Langfuse's 147-line llms.txt shows what thorough AI preparation looks like

Langfuse is an open-source LLM engineering platform that empowers teams to collaboratively debug and enhance their LLM applications with integrated tools.

This llms.txt provides essential information about the Langfuse platform, including its documentation API and tools for searching relevant resources. Readers can gain insights into setting up and utilizing Langfuse effectively within their development environments, ensuring a more efficient LLM application lifecycle.

147
Lines
-86% vs avg
3
Sections
-82% vs avg
1000+
Companies
using llms.txt
1
Files
llms.txt

Key Insights

Focused approach

A streamlined 3-section structure keeps things simple and scannable.

Optimal length

At 147 lines, this file balances detail with AI context window efficiency.

llms.txt Preview

First 100 lines of 147 total

# Langfuse

> Langfuse is an **open-source LLM engineering platform** ([GitHub](https://github.com/langfuse/langfuse)) that helps teams collaboratively debug, analyze, and iterate on their LLM applications. All platform features are natively integrated to accelerate the development workflow.

## Langfuse Docs MCP Server

Connect to the Langfuse Docs MCP server to access documentation directly in your AI editor:

- **Endpoint**: `https://langfuse.com/api/mcp`
- **Transport**: `streamableHttp`
- **Documentation**: [Langfuse Docs MCP Server](https://langfuse.com/docs/docs-mcp)

The MCP server provides tools to search Langfuse documentation, GitHub issues, and discussions. See the [installation guide](https://langfuse.com/docs/docs-mcp) for setup instructions in Cursor, VS Code, Claude Desktop, and other MCP clients.

