# jitprompt

> jitprompt keeps the operating instructions AI agents follow — policies, runbooks, style guides, data dictionaries — and serves the relevant sections just in time over the Model Context Protocol (MCP), with a REST API for managing documents.

The documentation is also available as Markdown: every page at its URL plus `.md`, and everything in one file at https://docs.jitprompt.com/llms-full.txt.

## Getting Started

- [What is jitprompt?](https://docs.jitprompt.com/getting-started/introduction.md): Operating instructions for your AI agents, served just in time over MCP.
- [Quickstart](https://docs.jitprompt.com/getting-started/quickstart.md): Sign up, upload a document, create an API key and connect Claude Code.

## Concepts

- [Organizations, roles and namespaces](https://docs.jitprompt.com/concepts/organizations-and-namespaces.md): Who can do what, and how API keys are scoped.
- [Documents and ingestion](https://docs.jitprompt.com/concepts/documents-and-ingestion.md): What happens when you upload, and which files work best.
- [How retrieval works](https://docs.jitprompt.com/concepts/how-retrieval-works.md): The table of contents, search signals, and the token budget.
- [Plans and limits](https://docs.jitprompt.com/concepts/plans-and-limits.md): The four limits every plan has, and what happens when you reach one.

## Connect your agent

- [Claude Code](https://docs.jitprompt.com/connect-your-agent/connect-claude-code.md): Add a namespace to Claude Code as a remote MCP server.
- [Claude Desktop](https://docs.jitprompt.com/connect-your-agent/connect-claude-desktop.md): Connect through mcp-remote with your API key.
- [Anthropic API](https://docs.jitprompt.com/connect-your-agent/connect-anthropic-api.md): Use the MCP connector in the Messages API — no client code for the tools.
- [OpenAI](https://docs.jitprompt.com/connect-your-agent/connect-openai.md): Use jitprompt from the OpenAI Responses API or the OpenAI Agents SDK.
- [Grok (xAI)](https://docs.jitprompt.com/connect-your-agent/connect-grok.md): Use jitprompt from Grok through xAI's remote MCP tools.
- [LangChain and LangGraph (any model)](https://docs.jitprompt.com/connect-your-agent/connect-langchain.md): One agent setup for Claude, OpenAI, Gemini, Grok and other models, through LangChain's MCP adapter.
- [Qwen and other open-weight models](https://docs.jitprompt.com/connect-your-agent/connect-open-weight.md): Use jitprompt with Qwen through Qwen-Agent, or with any local model (Qwen, gpt-oss, Llama…) through Ollama.
- [Other MCP clients and frameworks](https://docs.jitprompt.com/connect-your-agent/connect-other-clients.md): Connection details for any client that speaks MCP over HTTP.
- [jitprompt's docs over MCP](https://docs.jitprompt.com/connect-your-agent/docs-mcp.md): Give your agent these docs, served by jitprompt, with the key you already have.

## Working with documents

- [Upload from scripts and CI](https://docs.jitprompt.com/working-with-documents/upload-from-ci.md): Keep instructions in Git and publish them on every merge.
- [Writing prompts for agents](https://docs.jitprompt.com/working-with-documents/agent-prompting.md): Get agents to check their instructions at the right moments.
- [Search sandbox](https://docs.jitprompt.com/working-with-documents/search-sandbox.md): See what an agent gets for a plan before it asks — and compare phrasings.
- [Agent skills](https://docs.jitprompt.com/working-with-documents/agent-skills.md): Give any agent a library of skills it loads only when a task calls for one.

## Reference

- [MCP tools](https://docs.jitprompt.com/reference/mcp-tools.md): The three tools an agent sees, their arguments and their output.
- [Errors and rate limits](https://docs.jitprompt.com/reference/errors.md): Status codes from the REST API and what to do about them.

## API

- [OpenAPI document](https://docs.jitprompt.com/openapi.json): the REST API for managing documents (13 paths), base URL https://app.jitprompt.com, bearer API key
- [MCP server](https://app.jitprompt.com/mcp): streamable HTTP; tools get_toc, get_section, search_instructions; header `Authorization: Bearer imcp_...`

## Optional

- [Full documentation](https://docs.jitprompt.com/llms-full.txt): every page above in one file