# Hoffmann843/loci > A queryable second brain over scattered notes and docs, using hybrid retrieval (vector + BM25) with section-level citations and an MCP server so AI agents can query it. About 300 lines, no LangChain. - Magnitude: 0.0 out of 10 — Quiet - Stars: 0 total · Not enough measurements today - Star trust: star growth looks organic - Category: AI agents · Language: Python · Created: 2026-10-14 · Last push: 2026-10-14 - GitHub: https://github.com/Hoffmann843/loci · Page: https://gitnova.dev/en/r/Hoffmann843/loci ## Useful for - Connect the MCP server to an AI agent so it can answer questions from your notes with citations. - Search across scattered docs with hybrid vector and BM25 retrieval to find relevant sections. - Index notes incrementally and get section-level citations instead of whole documents. ## Why it’s here - There are not enough fresh counter measurements for today's UTC day. The gain is unknown. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 0 - Issues and pull requests: 0 - Watchers: 0 - Average over the last week: 0 per day - Usual pace: 0 per day - Latest release: 0.2.690 (2026-10-14) ## Stars per day, last 22 days (oldest → newest, today is partial) 2026-10-14 … 2026-11-04: 0, 0, 0, 0, 0, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None ## Magnitude by day, last 14 days 10-22 0.0, 10-23 0.0, 10-24 0.0, 10-25 0.0, 10-26 0.0, 10-27 0.0, 10-28 0.0, 10-29 0.0, 10-30 0.0, 10-31 0.0, 11-01 0.0, 11-02 0.0, 11-03 0.0, 11-04 0.0 ## Similar by description 1. **xerj-org/xerj** — 2.8 · Cooling · AI agents · Rust · +64 stars measured 2026-11-04, 00:20–10:42 UTC, ≈ 140 by evening A local Rust search engine that auto-indexes folders of code, docs, logs and PDFs so AI agents retrieve exact passages instead of reading whole files. Elasticsearch-compatible and cuts token usage for agents. Full card: https://gitnova.dev/en/r/xerj-org/xerj.md 2. **cocoindex-io/cocoindex** — 1.0 · Steady · Language models · Rust · +1 star measured 2026-11-04, 00:27–10:50 UTC, ≈ 3 by evening Rust-based incremental engine that turns codebases, PDFs, Slack and notes into continuously fresh context for AI agents and RAG apps, recomputing only the delta. Full card: https://gitnova.dev/en/r/cocoindex-io/cocoindex.md 3. **GuoHaoyu1688/workspace-search-mcp** — 0.0 · Quiet · Developer tools · Python · Not enough measurements today Local full-text search tool that indexes Markdown, code, PDF, DOCX, XLSX, CSV and HTML files into SQLite FTS5, queryable via the wsearch CLI or an MCP server for AI assistants. Full card: https://gitnova.dev/en/r/GuoHaoyu1688/workspace-search-mcp.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-11-04 10:53 UTC, updated every 30 minutes.