need

<p align="center"> <img src="assets/logo.svg" alt="need" width="400" /> </p>

<p align="center"><strong>Tool discovery for AI agents.</strong></p>

<p align="center"> <a href="https://github.com/tuckerschreiber/need/actions/workflows/ci.yml"><img src="https://github.com/tuckerschreiber/need/actions/workflows/ci.yml/badge.svg" alt="CI" /></a> <a href="https://www.npmjs.com/package/@agentneeds/need"><img src="https://img.shields.io/npm/v/%40agentneeds/need?color=c8e64a&label=npm" alt="npm version" /></a> <a href="https://github.com/tuckerschreiber/need/blob/main/LICENSE"><img src="https://img.shields.io/github/license/tuckerschreiber/need?color=c8e64a" alt="license" /></a> <a href="https://www.npmjs.com/package/@agentneeds/need"><img src="https://img.shields.io/npm/dm/%40agentneeds/need?color=c8e64a&label=downloads" alt="downloads" /></a> </p>

AI agents hallucinate package names. need gives them a verified index of 10,000+ CLI tools — and a closed feedback loop that gets smarter with every install.

<p align="center"> <img src="assets/demo.gif" alt="need in action inside Claude Code" width="640" /> </p>

What happens

You ask Claude to "compress these PNGs". Claude doesn't have pngquant installed and doesn't know what the best tool is. But need is running as an MCP server in the background, so Claude automatically:

1. Searches need for "compress png images"
2. Installs the top result (brew install pngquant)
3. Runs it on your files
4. Reports that it worked — so the next agent's search ranks pngquant higher

You never interact with need directly. You just see the result.

  search → install → use → report
    ↑                        |
    └────── rankings ────────┘

Install

npm install -g @agentneeds/need

That's it. MCP servers are automatically configured for Claude Code, Cursor, and Claude Desktop on install. Your AI agent can immediately discover and install CLI tools without you doing anything.

Or try it now without installing: npx @agentneeds/need "compress png images"

How agents use it

Under the hood, need exposes three MCP tools that agents call autonomously:

1. search_tools — semantic search across 10,000+ CLI tools
2. install_tool — install the best match (security allowlist: brew, apt, npm, pip, cargo only)
3. report_tool_usage — report success or failure, improving rankings for every future agent

No API keys. No accounts. No configuration. The agent handles the entire loop without leaving your editor.

Works for humans too

need also works as a standalone CLI — semantic search that understands intent, not just keywords.

need convert pdf to png
need find duplicate files
need compress video without losing quality

How it works

Queries are embedded with OpenAI's text-embedding-3-small and matched against a pgvector database of CLI tools. Results are ranked by semantic similarity combined with community success/failure signals from report_tool_usage.

Browse tools

Explore all 10,000+ indexed tools at agentneeds.dev.

Architecture

Package	Description
cli/	The need CLI and MCP server (npm)
api/	Search API — Cloudflare Workers + Neon Postgres + pgvector
site/	Marketing site and tool directory (agentneeds.dev)

Contributing

git clone https://github.com/tuckerschreiber/need.git
cd need
npm install
cd cli && npm run build && npm test

License

MIT