The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Codedb
Zig code intelligence server and MCP toolset for AI agents. Fast tree, outline, symbol, search, read, edit, deps, snapshot, and remote GitHub repo queries.
Install
npx -y codedeebee mcpclaude mcp add codedb -- npx -y codedeebee mcp{
"mcpServers": {
"codedb": {
"command": "npx",
"args": [
"-y",
"codedeebee",
"mcp"
]
}
}
}Install command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →codedb Big repo. Little map. Find the code that matters.
Code intelligence for your coding agent. Built in Zig. Connected over MCP.
Install · Quick start · Tools · Benchmarks · Data & privacy · Harness · Meet the family ↗
Your agent has a task. Somewhere in your repository are the definition it needs, the caller that explains it, and the test that keeps it honest. codedb draws the map: focused source context, symbols, callers, outlines, and dependencies. Your coding client uses its own native tools to make the edit.
A context engine, not an editor. codedb has no edit capability. Use it with Graff, Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Devin, oh-my-pi, Hermes, Qwen Code, ZCode, Trae, Cline, Copilot CLI, Antigravity, Kiro, OpenCode, or another MCP client.
🧭 Give your agent a compass
| Ask your agent… | codedb helps it… |
|---|---|
| “Where does session refresh happen?” | Find relevant files and source excerpts with codedb_context |
| “Explain this function and who uses it.” | Read the definition and callers with codedb_explain |
| “How does this request reach the database?” | Trace a chain between symbols with codedb_callpath |
| “What's in this part of the repo?” | Browse with codedb_list_dir and inspect file outlines |
Structural search runs locally. Default hybrid retrieval also uses hosted
embeddings; choose semantic=local for local-only retrieval. See
Data & Privacy for what each mode sends and stores.
⚡ Install
macOS and Linux
curl -fsSL https://codedb.codegraff.com/install.sh | bash
Downloads the binary for your platform and auto-registers codedb as an MCP server in Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Devin, oh-my-pi, Hermes, Qwen Code, ZCode, Trae, Cline, Copilot CLI, Antigravity, Kiro, and OpenCode — each written directly and additively into that tool's config (only when the tool is present). The installer prints the exact codedb mcp command it registered plus hook setup pointers for Codex and Claude Code.
On Windows, run this command inside WSL only if you want the Linux binary inside WSL. For the native Windows binary, use PowerShell below.
Windows
Run in PowerShell:
irm https://raw.githubusercontent.com/justrach/codedb/v0.2.5841/install/install.ps1 | iex
Run the same command again to update codedb.
npm/npx on macOS and Linux
npx -y codedeebee mcp
Or install globally:
npm install -g codedeebee
codedb mcp
The npm package is named codedeebee (the bare codedb name is restricted on npm); it ships a thin launcher that downloads the matching native binary from GitHub Releases on postinstall and verifies the SHA256 checksum. The installed CLI is still called codedb.
The launcher already knows how to fetch codedb-windows-x86_64.exe, but the currently published codedeebee predates that release asset, so npx -y codedeebee mcp does not work on Windows yet — it becomes available with the next published release. Use the PowerShell installer above until then.
Useful for MCP clients (Claude Code, Cursor, opencode, Claude Desktop) that already use npx:
{
"codedb": {
"type": "local",
"command": ["npx", "-y", "codedeebee"],
"args": ["mcp"],
"enabled": true
}
}
Similar plugs
Reverse engineer anything with agents, from app behavior down to native binaries.
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype…
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
Open-source Python library for AI browser agents, plus Browser Use Cloud: stealth browsers and a hosted agent API.