int().nonnegative().nullish())
       .nullish(),
   })
   .strict()
@@ -84,7 +98,7 @@ const OpenAIUsageSchema = z
       prompt_tokens_details,
       completion_tokens_details,
     } = v;
-    const result: z.infer<typeof RawUsageOrCostDetails> & {
+    const result: z.infer<typeof RawUsageDetails> & {
       input: number;
       output: number;
       total: number;
@@ -96,31 +110,104 @@ const OpenAIUsageSchema = z
 
     if (prompt_tokens_details) {
       for (const [key, value] of Object.entries(prompt_tokens_details)) {
-        result[`input_${key}`] = value;
-        result.input = Math.max(result.input - (value ?? 0), 0);
+        if (value !== null && value !== undefined) {
+          result[`input_${key}`] = value;
+          result.input = Math.max(result.input - (value ?? 0), 0);
+        }
       }
     }
 
     if (completion_tokens_details) {
       for (const [key, value] of Object.entries(completion_tokens_details)) {
-        result[`output_${key}`] = value;
-        result.output = Math.max(result.output - (value ?? 0), 0);
+        if (value !== null && value !== undefined) {
+          result[`output_${key}`] = value;
+          result.output = Math.max(result.output - (value ?? 0), 0);
+        }
       }
     }
 
     return result;
   })
-  .pipe(RawUsageOrCostDetails);
+  .pipe(RawUsageDetails);
 
-export const UsageOrCostDetails = z
-  .union([OpenAIUsageSchema, RawUsageOrCostDetails])
+// The new OpenAI Response API uses a new Usage schema that departs from the Completion API Usage schema
+const OpenAIResponseUsageSchema = z
+  .object({
+    input_tokens: z.number().int().nonnegative(),
+    output_tokens: z.number().int().nonnegative(),
+    total_tokens: z.number().int().nonnegative(),
+    input_tokens_details: z
+      .record(z.string(), z.number().int().nonnegative().nullish())
+      .nullish(),
+    output_tokens_details: z
+      .record(z.string(), z.number().int().nonnegative().nullish())
+      .nullish(),
+  })
+  .strict()
+  .transform((v) => {
+    if (!v) return;
+
+    const {
+      input_tokens,
+      output_tokens,
+      total_tokens,
+      input_tokens_details,
+      output_tokens_details,
+    } = v;
+    const result: z.infer<typeof RawUsageDetails> & {
+      input: number;
+      output: number;
+      total: number;
+    } = {
+      input: input_tokens,
+      output: output_tokens,
+      total: total_tokens,
+    };
+
+    if (input_tokens_details) {
+      for (const [key, value] of Object.entries(input_tokens_details)) {
+        if (value !== null && value !== undefined) {
+          result[`input_${key}`] = value;
+          result.input = Math.max(result.input - (value ?? 0), 0);
+        }
+      }
+    }
+
+    if (output_tokens_details) {
+      for (const [key, value] of Object.entries(output_tokens_details)) {
+        if (value !== null && value !== undefined) {
+          result[`output_${key}`] = value;
+          result.output = Math.max(result.output - (value ?? 0), 0);
+        }
+      }
+    }
+
+    return result;
+  })
+  .pipe(RawUsageDetails);
+
+export const UsageDetails = z
+  .union([
+    OpenAICompletionUsageSchema,
+    OpenAIResponseUsageSchema,
+    RawUsageDetails,
+  ])
   .nullish();
 
+export const EnvironmentName = z
+  .string()
+  .max(40, "Maximum length is 40 characters")
+  .regex(
+    /^(?!langfuse)[a-z0-9-_]+$/,
+    "Only alphanumeric lower case characters, hyphens, and underscores are allowed, and it must not start with 'langfuse'",
+  )
+  .default("default");
+
 // Using z.any instead of jsonSchema for input/output as we saw huge CPU overhead for large numeric arrays.
 // With this setup parsing should be more lightweight and doesn't block other requests.
 // As we allow plain values, arrays, and objects the JSON parse via bodyParser should suffice.
 export const TraceBody = z.object({
-  id: z.string().nullish(),
+  id: idSchema.nullish(),
   timestamp: stringDateTime,
   name: z.string().max(1000).nullish(),
   externalId: z.string().nullish(),
@@ -128,6 +215,7 @@ export const TraceBody = z.object({
   output: z.any().nullish(),
   sessionId: z.string().nullish(),
   userId: z.string().nullish(),
+  environment: EnvironmentName,
   metadata: jsonSchema.nullish(),
   release: z.string().nullish(),
   version: z.string().nullish(),
@@ -136,24 +224,25 @@ export const TraceBody = z.object({
 });
 
