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Org context for AI agents
Notes on the GitHub Org Context API, the MCP server, and giving AI agents the context of your whole organization.
Context API · AI agents · MCP
What is a GitHub Org Context API?
A GitHub Org Context API turns your whole organization into structured, LLM-ready context — ownership, dependencies, expertise, and review history — so AI agents stop flying blind. Here's what that means and why the raw GitHub API isn't enough.
Jul 29, 2026 · 6 min read
AI agents · Org context · Build vs buy
Org context for AI agents: why raw GitHub data isn't enough
AI agents are only as good as their context. Raw GitHub events and RAG-over-repo give you objects and text chunks — not the organization. Here's why agent builders need an org context layer, and why building it in-house is undifferentiated work.
Jul 29, 2026 · 7 min read
MCP · AI agents · How-to
The MCP server for GitHub org context
Give any MCP-compatible agent — Claude, Cursor, your own — the context of your whole GitHub org as native tools, with zero glue code. Here's how the EOS MCP server works, its seven tools, and how to wire it up in a minute.
Jul 29, 2026 · 6 min read