PyPI100Exceptionalhealth index
Python · Jupyter Notebook★ 52.2K↓ 4.6M/moSep 16, 2026
PyPI96Exceptionalhealth index
Python · Jupyter Notebook★ 3,419Sep 11, 2026
crates.io95Exceptionalhealth index

quickwit-oss/tantivyTantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
Rust★ 16.1K↓ 8.9M/moSep 15, 2026
PyPI93Exceptionalhealth index

qdrant/fastembedFast, Accurate, Lightweight Python library to make State of the Art Embedding
Python · Jupyter Notebook★ 3,193↓ 5.2M/moSep 10, 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
PyPI91Excellenthealth index

MinishLab/sembleFast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
Python★ 5,966↓ 121.9K/moAug 28, 2026
npm91Excellenthealth index
TypeScript · JavaScript★ 311↓ 38K/moOct 15, 2026
PyPI · npm91Excellenthealth index

usemoss/mossThe 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
crates.io91Excellenthealth index

zavora-ai/adk-rustRust 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
npm90Excellenthealth index
TypeScript★ 129↓ 3.7M/moAug 27, 2026
npm · PyPI90Excellenthealth index

joshuaswarren/remnicOpen-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
crates.io88Excellenthealth index
Rust★ 1,007↓ 621.2K/moSep 9, 2026
npm · PyPI · RubyGems87Excellenthealth index
TypeScript · Python★ 1,309↓ 8,938/moOct 21, 2026
npm · PyPI87Excellenthealth index
Python · TypeScript★ 6,567↓ 6,678/moAug 28, 2026
PyPI87Excellenthealth index
Python★ 8↓ 20.5K/moOct 19, 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
PyPI84Excellenthealth index
Python★ 39.1K↓ 118K/moOct 12, 2026
crates.io · npm · PyPI84Excellenthealth index
Rust · Python★ 45↓ 42.9K/moOct 20, 2026
PyPI84Excellenthealth index

tobocop2/lilbeeThe 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
crates.io · npm · Go +383Excellenthealth index

ashvardanian/StringZillaUp 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
npm83Excellenthealth index

modelstudioai/cliOfficial 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
crates.io · npm83Excellenthealth index

ratel-ai/ratelContext 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
PyPI · npm · crates.io +181Excellenthealth index
Rust★ 79↓ 3,540/moSep 10, 2026
npm81Excellenthealth index

manojmallick/sigmap~97% token reduction for AI coding sessions — zero deps, 33 languages, MCP server
JavaScript★ 636↓ 4,235/moSep 11, 2026
npm80Excellenthealth index

jdutton/vibe-agent-toolkitToolkit for testing and packaging portable AI agents across various LLMs, frameworks, and deployment targets
TypeScript★ 2↓ 155.7K/moSep 8, 2026
Go · npm78Goodhealth index

nstranquist/docs-pullerLocal docs search: copy pages to Markdown, index with SQLite FTS5, and measure retrieval quality.
Go★ 1Oct 21, 2026
PyPI · npm77Goodhealth index

Coding-Dev-Tools/engraphisLocal-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
PyPI · npm77Goodhealth index
Python★ 7↓ 2,168/moOct 21, 2026

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

n24q02m/fastretrievalFast multi-model retrieval runtime: ONNX and GGUF embeddings, reranking, and a declarative model contract
Python★ 1↓ 5,221/moSep 18, 2026