 export const OptionalObservationBody = z.object({
-  traceId: z.string().nullish(),
+  traceId: idSchema.nullish(),
+  environment: EnvironmentName,
   name: z.string().nullish(),
   startTime: stringDateTime,
   metadata: jsonSchema.nullish(),
   input: z.any().nullish(),
   output: z.any().nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   parentObservationId: z.string().nullish(),
   version: z.string().nullish(),
 });
 
 export const CreateEventEvent = OptionalObservationBody.extend({
-  id: NonEmptyString,
+  id: idSchema,
 });
 
 export const UpdateEventEvent = OptionalObservationBody.extend({
-  id: NonEmptyString,
+  id: idSchema,
 });
 
 export const CreateSpanBody = CreateEventEvent.extend({
@@ -182,8 +271,8 @@ export const CreateGenerationBody = CreateSpanBody.extend({
     )
     .nullish(),
   usage: usage,
-  usageDetails: UsageOrCostDetails,
-  costDetails: UsageOrCostDetails,
+  usageDetails: UsageDetails,
+  costDetails: CostDetails,
   promptName: z.string().nullish(),
   promptVersion: z.number().int().nullish(),
 }).refine((value) => {
@@ -212,8 +301,8 @@ export const UpdateGenerationBody = UpdateSpanBody.extend({
     )
     .nullish(),
   usage: usage,
-  usageDetails: UsageOrCostDetails,
-  costDetails: UsageOrCostDetails,
+  usageDetails: UsageDetails,
+  costDetails: CostDetails,
   promptName: z.string().nullish(),
   promptVersion: z.number().int().nullish(),
 }).refine((value) => {
@@ -225,12 +314,15 @@ export const UpdateGenerationBody = UpdateSpanBody.extend({
 });
 
 const BaseScoreBody = z.object({
-  id: z.string().nullish(),
+  id: idSchema.nullish(),
   name: NonEmptyString,
   traceId: z.string(),
+  environment: EnvironmentName,
   observationId: z.string().nullish(),
   comment: z.string().nullish(),
-  source: z.nativeEnum(ScoreSource).default(ScoreSource.API),
+  source: z
+    .enum(["API", "EVAL", "ANNOTATION"])
+    .default("API" as ScoreSourceType),
 });
 
 /**
@@ -272,8 +364,8 @@ export const ScoreBody = z.discriminatedUnion("dataType", [
 
 // LEGACY, only required for backwards compatibility
 export const LegacySpanPostSchema = z.object({
-  id: z.string().nullish(),
-  traceId: z.string().nullish(),
+  id: idSchema.nullish(),
+  traceId: idSchema.nullish(),
   name: z.string().nullish(),
   startTime: stringDateTime,
   endTime: stringDateTime,
@@ -281,28 +373,28 @@ export const LegacySpanPostSchema = z.object({
   input: jsonSchema.nullish(),
   output: jsonSchema.nullish(),
   parentObservationId: z.string().nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   version: z.string().nullish(),
 });
 
 export const LegacySpanPatchSchema = z.object({
-  spanId: z.string(),
-  traceId: z.string().nullish(),
+  spanId: idSchema,
+  traceId: idSchema.nullish(),
   name: z.string().nullish(),
   startTime: stringDateTime,
   endTime: stringDateTime,
   metadata: jsonSchema.nullish(),
   input: jsonSchema.nullish(),
   output: jsonSchema.nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   version: z.string().nullish(),
 });
 
 export const LegacyGenerationsCreateSchema = z.object({
-  id: z.string().nullish(),
-  traceId: z.string().nullish(),
+  id: idSchema.nullish(),
+  traceId: idSchema.nullish(),
   name: z.string().nullish(),
   startTime: stringDateTime,
   endTime: stringDateTime,
@@ -319,14 +411,14 @@ export const LegacyGenerationsCreateSchema = z.object({
   usage: usage,
   metadata: jsonSchema.nullish(),
   parentObservationId: z.string().nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   version: z.string().nullish(),
 });
 
 export const LegacyGenerationPatchSchema = z.object({
-  generationId: z.string(),
-  traceId: z.string().nullish(),
+  generationId: idSchema,
+  traceId: idSchema.nullish(),
   name: z.string().nullish(),
   startTime: stringDateTime,
   endTime: stringDateTime,
@@ -342,14 +434,14 @@ export const LegacyGenerationPatchSchema = z.object({
   completion: jsonSchema.nullish(),
   usage: usage,
   metadata: jsonSchema.nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   version: z.string().nullish(),
 });
 