## Docs

- [Docs](https://langfuse.com/docs.md)
- [Audit Logs](https://langfuse.com/docs/administration/audit-logs.md)
- [Authentication And Sso](https://langfuse.com/docs/administration/authentication-and-sso.md)
- [Billable Units](https://langfuse.com/docs/administration/billable-units.md)
- [Data Deletion](https://langfuse.com/docs/administration/data-deletion.md)
- [Data Retention](https://langfuse.com/docs/administration/data-retention.md)
- [Llm Connection](https://langfuse.com/docs/administration/llm-connection.md)
- [Rbac](https://langfuse.com/docs/administration/rbac.md)
- [Scim And Org Api](https://langfuse.com/docs/administration/scim-and-org-api.md)
- [Spend Alerts](https://langfuse.com/docs/administration/spend-alerts.md)
- [Troubleshooting And Faq](https://langfuse.com/docs/administration/troubleshooting-and-faq.md)
- [Export From Ui](https://langfuse.com/docs/api-and-data-platform/features/export-from-ui.md)
- [Export To Blob Storage](https://langfuse.com/docs/api-and-data-platform/features/export-to-blob-storage.md)
- [Mcp Server](https://langfuse.com/docs/api-and-data-platform/features/mcp-server.md)
- [Observations Api](https://langfuse.com/docs/api-and-data-platform/features/observations-api.md)
- [Public Api](https://langfuse.com/docs/api-and-data-platform/features/public-api.md)
- [Query Via Sdk](https://langfuse.com/docs/api-and-data-platform/features/query-via-sdk.md)
- [Overview](https://langfuse.com/docs/api-and-data-platform/overview.md)
- [Ask Ai](https://langfuse.com/docs/ask-ai.md)
- [Demo](https://langfuse.com/docs/demo.md)
- [Docs Mcp](https://langfuse.com/docs/docs-mcp.md)
- [Core Concepts](https://langfuse.com/docs/evaluation/core-concepts.md)
- [Annotation Queues](https://langfuse.com/docs/evaluation/evaluation-methods/annotation-queues.md)
- [Llm As A Judge](https://langfuse.com/docs/evaluation/evaluation-methods/llm-as-a-judge.md)
- [Score Analytics](https://langfuse.com/docs/evaluation/evaluation-methods/score-analytics.md)
- [Scores Via Sdk](https://langfuse.com/docs/evaluation/evaluation-methods/scores-via-sdk.md)
- [Scores Via Ui](https://langfuse.com/docs/evaluation/evaluation-methods/scores-via-ui.md)
- [Data Model](https://langfuse.com/docs/evaluation/experiments/data-model.md)
- [Datasets](https://langfuse.com/docs/evaluation/experiments/datasets.md)
- [Experiments Via Sdk](https://langfuse.com/docs/evaluation/experiments/experiments-via-sdk.md)
- [Experiments Via Ui](https://langfuse.com/docs/evaluation/experiments/experiments-via-ui.md)
- [Overview](https://langfuse.com/docs/evaluation/overview.md)
- [Troubleshooting And Faq](https://langfuse.com/docs/evaluation/troubleshooting-and-faq.md)
- [Custom Dashboards](https://langfuse.com/docs/metrics/features/custom-dashboards.md)
- [Metrics Api](https://langfuse.com/docs/metrics/features/metrics-api.md)
- [Overview](https://langfuse.com/docs/metrics/overview.md)
- [Data Model](https://langfuse.com/docs/observability/data-model.md)
- [Agent Graphs](https://langfuse.com/docs/observability/features/agent-graphs.md)
- [Comments](https://langfuse.com/docs/observability/features/comments.md)
- [Corrections](https://langfuse.com/docs/observability/features/corrections.md)
- [Environments](https://langfuse.com/docs/observability/features/environments.md)
- [Log Levels](https://langfuse.com/docs/observability/features/log-levels.md)
- [Masking](https://langfuse.com/docs/observability/features/masking.md)
- [Mcp Tracing](https://langfuse.com/docs/observability/features/mcp-tracing.md)
- [Metadata](https://langfuse.com/docs/observability/features/metadata.md)
- [Multi Modality](https://langfuse.com/docs/observability/features/multi-modality.md)
- [Observation Types](https://langfuse.com/docs/observability/features/observation-types.md)
- [Queuing Batching](https://langfuse.com/docs/observability/features/queuing-batching.md)
- [Releases And Versioning](https://langfuse.com/docs/observability/features/releases-and-versioning.md)
- [Sampling](https://langfuse.com/docs/observability/features/sampling.md)
- [Sessions](https://langfuse.com/docs/observability/features/sessions.md)
- [Tags](https://langfuse.com/docs/observability/features/tags.md)
- [Token And Cost Tracking](https://langfuse.com/docs/observability/features/token-and-cost-tracking.md)
- [Trace Ids And Distributed Tracing](https://langfuse.com/docs/observability/features/trace-ids-and-distributed-tracing.md)
- [Url](https://langfuse.com/docs/observability/features/url.md)
- [User Feedback](https://langfuse.com/docs/observability/features/user-feedback.md)
- [Users](https://langfuse.com/docs/observability/features/users.md)
- [Get Started](https://langfuse.com/docs/observability/get-started.md)
- [Overview](https://langfuse.com/docs/observability/overview.md)
- [Advanced Features](https://langfuse.com/docs/observability/sdk/advanced-features.md)
- [Instrumentation](https://langfuse.com/docs/observability/sdk/instrumentation.md)
- [Overview](https://langfuse.com/docs/observability/sdk/overview.md)
- [Troubleshooting And Faq](https://langfuse.com/docs/observability/sdk/troubleshooting-and-faq.md)
- [Upgrade Path](https://langfuse.com/docs/observability/sdk/upgrade-path.md)
- [Troubleshooting And Faq](https://langfuse.com/docs/observability/troubleshooting-and-faq.md)
- [Data Model](https://langfuse.com/docs/prompt-management/data-model.md)
- [A B Testing](https://langfuse.com/docs/prompt-management/features/a-b-testing.md)
- [Caching](https://langfuse.com/docs/prompt-management/features/caching.md)
- [Composability](https://langfuse.com/docs/prompt-management/features/composability.md)
- [Config](https://langfuse.com/docs/prompt-management/features/config.md)
- [Folders](https://langfuse.com/docs/prompt-management/features/folders.md)
- [Github Integration](https://langfuse.com/docs/prompt-management/features/github-integration.md)
- [Guaranteed Availability](https://langfuse.com/docs/prompt-management/features/guaranteed-availability.md)
- [Link To Traces](https://langfuse.com/docs/prompt-management/features/link-to-traces.md)
- [Mcp Server](https://langfuse.com/docs/prompt-management/features/mcp-server.md)
- [Message Placeholders](https://langfuse.com/docs/prompt-management/features/message-placeholders.md)
- [N8n Node](https://langfuse.com/docs/prompt-management/features/n8n-node.md)
- [Playground](https://langfuse.com/docs/prompt-management/features/playground.md)
- [Prompt Version Control](https://langfuse.com/docs/prompt-management/features/prompt-version-control.md)
- [Variables](https://langfuse.com/docs/prompt-management/features/variables.md)
- [Webhooks Slack Integrations](https://langfuse.com/docs/prompt-management/features/webhooks-slack-integrations.md)
- [Get Started](https://langfuse.com/docs/prompt-management/get-started.md)
- [Overview](https://langfuse.com/docs/prompt-management/overview.md)
- [Troubleshooting And Faq](https://langfuse.com/docs/prompt-management/troubleshooting-and-faq.md)

Langfuse is set up. Is yours?

Check your AI readiness in 30 seconds. See who AI recommends in your space. Free, no signup.

1000+ sites already set up

Langfuse is ready for AI. Are you?

Check your AI readiness score in 30 seconds — free, no signup required. Then generate your own llms.txt and start tracking your visibility.