{
 "schema_version": 1,
 "generated": "2026-10-24",
 "repo": "IvenKooLab/loci",
 "name": "loci",
 "owner": "IvenKooLab",
 "slug": "ivenkoolab-loci",
 "github": "https://github.com/IvenKooLab/loci",
 "what": "loci is a Python tool that builds a local searchable knowledge base from notes and project docs, answers questions with file and section citations, and shares memory across AI tools through MCP and HTTP.",
 "why": "100 stars, launched 51 days ago",
 "language": "Python",
 "requirements": [
  "Python 3.11 or newer",
  "git and a terminal",
  "An embedding endpoint that supports /embeddings, plus a chat endpoint (may be a local one)",
  "A notes or project docs directory to index"
 ],
 "audience_note": "Developers and power users who keep notes or project docs in Markdown and use AI coding tools that support MCP.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "ivenkoolab-loci--search-and-ask-your-notes",
   "title": "Search and ask questions across your own notes",
   "best": true,
   "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/search-and-ask-your-notes/",
   "json": "https://dedupedai.com/use-cases/u/ivenkoolab-loci/search-and-ask-your-notes.json"
  },
  {
   "id": "ivenkoolab-loci--share-memory-across-ai-coding-tools",
   "title": "Share one memory store across MCP-connected AI tools",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/share-memory-across-ai-coding-tools/",
   "json": "https://dedupedai.com/use-cases/u/ivenkoolab-loci/share-memory-across-ai-coding-tools.json"
  },
  {
   "id": "ivenkoolab-loci--review-what-coding-agents-remember",
   "title": "Review what each coding agent remembers in a web console",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/review-what-coding-agents-remember/",
   "json": "https://dedupedai.com/use-cases/u/ivenkoolab-loci/review-what-coding-agents-remember.json"
  },
  {
   "id": "ivenkoolab-loci--daily-notes-workflow-with-verified-answers",
   "title": "Keep notes indexed and check answers before you rely on them",
   "best": false,
   "url": "https://dedupedai.com/use-cases/ivenkoolab-loci/daily-notes-workflow-with-verified-answers/",
   "json": "https://dedupedai.com/use-cases/u/ivenkoolab-loci/daily-notes-workflow-with-verified-answers.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}