 export const LegacyObservationBody = z.object({
-  id: z.string().nullish(),
-  traceId: z.string().nullish(),
+  id: idSchema.nullish(),
+  traceId: idSchema.nullish(),
   type: z.enum(["GENERATION", "SPAN", "EVENT"]),
   name: z.string().nullish(),
   startTime: stringDateTime,
@@ -365,11 +457,11 @@ export const LegacyObservationBody = z.object({
   input: jsonSchema.nullish(),
   output: jsonSchema.nullish(),
   usage: usage,
-  usageDetails: UsageOrCostDetails,
-  costDetails: UsageOrCostDetails,
+  usageDetails: UsageDetails,
+  costDetails: CostDetails,
   metadata: jsonSchema.nullish(),
   parentObservationId: z.string().nullish(),
-  level: z.nativeEnum(ObservationLevel).nullish(),
+  level: ObservationLevel.nullish(),
   statusMessage: z.string().nullish(),
   version: z.string().nullish(),
 });
@@ -379,18 +471,6 @@ export const SdkLogEvent = z.object({
   id: z.string().nullish(), // Not used, but makes downstream processing easier.
 });
 
-// definitions for the ingestion API
-
-export const observationTypes = [
-  "observation-create",
-  "observation-update",
-  "generation-create",
-  "generation-update",
-  "span-create",
-  "span-update",
-  "event-create",
-];
-
 export const eventTypes = {
   TRACE_CREATE: "trace-create",
   SCORE_CREATE: "score-create",
@@ -406,7 +486,7 @@ export const eventTypes = {
 } as const;
 
 const base = z.object({
-  id: z.string(),
+  id: idSchema,
   timestamp: z.string().datetime({ offset: true }),
   metadata: jsonSchema.nullish(),
 });
@@ -469,28 +549,6 @@ export const ingestionEvent = z.discriminatedUnion("type", [
 ]);
 export type IngestionEventType = z.infer<typeof ingestionEvent>;
 
-export const ingestionBatchEvent = z.array(ingestionEvent);
-export type IngestionBatchEventType = z.infer<typeof ingestionBatchEvent>;
-
-export const ingestionEventWithProjectId = ingestionEvent.and(
-  z.object({ projectId: z.string() }),
-);
-export type IngestionEventWithProjectIdType = z.infer<
-  typeof ingestionEventWithProjectId
->;
-
-export const ingestionApiSchema = z.object({
-  batch: ingestionBatchEvent,
-  metadata: jsonSchema.nullish(),
-});
-
-export const ingestionApiSchemaWithProjectId = ingestionApiSchema.extend({
-  projectId: z.string(),
-});
-export type IngestionApiSchemaWithProjectId = z.infer<
-  typeof ingestionApiSchemaWithProjectId
->;
-
 export type ObservationEvent =
   | z.infer<typeof legacyObservationCreateEvent>
   | z.infer<typeof legacyObservationUpdateEvent>

packages/shared/src/server/ingestion/validateAndInflateScore.ts

@@ -4,7 +4,8 @@ import {
   validateDbScoreConfigSafe,
   ValidatedScoreConfig,
 } from "../../../src";
-import { prisma, Score, ScoreDataType } from "../../db";
+import { prisma, ScoreDataType } from "../../db";
+import { Score } from "../repositories";
 
 import { InvalidRequestError, LangfuseNotFoundError } from "../../errors";
 

packages/shared/src/server/instrumentation/index.ts

@@ -160,35 +160,49 @@ export const addUserToSpan = (
 export const getTracer = (name: string) => opentelemetry.trace.getTracer(name);
 
 const cloudWatchClient = new CloudWatchClient();
-const cloudWatchLastSubmitted: Record<string, number> = {};
-const sendCloudWatchMetric = (key: string, value: number | undefined) => {
-  const currentTime = Date.now();
-  const interval = 30 * 1000;
+let lastFlushTime = 0;
+let metricCache: Record<string, number> = {};
 
