{"repo":"nczz/pi-knowledge","free":true,"listed":false,"github":"https://github.com/nczz/pi-knowledge","clone":"git clone https://github.com/nczz/pi-knowledge.git","description":"Local-first RAG knowledge base for Pi agents with hybrid code/doc search, reranking, diagnostics, and large-project indexing.","language":"TypeScript","stars":18,"topics":["embeddings","knowledge-base","pi","pi-extension","rag","semantic-search","tree-sitter","vector-search","ai-agent","bm25"],"license":"MIT","category":"ai-agents","readme_excerpt":"pi-knowledge Local-first RAG knowledge base for Pi and OMP coding agents. Index your codebase, docs, PDFs, URLs, and notes into persistent knowledge bases that Pi and OMP can search across sessions. pi-knowledge combines semantic embeddings, BM25 keyword search, code-aware chunking, reranking, diagnostics, and stable large-project indexing so agents can answer from your actual project knowledge instead of guessing. Built as a native Pi extension with verified OMP compatibility through the packaged extension entry. Designed for local-first project memory, agentic code search, and retrieval-augmented development workflows. Why It Matters Agents lose project context between sessions and cannot fit large repositories into one prompt. pi-knowledge gives Pi and OMP durable, searchable project memory: - Search code and documentation by meaning, exact symbols, or both. - Look up lightweight code symbols, Markdown headings, config keys, and environment variables before broader search. - Keep private source data local by default. - Re-index changed files incrementally. - Diagnose stale, stuck, or low-quality indexes. - Handle large repositories with persisted progress instead of silent hangs. Unlike pi-memory (which manages the agent's own notes), pi-knowledge indexes your existing files and makes them semantically searchable by the agent. Highlights - Local-first project memory : stores indexes under /.pi/knowledge/ ; no project files are modified. - Hybrid retrieval : lexical-anchore","default_branch":null,"files":null,"tree":[],"storefront":"/r/nczz","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/nczz/pi-knowledge/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."}