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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.

61 records
Tagged “retrieval”Ranked by health index
PyPI
100Exceptionalhealth index
run-llama/llama_index
LlamaIndex is the document processing platform for AI
Python · Jupyter Notebook★ 52.2K↓ 4.6M/moSep 16, 2026
MITSep 16, 2026 · metrics 2.10.0
PyPI
96Exceptionalhealth index
embeddings-benchmark/mteb
MTEB: State-of-the-art evaluation of embeddings across languages and modalities
Python · Jupyter Notebook★ 3,419Sep 11, 2026
Apache-2.0Sep 11, 2026 · metrics 2.10.0
crates.io
95Exceptionalhealth index
quickwit-oss/tantivy
Tantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
Rust★ 16.1K↓ 8.9M/moSep 15, 2026
MITSep 15, 2026 · metrics 2.10.0
PyPI
93Exceptionalhealth index
qdrant/fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,193↓ 5.2M/moSep 10, 2026
Apache-2.0Sep 10, 2026 · metrics 2.10.0
PyPI · npm · crates.io
92Excellenthealth index
infino-ai/infino
Embedded retrieval library built on Parquet. Fast, efficient, and scalable.
Rust★ 81↓ 8,183/moSep 18, 2026
Apache-2.0Sep 18, 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
91Excellenthealth index
cacheplane/b4run
Ridiculous speed. Readable code.
TypeScript · JavaScript★ 311↓ 38K/moOct 15, 2026
MITOct 15, 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★ 683Sep 18, 2026
BSD-2-ClauseSep 18, 2026 · metrics 2.10.0
crates.io
91Excellenthealth 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★ 658↓ 2,846/moSep 17, 2026
Custom licenseSep 17, 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
npm · PyPI
90Excellenthealth 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★ 228↓ 37.5K/moOct 20, 2026
MITOct 20, 2026 · metrics 2.10.0
crates.io
88Excellenthealth index
Anush008/fastembed-rs
Rust library for generating vector embeddings and reranking locally!
Rust★ 1,007↓ 621.2K/moSep 9, 2026
Apache-2.0Sep 9, 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★ 1,309↓ 8,938/moOct 21, 2026
Custom licenseOct 21, 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
PyPI
87Excellenthealth index
pipecat-ai/pipecat-context-hub
Local-first MCP server providing Pipecat docs, examples, and API context for AI coding agents
Python★ 8↓ 20.5K/moOct 19, 2026
BSD-2-ClauseOct 19, 2026 · metrics 2.10.0
PyPI
86Excellenthealth index
priya-sundaram-dev/whoosh
Fast, 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
Custom licenseSep 11, 2026 · metrics 2.10.0
PyPI
84Excellenthealth index
VectifyAI/PageIndex
📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
Python★ 39.1K↓ 118K/moOct 12, 2026
MITOct 12, 2026 · metrics 2.10.0
crates.io · npm · PyPI
84Excellenthealth index
ohdearquant/lattice
Run AI models on Apple Silicon and Raspberry Pi
Rust · Python★ 45↓ 42.9K/moOct 20, 2026
Apache-2.0Oct 20, 2026 · metrics 2.10.0
PyPI
84Excellenthealth index
tobocop2/lilbee
The whole local AI stack in one executable: it runs and manages local AI models across every GPU, and it's a search engine you can talk to, with cited answers from your files, code, and the web. MCP server for coding agents, web crawler, TUI, CLI, REST API, Python library. No Ollama or LM Studio needed, works with both.
Python★ 54↓ 3,110/moSep 18, 2026
MITSep 18, 2026 · metrics 2.10.0
crates.io · npm · Go +3
83Excellenthealth 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++★ 3,555↓ 2,491/moSep 12, 2026
Apache-2.0Sep 12, 2026 · metrics 2.10.0
npm
83Excellenthealth 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★ 332↓ 72.1K/moSep 16, 2026
Apache-2.0Sep 16, 2026 · metrics 2.10.0
crates.io · npm
83Excellenthealth index
ratel-ai/ratel
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
TypeScript · Rust · Python★ 434↓ 175/moSep 12, 2026
MITSep 12, 2026 · metrics 2.10.0
PyPI · npm · crates.io +1
81Excellenthealth index
major7apps/pensyve
Universal memory runtime for AI agents
Rust★ 79↓ 3,540/moSep 10, 2026
Custom licenseSep 10, 2026 · metrics 2.10.0
npm
81Excellenthealth index
manojmallick/sigmap
~97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server
JavaScript★ 636↓ 4,235/moSep 11, 2026
MITSep 11, 2026 · metrics 2.10.0
npm
80Excellenthealth index
jdutton/vibe-agent-toolkit
Toolkit for testing and packaging portable AI agents across various LLMs, frameworks, and deployment targets
TypeScript★ 2↓ 155.7K/moSep 8, 2026
MITSep 8, 2026 · metrics 2.10.0
Go · npm
78Goodhealth index
nstranquist/docs-puller
Local docs search: copy pages to Markdown, index with SQLite FTS5, and measure retrieval quality.
Go★ 1Oct 21, 2026
Apache-2.0Oct 21, 2026 · metrics 2.10.0
PyPI · npm
77Goodhealth index
Coding-Dev-Tools/engraphis
Local-first, inspectable memory for coding agents: durable context across sessions and repositories, code-aware recall, bi-temporal history, MCP, and a self-hosted WebUI.
Python · JavaScript★ 173↓ 795/moSep 11, 2026
Apache-2.0Sep 11, 2026 · metrics 2.10.0
PyPI · npm
77Goodhealth index
acidkill/surreal-memory
No repository description published.
Python★ 7↓ 2,168/moOct 21, 2026
MITOct 21, 2026 · metrics 2.10.0
Go
77Goodhealth index
townsendmerino/ken
Fast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble.
Go★ 31Sep 16, 2026
MITSep 16, 2026 · metrics 2.10.0
PyPI
75Goodhealth index
n24q02m/fastretrieval
Fast multi-model retrieval runtime: ONNX and GGUF embeddings, reranking, and a declarative model contract
Python★ 1↓ 5,221/moSep 18, 2026
Apache-2.0Sep 18, 2026 · metrics 2.10.0