latitude-llm – latitude-dev
Latitude 是一个开源的 AI 监控平台。
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README 详细介绍

Make your AI agents self-healing
Agents that fix themselves, at scale.
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🌈 Why Latitude?
Latitude finds where your agent fails and gets it fixed.
- Observe: one line of telemetry captures every trace: multi-turn sessions, tool calls, and full execution paths. _(traces, sessions, tool-call observability, OpenTelemetry ingest)_
- Understand: failing traces are auto-grouped into tracked signals with status, size, and trend, so you see what's breaking and how often. _(signals, flaggers, behaviours, semantic search, annotations)_
- Fix: Latitude dispatches your coding agents (Claude Code, Cursor) with the full context, sample traces, and a deep link. It writes the smallest correct fix and opens a PR. _(Agent Dispatch, MCP server, Linear & webhook dispatch)_
- Verify: fixes are replayed against the real failing traces, so fixed failures don't come back. _(regression datasets, monitors, alerts)_
Everything you can do in the UI is also available from your coding agent via the MCP server and the CLI.
📚 Table of contents
- Quick start
- Integrations
- With Claude Code
- Development
- Self-host
- Community
- Contributing
- License
- Links
⚡ Quick start
You can use Latitude for free, including 20K credits/month, 30-day data retention, and unlimited seats.
Sign up at latitude.so and grab your API key and project slug.
Recommended: ask your coding agent
Paste this prompt into Claude Code, Cursor, Windsurf, Codex, OpenCode, or another coding agent:
Install the `latitude-setup` skill from `github.com/latitude-dev/skills`, and use it to add Latitude tracing to this app following best practices.
Manual TypeScript setup
npm install @latitude-data/telemetry
This example uses OpenAI; replace it with the LLM SDK your app already imports.
import { Latitude } from "@latitude-data/telemetry";
import OpenAI from "openai";
const latitude = new Latitude({
apiKey: process.env.LATITUDE_API_KEY!,
project: process.env.LATITUDE_PROJECT_SLUG!,
instrumentations: { openai: OpenAI },
});
const client = new OpenAI();
await client.chat.completions.create({
model: "gpt-4o",
messages: [{ role: "user", content: "Hello" }],
});
await latitude.shutdown();
Every supported LLM call now shows up as a trace in Latitude. Use capture() at request, conversation, or agent boundaries when you want to add user IDs, session IDs, tags, or metadata.
Python and any OpenTelemetry-compatible runtime are also supported. Full setup, provider guides, and OTel passthrough are in the Start tracing guide.
🔌 Integrations
Latitude is provider-agnostic. Telemetry works out of the box with most model providers and frameworks (OpenAI, Anthropic, Bedrock, Vercel AI SDK, LangChain, and more), plus any OTEL-compatible application.
See the full integration list for setup instructions.
✳️ With Claude Code
Building inside Claude Code? We have a dedicated package that captures full session transcripts as traces.
Check out docs.
npx -y @latitude-data/claude-code-telemetry install
Works in the terminal, the Desktop app, and IDE extensions.
🛠️ Development
Check out the Development setup and the Contributing guide to get started contributing to Latitude.
🏠 Self-host
Latitude is self-hostable at any scale, on fully open infrastructure. Pull the ready-to-go container images on Docker Hub:

- Single-host (simple) — a production-grade instance on one machine with Docker Compose, follow the Single-host guide.
- Cluster (advanced) — a scalable, highly-available deployment on Kubernetes via a Helm chart, follow the Cluster guide.
- One-click (Railway) — the whole stack on managed infrastructure, easy deploy through Railway.
👥 Community
Join the Slack community to ask questions, share feedback, and show what you're building.
📄 License
Latitude is licensed under the MIT License.
🤝 Contributing
Contributions are welcome. Read the Contributing Guide to get started, then join the Slack community, open an issue, or submit a pull request.
New to the project? Good first issues are a friendly place to start.
🧑💻 Thanks to all of our contributors
🔗 Links
Made with love by the Latitude Team