-  // Check if the function has been executed in the last 30s for this key
-  if (
-    !cloudWatchLastSubmitted[key] ||
-    currentTime - cloudWatchLastSubmitted[key] >= interval
-  ) {
-    cloudWatchLastSubmitted[key] = currentTime;
-    cloudWatchClient
-      .send(
-        new PutMetricDataCommand({
-          Namespace: "Langfuse",
-          MetricData: [
-            {
-              MetricName: key,
-              Value: value ?? 0,
-            },
-          ],
-        }),
-      )
-      .catch((error) => {
-        logger.warn("Failed to send metric to CloudWatch", error);
-      });
+// Caches metrics and flushes them on schedule
+const sendCloudWatchMetric = (key: string, value: number, replace: boolean) => {
+  // Store the latest value for each metric key. If replace is false (e.g. for increments) we add the value to the existing value.
+  metricCache[key] = replace ? value : (metricCache[key] || 0) + value;
+
+  const currentTime = Date.now();
+  const flushInterval = 30 * 1000; // 30 seconds
+
+  // Check if it's time to flush the metrics
+  if (currentTime - lastFlushTime >= flushInterval) {
+    flushMetricsToCloudWatch();
   }
 };
 
+// Flush all cached metrics in a single API call
+const flushMetricsToCloudWatch = () => {
+  if (Object.keys(metricCache).length === 0) return;
+
+  lastFlushTime = Date.now();
+
+  const metricData = Object.entries(metricCache).map(([key, value]) => ({
+    MetricName: key,
+    Value: value,
+  }));
+
+  // Clear the cache after preparing the metrics
+  metricCache = {};
+
+  cloudWatchClient
+    .send(
+      new PutMetricDataCommand({
+        Namespace: "Langfuse",
+        MetricData: metricData,
+      }),
+    )
+    .catch((error) => {
+      logger.warn("Failed to send metrics to CloudWatch", error);
+    });
+};
+
 export const recordGauge = (
   stat: string,
   value?: number | undefined,
@@ -199,7 +213,7 @@ export const recordGauge = (
     | undefined,
 ) => {
   if (env.ENABLE_AWS_CLOUDWATCH_METRIC_PUBLISHING === "true") {
-    sendCloudWatchMetric(stat, value);
+    sendCloudWatchMetric(stat, value ?? 0, true);
   }
   dd.dogstatsd.gauge(stat, value, tags);
 };
@@ -210,7 +224,7 @@ export const recordIncrement = (
   tags?: { [tag: string]: string | number } | undefined,
 ) => {
   if (env.ENABLE_AWS_CLOUDWATCH_METRIC_PUBLISHING === "true") {
-    sendCloudWatchMetric(stat, value);
+    sendCloudWatchMetric(stat, value ?? 1, false);
   }
   dd.dogstatsd.increment(stat, value, tags);
 };
@@ -220,9 +234,6 @@ export const recordHistogram = (
   value?: number | undefined,
   tags?: { [tag: string]: string | number } | undefined,
 ) => {
-  if (env.ENABLE_AWS_CLOUDWATCH_METRIC_PUBLISHING === "true") {
-    sendCloudWatchMetric(stat, value);
-  }
   dd.dogstatsd.histogram(stat, value, tags);
 };
 

packages/shared/src/server/llm/fetchLLMCompletion.ts

@@ -3,6 +3,7 @@ import type { ZodSchema } from "zod";
 import { ChatAnthropic } from "@langchain/anthropic";
 import { ChatVertexAI } from "@langchain/google-vertexai";
 import { ChatBedrockConverse } from "@langchain/aws";
+import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
 import {
   AIMessage,
   BaseMessage,
@@ -133,7 +134,10 @@ export async function fetchLLMCompletion(
     finalMessages = messages.map((message) => {
       if (message.role === ChatMessageRole.User)
         return new HumanMessage(message.content);
-      if (message.role === ChatMessageRole.System)
+      if (
+        message.role === ChatMessageRole.System ||
+        message.role === ChatMessageRole.Developer
+      )
         return new SystemMessage(message.content);
 
