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MCP & AI Agents

Model Context Protocol guides: giving AI coding agents codebase context, designing MCP tools, and using repowise with Claude Code, Cursor and ChatGPT.
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MCP & AI Agents 8 min read

Your MCP Server Is Probably Not Being Called

We ran the same MCP servers and questions on Codex and Claude Code. Adoption swung from every question to none, and the cause is tool discovery.

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MCP & AI Agents 8 min read

Giving AI Coding Agents Real Codebase Context

Codebase context for AI agents is a queryable index served over MCP. See how ten tools replace prompt-stuffing, and what it saves in a measured agent loop.

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  1. MCP & AI Agents

    Claude Code MCP: How to Add Servers, and 6 Codebase Indexing Options

    Add an MCP server to Claude Code with claude mcp add, pick a scope, then compare six codebase indexing servers measured on the same django questions.

    Read9 min read

  2. MCP & AI Agents

    Connect ChatGPT or Claude.ai to a Private GitHub Repo with MCP

    Give Claude.ai or ChatGPT a whole private GitHub repo through a remote MCP server instead of a file picker. Setup steps for both, plus what each option reads.

    Read8 min read

  3. MCP & AI Agents

    Context7 Alternative: Options for Library Docs and Your Own Code

    The best Context7 alternative depends on your docs: Ref, GitMCP and DeepWiki MCP for libraries, repowise for your own code. Checked October 2026.

    Read8 min read

  4. MCP & AI Agents

    Repository Intelligence for Coding Agents: 2026 Buyer's Guide

    Seven context tools for coding agents compared on code graph, git history, privacy and price, plus a one-hour test to run on your own repository.

    Read9 min read

  5. MCP & AI Agents

    Use Your GitHub Repo in Claude.ai and ChatGPT with One Command

    Run repowise publish in a cloned GitHub repo to get an MCP URL for Claude.ai or ChatGPT. Indexed from GitHub, nothing uploaded, free for public repos.

    Read6 min read

  6. MCP & AI Agents

    Claude Code Context Management for Large Codebases

    Keep Claude Code accurate on a large repo: a short CLAUDE.md, /clear and /compact, and MCP tools that return one small slice of the codebase per question.

    Read8 min read

  7. MCP & AI Agents

    Cursor MCP: Give Cursor Real Codebase Context

    Set up Cursor MCP for codebase context: the mcp.json config, which servers to add, and a three-question test that proves Cursor is calling the tools.

    Read8 min read

  8. MCP & AI Agents

    What Does MCP Send to Claude Code? The Real Messages

    The JSON-RPC messages an MCP server exchanges with Claude Code, with a real tools/call example captured from repowise and a count of what costs tokens.

    Read9 min read

  9. MCP & AI Agents

    Ten MCP Tools That Make AI Agents Useful for Code

    The ten MCP tools repowise gives coding agents, what each returns, when to call it, and the order that works on a real codebase.

    Read9 min read

  10. MCP & AI Agents

    Give Your AI Agent Codebase Context Without Stuffing the Prompt

    Give an AI agent codebase context by letting it query a structured index over MCP instead of pasting files, with the measured token and tool-call savings.

    Read8 min read

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