Resources
Agents know what you give them.
Here is how to give them more.
Long reads on MCP servers, retrieval, prompt and document management, and connecting Claude, Cursor, and ChatGPT to one store of context.
- 9 articles
- RSS feed
- Chat Agents13 min read
Inside Ask Context Repo: How a LangGraph Agent Turns Docs into Cited Answers
How Ask Context Repo uses a LangGraph agent, Context Repo's retrieval API, and a middleware stack to deliver cited answers from the docs.
- Search & Retrieval12 min read
Cited Answers, Not Just Search Results
How Context Repo's reason tool turns retrieved document evidence into best-effort answers with citations and non-exhaustive limitations.
- Agent Discovery13 min read
How Agent Discovery Works
How Context Repo makes itself readable to AI agents through llms.txt, well-known metadata, MCP discovery, OpenAPI, markdown negotiation, and feature-specific agent routes, with Ora.ai as a third-party readiness benchmark.
- Search & Retrieval13 min read
Why Hierarchical Retrieval Finds More Than Flat RAG
How Context Repo's Deep Search keeps document structure in the retrieval loop, why that improves recall for AI agents, and why it costs more than keyword search, one-vector-per-document search, or flat chunk RAG.
- MCP Servers13 min read
How MCP Servers Connect AI Agents to Knowledge Bases
A grounded look at the Model Context Protocol, what an MCP server does, and what clients need to connect to Context Repo's 29-tool hosted server.
- Prompt Management12 min read
Prompt and Document Management for AI Agents
How a context repository handles the day-to-day mechanics of prompts and documents that AI agents actually consume: version snapshots, stored prompt variables, semantic search, and 75+ file formats over MCP and REST.
- Search & Retrieval12 min read
Semantic Search and Deep Search: Two Retrieval Layers
Why Context Repo ships both a catalog-level semantic search and a hierarchical chunk navigator, and how to pick the right one for the question your AI agent is actually asking.
- Integrations12 min read
Using Context Repo with Claude, Cursor, and ChatGPT
How a single context repository travels across Cursor, Claude Desktop, Claude.ai, and ChatGPT. Real workflows for the engineer, the researcher, and the operator, plus the Chrome extension that feeds all three.
- AI Agents10 min read
What Is an AI Context Repo for Agents?
What an AI context repository is, what belongs inside it, and how humans and connected agents retrieve shared prompts, documents, and collections.
Context Repo
Keep your context in one place.
Every agent reads the same copy.
Illustrative activity: documents and prompts lighting up as connected AI tools read and write them.