       return new AIMessage(message.content);
@@ -146,7 +150,8 @@ export async function fetchLLMCompletion(
     | ChatOpenAI
     | ChatAnthropic
     | ChatBedrockConverse
-    | ChatVertexAI;
+    | ChatVertexAI
+    | ChatGoogleGenerativeAI;
   if (modelParams.adapter === LLMAdapter.Anthropic) {
     chatModel = new ChatAnthropic({
       anthropicApiKey: apiKey,
@@ -179,13 +184,16 @@ export async function fetchLLMCompletion(
       azureOpenAIApiKey: apiKey,
       azureOpenAIBasePath: baseURL,
       azureOpenAIApiDeploymentName: modelParams.model,
-      azureOpenAIApiVersion: "2024-02-01",
+      azureOpenAIApiVersion: "2025-02-01-preview",
       temperature: modelParams.temperature,
       maxTokens: modelParams.max_tokens,
       topP: modelParams.top_p,
       callbacks: finalCallbacks,
       maxRetries,
       timeout: 1000 * 60 * 2, // 2 minutes timeout
+      configuration: {
+        defaultHeaders: extraHeaders,
+      },
     });
   } else if (modelParams.adapter === LLMAdapter.Bedrock) {
     const { region } = BedrockConfigSchema.parse(config);
@@ -219,6 +227,32 @@ export async function fetchLLMCompletion(
         credentials,
       },
     });
+  } else if (modelParams.adapter === LLMAdapter.GoogleAIStudio) {
+    chatModel = new ChatGoogleGenerativeAI({
+      model: modelParams.model,
+      temperature: modelParams.temperature,
+      maxOutputTokens: modelParams.max_tokens,
+      topP: modelParams.top_p,
+      callbacks: finalCallbacks,
+      maxRetries,
+      apiKey,
+    });
+  } else if (modelParams.adapter === LLMAdapter.Atla) {
+    // Atla models do not support:
+    // - temperature
+    // - max_tokens
+    // - top_p
+    chatModel = new ChatOpenAI({
+      openAIApiKey: apiKey,
+      modelName: modelParams.model,
+      callbacks: finalCallbacks,
+      maxRetries,
+      configuration: {
+        baseURL: baseURL,
+        defaultHeaders: extraHeaders,
+      },
+      timeout: 1000 * 60, // 1 minute timeout
+    });
   } else {
     // eslint-disable-next-line no-unused-vars
     const _exhaustiveCheck: never = modelParams.adapter;
@@ -244,8 +278,8 @@ export async function fetchLLMCompletion(
     /*
   Workaround OpenAI reasoning models:
   
-  This is a temporary workaround to avoid sending system messages to OpenAI's O1 models.
-  O1 models do not support in beta:
+  This is a temporary workaround to avoid sending unsupported parameters to OpenAI's O1 models.
+  O1 models do not support:
   - system messages
   - top_p
   - max_tokens at all, one has to use max_completion_tokens instead
@@ -257,6 +291,12 @@ export async function fetchLLMCompletion(
       modelParams.model.startsWith("o1-") ||
       modelParams.model.startsWith("o3-")
     ) {
+      const filteredMessages = finalMessages.filter((message) => {
+        return (
+          modelParams.model.startsWith("o3-") || message._getType() !== "system"
+        );
+      });
+
       return {
         completion: await new ChatOpenAI({
           openAIApiKey: apiKey,
@@ -275,10 +315,7 @@ export async function fetchLLMCompletion(
           timeout: 1000 * 60 * 2, // 2 minutes timeout
         })
           .pipe(new StringOutputParser())
-          .invoke(
-            finalMessages.filter((message) => message._getType() !== "system"),
-            runConfig,
-          ),
+          .invoke(filteredMessages, runConfig),
         processTracedEvents,
       };
     }

packages/shared/src/server/llm/types.ts

@@ -4,6 +4,9 @@ import { BedrockConfigSchema } from "../../interfaces/customLLMProviderConfigSch
 import { TokenCountDelegate } from "../ingestion/processEventBatch";
 import { AuthHeaderValidVerificationResult } from "../auth/types";
 
+/* eslint-disable no-unused-vars */
+// disable lint as this is exported and used in web/worker
+
 export type PromptVariable = { name: string; value: string; isUsed: boolean };
 
 export type ChatMessage = {
@@ -16,17 +19,25 @@ export type ChatMessageWithId = ChatMessage & { id: string };
 export enum LLMAdapter {
   Anthropic = "anthropic",
   OpenAI = "openai",
+  Atla = "atla",
   Azure = "azure",
   Bedrock = "bedrock",
   VertexAI = "google-vertex-ai",
+  GoogleAIStudio = "google-ai-studio",
 }
 
 export enum ChatMessageRole {
   System = "system",
   User = "user",
   Assistant = "assistant",
+  Developer = "developer",
 }
 
