ak-mcp
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TDQS
Scored across 8 tools
Each tool has a clearly distinct purpose: search, API details, API listing, guide, guardrails, project start, log analysis, LCD decode. No overlap or ambiguity.
All tools follow a consistent verb_noun pattern with underscores, using the 'ak' prefix (search_ak_docs, get_ak_api, etc.), making them predictable and easy to understand.
Eight tools is well-scoped for an embedded firmware development assistant. It covers documentation, API reference, guides, project initialization, and debugging without being overwhelming or too sparse.
The tool set covers key developer workflows: searching docs, retrieving API signatures, getting guides and rules, starting projects, and analyzing logs and LCD output. Minor gaps like a build tool or flash utility are likely out of scope.