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Field study · Retrieval and operations

Local Agent Tools

Small MCP tools provide repository retrieval, bounded source context, and concurrent HTTP service checks.

Code RAGsemantic repository search
Boundedsource retrieval
Goconcurrent HTTP checks
01 / Context

Find the implementation by meaning.

  1. 01Index local repository source
  2. 02Embed chunks with a local model
  3. 03Search the Qdrant index
  4. 04Retrieve bounded source lines

Code RAG exposes semantic search and source reading through MCP. Credential patterns and generated run artifacts are excluded from the index by the implementation.

02 / Operations

Health that an agent can inspect.

Go Healthcheck offers CLI and MCP access to concurrent HTTP checks. Results include response status, elapsed time, and errors within a bounded timeout.

A successful response is evidence of HTTP reachability. It does not prove a model is using the intended GPU or that a downstream task will succeed.

03 / Scope

A toolbox for the larger projects.

These tools support the local coding workflow and the fleet rather than forming another hosted dashboard. The public website contains no operational checking endpoint.