+export const SYSTEM_ROLES: string[] = [
+  ChatMessageRole.System,
+  ChatMessageRole.Developer,
+];
+
 export const ChatMessageDefaultRoleSchema = z.nativeEnum(ChatMessageRole);
 
 const ChatMessageSchema = z.object({
@@ -91,6 +102,8 @@ export const openAIModels = [
   "o1-preview-2024-09-12",
   "o1-mini",
   "o1-mini-2024-09-12",
+  "gpt-4.5-preview",
+  "gpt-4.5-preview-2025-02-27",
   "gpt-4-turbo-preview",
   "gpt-4-1106-preview",
   "gpt-4-0613",
@@ -109,6 +122,7 @@ export type OpenAIModel = (typeof openAIModels)[number];
 
 // NOTE: Update docs page when changing this! https://langfuse.com/docs/playground#openai-playground--anthropic-playground
 export const anthropicModels = [
+  "claude-3-7-sonnet-20250219",
   "claude-3-5-sonnet-20241022",
   "claude-3-5-sonnet-20240620",
   "claude-3-opus-20240229",
@@ -121,20 +135,36 @@ export const anthropicModels = [
 ] as const;
 
 export const vertexAIModels = [
+  "gemini-2.0-pro-exp-02-05",
+  "gemini-2.0-flash-001",
+  "gemini-2.0-flash-lite-preview-02-05",
   "gemini-2.0-flash-exp",
   "gemini-1.5-pro",
   "gemini-1.5-flash",
   "gemini-1.0-pro",
 ] as const;
 
+export const googleAIStudioModels = [
+  "gemini-2.0-flash",
+  "gemini-2.0-flash-lite-preview-02-05",
+  "gemini-2.0-flash-thinking-exp-01-21",
+  "gemini-1.5-pro",
+  "gemini-1.5-flash",
+  "gemini-1.5-flash-8b",
+] as const;
+
+export const atlaModels = ["atla-selene", "atla-selene-20250214"] as const;
+
 export type AnthropicModel = (typeof anthropicModels)[number];
 export type VertexAIModel = (typeof vertexAIModels)[number];
 export const supportedModels = {
   [LLMAdapter.Anthropic]: anthropicModels,
   [LLMAdapter.OpenAI]: openAIModels,
   [LLMAdapter.VertexAI]: vertexAIModels,
+  [LLMAdapter.GoogleAIStudio]: googleAIStudioModels,
   [LLMAdapter.Azure]: [],
   [LLMAdapter.Bedrock]: [],
+  [LLMAdapter.Atla]: atlaModels,
 } as const;
 
 export type LLMFunctionCall = {

packages/shared/src/server/queries/clickhouse-sql/clickhouse-filter.ts

@@ -383,6 +383,10 @@ export class FilterList {
     return this.filters.find(predicate);
   }
 
+  filter(predicate: (filter: Filter) => boolean) {
+    return new FilterList(this.filters.filter(predicate));
+  }
+
   some(predicate: (filter: Filter) => boolean) {
     return this.filters.some(predicate);
   }

packages/shared/src/server/queries/clickhouse-sql/factory.ts

@@ -3,7 +3,7 @@ import { singleFilter } from "../../../interfaces/filters";
 import { FilterCondition } from "../../../types";
 import { isValidTableName } from "../../clickhouse/schemaUtils";
 import { logger } from "../../logger";
-import { UiColumnMapping } from "../../../tableDefinitions";
+import { UiColumnMappings } from "../../../tableDefinitions";
 import {
   StringFilter,
   DateTimeFilter,
@@ -29,7 +29,7 @@ export class QueryBuilderError extends Error {
 // User input for values (e.g. project_id = <value>) are sent to Clickhouse as parameters to prevent SQL injection
 export const createFilterFromFilterState = (
   filter: FilterCondition[],
-  columnMapping: UiColumnMapping[],
+  columnMapping: UiColumnMappings,
 ) => {
   return filter.map((frontEndFilter) => {
     // checks if the column exists in the clickhouse schema
@@ -120,7 +120,7 @@ export const createFilterFromFilterState = (
 
 const matchAndVerifyTracesUiColumn = (
   filter: z.infer<typeof singleFilter>,
-  uiTableDefinitions: UiColumnMapping[],
+  uiTableDefinitions: UiColumnMappings,
 ) => {
   // tries to match the column name to the clickhouse table name
   logger.debug(`Filter to match: ${JSON.stringify(filter)}`);

packages/shared/src/server/queries/clickhouse-sql/orderby-factory.ts

@@ -1,13 +1,13 @@
 import z from "zod";
 import { OrderByState } from "../../../interfaces/orderBy";
-import { UiColumnMapping } from "../../../tableDefinitions";
+import { UiColumnMappings } from "../../../tableDefinitions";
 import { logger } from "../../logger";
 
