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#retrieval

Every repository in the public record carrying this tag — from its GitHub topics or the keywords its package registries publish. Health is measured under the same versioned methodology as the rest of the record.

37 records
Tagged “retrieval”Ranked by health index
PyPI
100Exceptionalhealth index
run-llama/llama_index
LlamaIndex is the leading document agent and OCR platform
Python · Jupyter Notebook★ 51.4KAug 4, 2026
MITAug 4, 2026 · metrics 2.10.0
PyPI
95Exceptionalhealth index
embeddings-benchmark/mteb
MTEB: State-of-the-art evaluation of embeddings across languages and modalities
Python · Jupyter Notebook★ 3,362Jul 19, 2026
Apache-2.0Jul 19, 2026 · metrics 2.10.0
PyPI
91Excellenthealth index
MinishLab/semble
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
Python★ 5,966↓ 121.9K/moAug 28, 2026
MITAug 28, 2026 · metrics 2.10.0
npm · PyPI
91Excellenthealth index
joshuaswarren/remnic
Open-source memory and context for user-aware agents: scoped memory, provenance, retrieval quality, correction, boundaries, evals, and MCP/HTTP access.
TypeScript★ 176↓ 203.7K/moAug 22, 2026
MITAug 22, 2026 · metrics 2.10.0
PyPI
91Excellenthealth index
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,092Jul 18, 2026
Apache-2.0Jul 18, 2026 · metrics 2.10.0
PyPI · npm
91Excellenthealth index
usemoss/moss
The retrieval layer for production AI systems. Lightning-fast (<10ms) search without vector databases. Built for browser, edge, on-device, and cloud.
Python · TypeScript★ 664↓ 143/moJul 31, 2026
BSD-2-ClauseJul 31, 2026 · metrics 2.10.0
npm
90Excellenthealth index
exa-labs/exa-js
The Official Exa Javascript SDK
TypeScript★ 129↓ 3.7M/moAug 27, 2026
MITAug 27, 2026 · metrics 2.10.0
crates.io
89Excellenthealth index
zavora-ai/adk-rust
Rust Agent Development Kit (ADK-Rust): Build AI agents in Rust with modular components for models, tools, memory, realtime voice, and more. ADK-Rust is a flexible framework for developing AI agents with simplicity and power. Model-agnostic, deployment-agnostic, optimized for frontier AI models. Includes support for real-time voice agents.
Rust★ 597↓ 12.7K/moAug 12, 2026
Custom licenseAug 12, 2026 · metrics 2.10.0
npm · PyPI · RubyGems
87Excellenthealth index
BetterDB-inc/monitor
Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis
TypeScript · Python★ 1,299↓ 3,994/moSep 5, 2026
Custom licenseSep 5, 2026 · metrics 2.10.0
npm · PyPI
87Excellenthealth index
airweave-ai/airweave
Open-source context retrieval layer for AI agents
Python · TypeScript★ 6,567↓ 6,678/moAug 28, 2026
MITAug 28, 2026 · metrics 2.10.0
crates.io
84Excellenthealth index
Anush008/fastembed-rs
Rust library for generating vector embeddings, reranking locally!
Rust★ 963↓ 416.6K/moJul 17, 2026
Apache-2.0Jul 17, 2026 · metrics 2.10.0
crates.io · npm · Go +1
81Excellenthealth index
ashvardanian/StringZilla
Up to 100x faster strings for C, C++, CUDA, Python, Rust, Swift, JS, & Go, leveraging NEON, AVX2, AVX-512, SVE, GPGPU, & SWAR to accelerate search, hashing, sorting, edit distances, sketches, and memory ops 🦖
C · C++ · Cuda★ 3,515↓ 2,257/moJul 21, 2026
Apache-2.0Jul 21, 2026 · metrics 2.10.0
npm
81Excellenthealth index
manojmallick/sigmap
97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server
JavaScript★ 598↓ 10.8K/moJul 18, 2026
MITJul 18, 2026 · metrics 2.10.0
npm · PyPI
80Excellenthealth index
acidkill/surreal-memory
No repository description published.
Python★ 7↓ 8,468/moSep 5, 2026
MITSep 5, 2026 · metrics 2.10.0
npm
80Excellenthealth index
modelstudioai/cli
Official Model Studio CLI(阿里云百炼 CLI)built for AI Agent frameworks, exposing models, search, multimodal, and workflow capabilities as structured tool calls.
