Journal
Notes from the tool runtime.
Engineering notes on local API MCP packs, coding agents, version-pinned tools, and docs fallback workflows.
Your coding agents have been writing things down. You can't read any of it.
Claude Code, Codex, Cursor, and Windsurf each maintain their own memory. Docmancer harvests all of it into one local index, then uses Mistral to consolidate it into a durable draft you can apply back to any agent.
memorycoding-agentsmistrallocal-first
How to install your first API MCP pack
Install a local, version-pinned Open-Meteo MCP pack with Docmancer, verify it with mcp doctor, and let your coding agent call a real weather API with no API key and no account setup.
api-mcpmcpcoding-agentsopen-meteolocal-first
Context engineering for coding agents: what the model can see, not what you ask
A concrete framework for context engineering in coding agents. Four context surfaces, token costs per surface, and how to measure retrieval quality before tuning prompts.
context-engineeringcoding-agentsretrieval