 type OrderByStateNotNull = Exclude<OrderByState, null>;
 
 export function orderByToClickhouseSql(
   orderBy: OrderByState | OrderByState[] = [],
-  tableColumns: UiColumnMapping[],
+  tableColumns: UiColumnMappings,
 ): string {
   if (
     !orderBy ||

packages/shared/src/server/queries/createGenerationsQuery.ts

@@ -1,4 +1,4 @@
-import { ObservationView } from "@prisma/client";
+import { ObservationView } from "../repositories";
 
 type AdditionalObservationFields = {
   traceName: string | null;

packages/shared/src/server/queries/index.ts

@@ -18,3 +18,4 @@ export {
   type ClickhouseOperator,
 } from "./clickhouse-sql/clickhouse-filter";
 export { orderByToClickhouseSql } from "./clickhouse-sql/orderby-factory";
+export { createFilterFromFilterState } from "./clickhouse-sql/factory";

packages/shared/src/server/queues.ts

@@ -1,10 +1,17 @@
+/* eslint-disable no-unused-vars */
 import { z } from "zod";
 import { eventTypes } from ".";
+import {
+  BatchActionQuerySchema,
+  BatchActionType,
+} from "../features/batchAction/types";
+import { BatchExportTableName } from "../features/batchExport/types";
 
 export const IngestionEvent = z.object({
   data: z.object({
     type: z.nativeEnum(eventTypes),
     eventBodyId: z.string(),
+    fileKey: z.string().optional(),
   }),
   authCheck: z.object({
     validKey: z.literal(true),
@@ -27,6 +34,10 @@ export const TracesQueueEventSchema = z.object({
   projectId: z.string(),
   traceIds: z.array(z.string()),
 });
+export const ScoresQueueEventSchema = z.object({
+  projectId: z.string(),
+  scoreIds: z.array(z.string()),
+});
 export const ProjectQueueEventSchema = z.object({
   projectId: z.string(),
   orgId: z.string(),
@@ -45,6 +56,9 @@ export const EvalExecutionEvent = z.object({
 export const PostHogIntegrationProcessingEventSchema = z.object({
   projectId: z.string(),
 });
+export const BlobStorageIntegrationProcessingEventSchema = z.object({
+  projectId: z.string(),
+});
 export const ExperimentCreateEventSchema = z.object({
   projectId: z.string(),
   datasetId: z.string(),
@@ -55,10 +69,68 @@ export const DataRetentionProcessingEventSchema = z.object({
   projectId: z.string(),
   retention: z.number(),
 });
+export const BatchActionProcessingEventSchema = z.discriminatedUnion(
+  "actionId",
+  [
+    z.object({
+      actionId: z.literal("score-delete"),
+      projectId: z.string(),
+      query: BatchActionQuerySchema,
+      tableName: z.nativeEnum(BatchExportTableName),
+      cutoffCreatedAt: z.date(),
+      targetId: z.string().optional(),
+      type: z.nativeEnum(BatchActionType),
+    }),
+    z.object({
+      actionId: z.literal("trace-delete"),
+      projectId: z.string(),
+      query: BatchActionQuerySchema,
+      tableName: z.nativeEnum(BatchExportTableName),
+      cutoffCreatedAt: z.date(),
+      targetId: z.string().optional(),
+      type: z.nativeEnum(BatchActionType),
+    }),
+    z.object({
+      actionId: z.literal("trace-add-to-annotation-queue"),
+      projectId: z.string(),
+      query: BatchActionQuerySchema,
+      tableName: z.nativeEnum(BatchExportTableName),
+      cutoffCreatedAt: z.date(),
+      targetId: z.string().optional(),
+      type: z.nativeEnum(BatchActionType),
+    }),
+    z.object({
+      actionId: z.literal("eval-create"),
+      targetObject: z.enum(["trace", "dataset"]),
+      configId: z.string(),
+      projectId: z.string(),
+      cutoffCreatedAt: z.date(),
+      query: BatchActionQuerySchema,
+    }),
+  ],
+);
 