TypeScript★ 288↓ 64.8K/moAug 3, 2026
Apache-2.0Aug 3, 2026 · metrics 2.10.0
crates.io · Go · npm +1
78Goodhealth index
major7apps/pensyve
Universal memory runtime for AI agents
Rust · Python★ 56↓ 127/moJul 17, 2026
Custom licenseJul 17, 2026 · metrics 2.10.0
crates.io · npm · PyPI
78Goodhealth index
ohdearquant/lattice
Run, quantize, and fine-tune LLMs on Apple Silicon. Pure Rust, no Python, no CUDA, no ONNX
Rust · Python★ 40↓ 19.1K/moAug 22, 2026
Apache-2.0Aug 22, 2026 · metrics 2.10.0
Go · npm
75Goodhealth index
nstranquist/docs-puller
Local docs search: copy pages to Markdown, index with SQLite FTS5, and measure retrieval quality.
Go★ 1Sep 5, 2026
Apache-2.0Sep 5, 2026 · metrics 2.10.0
PyPI
71Goodhealth index
xhluca/bm25s
Fast BM25 search in Python, powered by Numpy and Numba
Python★ 1,740Jul 21, 2026
MITJul 21, 2026 · metrics 2.10.0
npm · PyPI
67Goodhealth index
mrsladoje/sweet-search
Local code search for AI agents: six fast, purpose-built tools that return ranked answers, not raw grep. Because maybe grep isn't all you need... 🍬
JavaScript★ 21↓ 4,154/moJul 20, 2026
Apache-2.0Jul 20, 2026 · metrics 2.10.0
Go
67Goodhealth index
townsendmerino/ken
Fast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble.
Go★ 27Aug 3, 2026
MITAug 3, 2026 · metrics 2.10.0
PyPI · npm
65Goodhealth index
docmancer/docmancer
Find out what your coding agents already know. Docmancer indexes the memory, rules, and instructions Claude Code, Codex, Cursor, and Gemini wrote on your machine, then carries the durable parts to every agent. Local-first, MIT.
Python★ 114↓ 4,970/moAug 2, 2026
MITAug 2, 2026 · metrics 2.10.0
PyPI
63Moderatehealth index
Coding-Dev-Tools/engraphis
Self-hosted AI memory engine - Ebbinghaus forgetting-curve decay, interaction-aware reinforcement, and conscious thought synthesis. Local SQLite + sentence-transformers embeddings.
Python★ 101Jul 18, 2026
Apache-2.0Jul 18, 2026 · metrics 2.10.0
Go
63Moderatehealth index
dorukardahan/nole
Free local web search/extraction router for AI agents. Go CLI + MCP, BYOK/free-first routing, keyless DDGS/Scrapling fallback, setup writers and client guides.
Go★ 2Jul 17, 2026
Apache-2.0Jul 17, 2026 · metrics 2.10.0
crates.io
63Moderatehealth index
seekstorm/seekstorm
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
Rust★ 1,899↓ 194/moJul 17, 2026
Apache-2.0Jul 17, 2026 · metrics 2.10.0
npm · PyPI · crates.io +1
62Moderatehealth index
muthuishere/citenexus
Evidence-first, multilingual, S3-native RAG — answers only from cited evidence (exact quote, page, bbox) and abstains when the evidence is weak, missing or conflicting. The guarantee is "no ungrounded claim". Byte-identical core across Python, Go and JavaScript. Docs: https://muthuishere.github.io/citenexus/
Python · Go · MDX★ 0↓ 665/moSep 5, 2026
MITSep 5, 2026 · metrics 2.10.0
Go
54Moderatehealth index
bright-interaction/mesh
Sovereign single-binary knowledge mesh for coding agents (MCP): index, search and serve your notes + code as context. Fair-code (no reselling).
Go · JavaScript★ 3Jul 17, 2026
Custom licenseJul 17, 2026 · metrics 2.10.0
PyPI
54Moderatehealth index
lucagattoni/pinakes
Pinakes — a portable, agent-first knowledge base. One directory = one KB.
Python★ 0↓ 4,147/moAug 23, 2026
Apache-2.0Aug 23, 2026 · metrics 2.10.0
PyPI · npm
50Moderatehealth index
surendranb/wikipedia-mcp-server
Progressive-retrieval MCP server for Wikipedia
Python · JavaScript★ 0↓ 2,884/moAug 2, 2026
MITAug 2, 2026 · metrics 2.10.0
PyPI
48Weakhealth index
bernatch22/megabrain
No repository description published.
Python · JavaScript★ 0Jul 20, 2026
MITJul 20, 2026 · metrics 2.10.0