AI Developer Toolkit documentation
Server Details
Search and read guides on Claude Code, Codex and Cursor, in English and Polish.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- Repository
- mjaskolski/developer-toolkit-mcp
- GitHub Stars
- 0
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 2 tools
search and fetch are cleanly separated: search returns up to 10 ranked snippets with ids, fetch retrieves the full markdown for exactly one id. The descriptions explicitly cross-reference each other (fetch requires an id from search), so an agent cannot reasonably misselect between them.
Both tools use a single lowercase imperative verb with no mixed casing or alternate verb styles. The two names are short, parallel, and follow the same predictable convention throughout the set.
Two tools is below the typical 3-15 sweet spot, but for a read-only documentation corpus the search+fetch pair is the minimal complete capability set and each tool clearly earns its place. No extraneous tools are present.
The retrieve-lifecycle is covered: discovery via search and full-text retrieval via fetch, which is the full CRUD-equivalent surface for a read-only docs corpus. Minor gaps exist around result pagination, browsing the index, or fetching multiple articles at once, but agents can work around these with narrower queries and repeated fetch calls.
Available Tools
2 toolsfetchFetch a documentation articleARead-onlyInspect
Retrieve the complete markdown of one documentation article by the id returned from search (for example en/claude-code/advanced-techniques/hooks-automation). The text is returned in full; metadata.gated only reports whether the article sits behind the paywall on the web. An unknown id is an error — call search first.
Inputs: id (required). Returns: id, url, text, title, +1 more
searchSearch the documentationARead-onlyInspect
Search the AI Developer Toolkit documentation: 1100+ guides on Cursor, Claude Code and OpenAI Codex, covering setup, agent workflows, hooks, MCP, testing, CI and deployment, in English and Polish. Returns at most 10 ranked results, each with a short snippet rather than the article text; an empty list means the corpus has nothing on the topic. Pass a result id to fetch for the full text.
Inputs: query (required). Returns: results
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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