{"repo":"hunhee98/pluck","free":true,"listed":false,"github":"https://github.com/hunhee98/pluck","clone":"git clone https://github.com/hunhee98/pluck.git","description":"MCP-native code retrieval for AI agents — 84-88% fewer read tokens, BM25F + semantic search, AST chunks, session dedup","language":"Rust","stars":40,"topics":["ai-agents","bm25","claude-code","cli","code-intelligence","code-search","context-window","developer-tools","embeddings","llm"],"license":"MIT","category":"ai-agents","readme_excerpt":"한국어로 보기 The MCP-native Code Retrieval Engine for AI Agents 84-88 % fewer tokens on code reads · 71 % shorter CI logs · 0.07 ms warm search — every number gated by benchmarks/baseline.json Quickstart • Why Pluck? • MCP Tools • CLI • Benchmarks pluck is a local Rust daemon that replaces cat and grep as the default way AI agents read and search code. It exposes symbol-aware code reading and search to agents over the Model Context Protocol (MCP). Smart outlines cut eligible code-read tokens by 84-88 % , CI logs compress by 71 % , and warm search stays sub-millisecond — with a --raw fallback on every tool so the agent never loses capability by defaulting to pluck. Quickstart Pluck is designed to be the default retrieval tool for your AI coding agents. 1. Paste the Agent Setup Prompt For an expanded version with safety checks and fallback instructions, use the full agent install prompt. 2. Or set it up manually Claude Code (Alternatively, you can manually enable it via /plugin marketplace add hunhee98/pluck ) Codex Cursor Why pluck? When AI agents use standard cat and grep to explore a codebase, they waste massive amounts of context window tokens. Re-reading the same file chunk, scrolling past unrelated functions, and re-paying tokens for identical imports on every read adds up to thousands of wasted tokens per session. pluck solves this by providing an agent-facing layer for code search. Its core principle: every retrieval call an agent makes should default to pluck. Bash is only ","default_branch":null,"files":null,"tree":[],"storefront":"/r/hunhee98","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/hunhee98/pluck/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}