MCP

MCP for Repo Retrieval: A Practical Guide

MCP is useful when your client already speaks tools. The key is to keep the retrieval problem narrow and tied to one repository.

AI agent buildersIntermediatetutorial7 min readApril 10, 2026

Why MCP matters here

If your client already supports MCP, Repokit gives you a retrieval layer without forcing a custom wrapper before you can test the workflow.

The important constraint is still the same: one repository, one task, ranked files first.

What to keep narrow

  • Do not turn this into a broad autonomous coding story.
  • Keep the repository explicit in every request.
  • Use MCP because the client model fits it, not because MCP itself solves retrieval quality.

Minimal tool call

MCP tools/callbash
curl -sS -X POST \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer <your_token>" \
  https://mcp.repokit.co/mcp \
  -d '{
    "jsonrpc": "2.0",
    "id": 3,
    "method": "tools/call",
    "params": {
      "name": "find_relevant_files",
      "arguments": {
        "repository_id": "<repository_id>",
        "query": "find the auth middleware files affecting request validation",
        "top_k": 3
      }
    }
  }'
MCP initialize can be unauthenticated, but actual tool calls still require bearer auth.

Where to start

Use the human-facing MCP page and docs first, then move to the raw endpoint when you are ready to configure a real client.

Next up

Use the shortest path through submission, readiness, verification, API, and MCP.

Related reading

How to Use MCP with a Single Repository

A narrower MCP workflow for agent builders who want repository-aware retrieval without drifting into broad multi-repo context or vague tool usage.

Read article

How to Verify Repo Retrieval on Your Own Code

A practical verification workflow for testing Repokit on your own repository once it reaches ready and you can issue a verification token.

Read article

How to Interpret Ranked File Results

Use the ranked shortlist as an inspection order, not as a blind answer, and learn what the scores and neighboring files are actually telling you.

Read article

Featured paths

If the next useful move is clearer than another article, take it.

Use the main Repokit paths to move from blog reading into docs, submission, API, or MCP without leaving the same funnel.

Verification path

Understand ready, tokens, and the real beta flow.

Use the verification and readiness content to judge the product on your own code instead of on generic examples.

API path

Build an internal tool with direct HTTP control.

Go from human-facing API guidance into a real integration once the verification flow and repository boundary are clear.

MCP path

Connect a tool-capable client through MCP.

Keep the scope narrow to one repository and one retrieval task before you try to scale the workflow outward.