+export const CreateEvalQueueEventSchema = DatasetRunItemUpsertEventSchema.and(
+  z.object({
+    configId: z.string(),
+    timestamp: z.date(),
+  }),
+).or(
+  TraceQueueEventSchema.and(
+    z.object({
+      timestamp: z.date(),
+      configId: z.string(),
+    }),
+  ),
+);
+
+export type CreateEvalQueueEventType = z.infer<
+  typeof CreateEvalQueueEventSchema
+>;
 export type BatchExportJobType = z.infer<typeof BatchExportJobSchema>;
 export type TraceQueueEventType = z.infer<typeof TraceQueueEventSchema>;
 export type TracesQueueEventType = z.infer<typeof TracesQueueEventSchema>;
+export type ScoresQueueEventType = z.infer<typeof ScoresQueueEventSchema>;
 export type ProjectQueueEventType = z.infer<typeof ProjectQueueEventSchema>;
 export type DatasetRunItemUpsertEventType = z.infer<
   typeof DatasetRunItemUpsertEventSchema
@@ -74,6 +146,12 @@ export type PostHogIntegrationProcessingEventType = z.infer<
 export type DataRetentionProcessingEventType = z.infer<
   typeof DataRetentionProcessingEventSchema
 >;
+export type BatchActionProcessingEventType = z.infer<
+  typeof BatchActionProcessingEventSchema
+>;
+export type BlobStorageIntegrationProcessingEventType = z.infer<
+  typeof BlobStorageIntegrationProcessingEventSchema
+>;
 
 export enum QueueName {
   TraceUpsert = "trace-upsert", // Ingestion pipeline adds events on each Trace upsert
@@ -88,10 +166,15 @@ export enum QueueName {
   ExperimentCreate = "experiment-create-queue",
   PostHogIntegrationQueue = "posthog-integration-queue",
   PostHogIntegrationProcessingQueue = "posthog-integration-processing-queue",
+  BlobStorageIntegrationQueue = "blobstorage-integration-queue",
+  BlobStorageIntegrationProcessingQueue = "blobstorage-integration-processing-queue",
   CoreDataS3ExportQueue = "core-data-s3-export-queue",
   MeteringDataPostgresExportQueue = "metering-data-postgres-export-queue",
   DataRetentionQueue = "data-retention-queue",
   DataRetentionProcessingQueue = "data-retention-processing-queue",
+  BatchActionQueue = "batch-action-queue",
+  CreateEvalQueue = "create-eval-queue",
+  ScoreDelete = "score-delete",
 }
 
 export enum QueueJobs {
@@ -107,10 +190,15 @@ export enum QueueJobs {
   ExperimentCreateJob = "experiment-create-job",
   PostHogIntegrationJob = "posthog-integration-job",
   PostHogIntegrationProcessingJob = "posthog-integration-processing-job",
+  BlobStorageIntegrationJob = "blobstorage-integration-job",
+  BlobStorageIntegrationProcessingJob = "blobstorage-integration-processing-job",
   CoreDataS3ExportJob = "core-data-s3-export-job",
   MeteringDataPostgresExportJob = "metering-data-postgres-export-job",
   DataRetentionJob = "data-retention-job",
   DataRetentionProcessingJob = "data-retention-processing-job",
+  BatchActionProcessingJob = "batch-action-processing-job",
+  CreateEvalJob = "create-eval-job",
+  ScoreDelete = "score-delete",
 }
 
 export type TQueueJobTypes = {
@@ -126,6 +214,12 @@ export type TQueueJobTypes = {
     payload: TracesQueueEventType | TraceQueueEventType;
     name: QueueJobs.TraceDelete;
   };
+  [QueueName.ScoreDelete]: {
+    timestamp: Date;
+    id: string;
+    payload: ScoresQueueEventType;
+    name: QueueJobs.ScoreDelete;
+  };
   [QueueName.ProjectDelete]: {
     timestamp: Date;
     id: string;
@@ -180,4 +274,22 @@ export type TQueueJobTypes = {
     payload: DataRetentionProcessingEventType;
     name: QueueJobs.DataRetentionProcessingJob;
   };
+  [QueueName.BatchActionQueue]: {
+    timestamp: Date;
+    id: string;
+    payload: BatchActionProcessingEventType;
+    name: QueueJobs.BatchActionProcessingJob;
+  };
+  [QueueName.CreateEvalQueue]: {
+    timestamp: Date;
+    id: string;
+    payload: CreateEvalQueueEventType;
+    name: QueueJobs.CreateEvalJob;
+  };
+  [QueueName.BlobStorageIntegrationProcessingQueue]: {
+    timestamp: Date;
+    id: string;
+    payload: BlobStorageIntegrationProcessingEventType;
+    name: QueueJobs.BlobStorageIntegrationProcessingJob;
+  };
 };