crates.io96Exceptionalhealth index

paradedb/paradedbOne Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
Rust · PLpgSQL★ 9,204Aug 28, 2026
PyPI · Go · npm94Exceptionalhealth index

infiniflow/infinityThe AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
C++★ 4,684Aug 28, 2026
Go · npm94Exceptionalhealth index
Go★ 345Sep 12, 2026
npm · PyPI93Exceptionalhealth index

Ikalus1988/MisakaNet📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. | https://misakanet.org
Python · JavaScript★ 521↓ 5,321/moOct 4, 2026
PyPI · npm · crates.io92Excellenthealth index

infino-ai/infinoEmbedded retrieval library built on Parquet. Fast, efficient, and scalable.
Rust★ 81↓ 8,183/moSep 18, 2026
PyPI · npm87Excellenthealth index

lyonzin/knowledge-ragLocal RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.
Python★ 290↓ 2,794/moOct 4, 2026
npm · crates.io87Excellenthealth index

zvec-ai/zvec-grepLocal-first search across your workspace, built for humans and AI agents.
Rust · JavaScript · Python★ 4,094↓ 10.8K/moOct 15, 2026
Go86Excellenthealth index

oliver-kriska/scribeLLM-managed personal knowledge base. Auto-extracts from git repos, Claude Code sessions (via ccrider FTS5), and iMessage bookmarks. Cross-project, qmd-indexed, runs on cron
Go★ 61Sep 10, 2026
PyPI86Excellenthealth index
Python★ 10↓ 19.2K/moOct 16, 2026
PyPI86Excellenthealth index

priya-sundaram-dev/whooshFast, pure-Python full-text indexing and search. Actively maintained continuation of Whoosh / whoosh-reloaded. Install: pip install whoosh3
Python★ 34↓ 4,689/moSep 11, 2026
npm · PyPI86Excellenthealth index

tobi/qmdmini cli search engine for your docs, knowledge bases, meeting notes, whatever. Tracking current sota approaches while being all local
TypeScript · Python★ 29.8K↓ 173.2K/moSep 18, 2026
npm · PyPI83Excellenthealth index

memtomem/memtomemMarkdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic search across markdown/code files via MCP.
Python★ 14↓ 814/moSep 18, 2026
PyPI83Excellenthealth index
Python★ 462↓ 1.6M/moSep 12, 2026
npm83Excellenthealth index

raymondchins/agentmapStop your coding agent reading the wrong files. Compiler-grade TS/JS repo map — 100% precision on blast radius vs grep's 60%, measured on public repos. CLI + MCP server, fully local, no vector DB.
JavaScript★ 48↓ 1,106/moSep 13, 2026

townsendmerino/kenFast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble.
Go★ 31Sep 16, 2026
PyPI · npm75Goodhealth index

SonAIengine/graph-tool-callGraph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.
Python★ 17↓ 2,636/moSep 15, 2026
PyPI · npm · Go75Goodhealth index

jeffhajewski/latticedbEmbedded single-file knowledge graph database with vector search and full-text search for AI/RAG apps
Zig · HTML★ 13↓ 389/moAug 23, 2026
crates.io73Goodhealth index

SeekStorm/SeekStormSeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
Rust★ 1,909↓ 713/moSep 9, 2026
Go · npm73Goodhealth index

eleboucher/meminiGive any MCP-capable agent persistent memory: remember/recall over a tiered store with hybrid vector + keyword retrieval. Single Go binary, SQLite or Postgres, embedded admin UI.
Go · TypeScript · JavaScript★ 28Oct 20, 2026
npm · crates.io71Goodhealth index

srimon12/qql-rsDeclarative SQL query engine for Qdrant and edge vector databases. Multi-vector dense & BM25 sparse search, hybrid retrieval, CTEs, and MMR in Rust, Python, Node.js, and WebAssembly
Rust★ 5↓ 1,287/moSep 20, 2026

xhluca/bm25sFast BM25 search in Python, powered by Numpy and Numba
Python★ 1,783Sep 12, 2026

takara-ai/miru-codeCode search that lets AI coding agents find the right files in fewer steps. Use the hosted endpoint or self-host, works with Claude Code, Copilot and Cursor via MCP.
TypeScript★ 11↓ 1,315/moSep 12, 2026

kurajs/kuraKura — the knowledgebase for humans and agents. Agent-native docs infrastructure, built on June.
TypeScript★ 5↓ 101.1K/moSep 15, 2026

wallter/trw-memoryStandalone AI agent memory engine — hybrid search (BM25 + vectors), Q-learning scoring, Ebbinghaus decay, tiered storage, knowledge graph. Part of TRW Framework.
Python★ 2↓ 2,876/moOct 10, 2026
Packagist63Moderatehealth index
PHP★ 3,199↓ 80.2K/moSep 17, 2026
crates.io62Moderatehealth index

L-Defraiteur/lucivy BM25 full-text search that actually finds what you type — fuzzy substrings across token boundaries, accent-insensitive, with byte-offset highlights. Python + Rust, built for hybrid search with vector DBs.
Rust★ 45↓ 847/moSep 18, 2026
npm62Moderatehealth index

hamr0/litectxAgent memory + every context-engineering primitive (write / select / compress / isolate) in one importable library. Ranked recall with activation decay over SQLite/FTS5. One production dependency (better-sqlite3).
JavaScript★ 3↓ 429/moSep 10, 2026
PyPI57Moderatehealth index

ashishsinha1602/schemagateIdentity-scoped schema selection for text-to-SQL: give the model only the tables this caller may read, and 75% fewer prompt tokens.
HTML · Python★ 3Sep 18, 2026

dmmdea/meta-routerA capability router for Claude Code — surfaces the most relevant installed skills per prompt via a local hybrid-retrieval hook. Fully local, fail-open.
Go★ 0Sep 19, 2026
PyPI54Moderatehealth index

bxw91/brainpalaceVector Graph RAG for code & docs with Persistent Chat-Session Memory — BM25 (multi-lang), AST chunking. Hybrid, Compute, Scan, Timeline, Absence, Salience. Graph + temporal knowledge. Privacy Stamps. Source Adapters. Chat summarisation + verbatim copy + free scan. Git indexing. CLI, MCP and Claude Code plugin. Ollama or cloud LLMs. Dashboard.
Python★ 3↓ 1,140/moSep 11, 2026