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Results for “bm25”

Exact name and slug matches are checked against the live registry before ranked alternatives.

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Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-8 of 8 ranked candidates matching "bm25"

Best blend of relevance, quality, freshness, and verified outcomes

Bm25s

VERIFIEDEXCELLENT · 92TRUST · 85SAFE · REVIEWEDRESEARCH

Fast BM25 search in Python, powered by Numpy and Numba

$ npx skills add xhluca/bm25s

1.7K stars61 quality85 trustReviewed2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonrag

by xhlucaDetailsQuick view

Local Pdf Chat RAG

STRONG · 70TRUST · 76SAFE · REVIEWEDRESEARCH

🧠 纯原生 Python 实现的 RAG 框架 | FAISS + BM25 混合检索 | 支持 Ollama / SiliconFlow | 适合新手入门学习

$ npx skills add weiwill88/Local_Pdf_Chat_RAG

939 stars52 quality76 trustReviewed with permission notes2mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonrag

by weiwill88DetailsQuick view

Writ

STRONG · 73TRUST · 77SAFE · REVIEWEDCODING

Claude Code harness for AI coding agents. Hybrid-RAG librarian picks relevant rules in 0.59 ms p95 (BM25 + vector + graph traversal); process keeper blocks writes until…

$ npx skills add infinri/Writ

152 stars46 quality77 trustReviewed with permission notesClaude Code3mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

pythondeveloper-tools

by infinriDetailsQuick view

Semble Rs

PROMISING · 61TRUST · 72SAFE · EXPERIMENTALCODING

Fast, AI-agent-native code search in Rust — hybrid BM25 + semantic, Tree-sitter AST chunking, dependency & impact analysis. Drop-in replacement for grep/cat/read/ls in C…

$ npx skills add johunsang/semble_rs

132 stars46 quality72 trustExperimentalClaude Code + OpenAI Agents3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + OpenAI Agents · 4 targets

rustdeveloper-tools

by johunsangDetailsQuick view

Flamehaven Filesearch

PROMISING · 61TRUST · 75SAFE · REVIEWEDRESEARCH

Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min

$ npx skills add flamehaven01/Flamehaven-Filesearch

105 stars41 quality75 trustReviewed with permission notesClaude Code + OpenAI Agents3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + OpenAI Agents · 4 targets

pythonrag

by flamehaven01DetailsQuick view

Memory Lancedb Pro

VERIFIEDEXCELLENT · 91TRUST · 81SAFE · REVIEWEDCODING

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

$ npx skills add CortexReach/memory-lancedb-pro

4.4K stars64 quality81 trustReviewed with permission notes2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

CLI + Codex · 4 targets

javascriptrag

by CortexReachDetailsQuick view

RustyRAG

PROMISING · 65TRUST · 71SAFE · REVIEWEDRESEARCH

Production-grade RAG API built in Rust. Hybrid search with HNSW dense vectors and BM25 sparse matching, cross-encoder reranking, layout-aware document extraction via Doc…

$ npx skills add RustyRAG/RustyRAG

196 stars43 quality71 trustReviewed with permission notes3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

rustdocument-extraction

by RustyRAGDetailsQuick view

Code Index

PROMISING · 63TRUST · 74SAFE · EXPERIMENTALRESEARCH

Self-hosted semantic code search platform — Go server with web dashboard, CLI, and AI-agent skills. Search code by meaning, not text: hybrid BM25 + dense embeddings via…

$ npx skills add dvcdsys/code-index

27 stars41 quality74 trustExperimentalClaude Code18d since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.Check: Low GitHub adoption signal

TrustGood trust signals with a few areas worth checking before rollout.Review: Low GitHub adoption signal

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

by dvcdsysDetailsQuick view

Live registry search

Results for “bm25”

Exact name and slug matches are checked against the live registry before ranked alternatives.

Clear search

Decision filters

Choose by scenario, quality, and trust signals.

Use casePlatform fitQuality tierTrust profileSafety gateGitHub adoption

Showing 1-8 of 8 ranked candidates matching "bm25"

Best blend of relevance, quality, freshness, and verified outcomes

Bm25s

VERIFIEDEXCELLENT · 92TRUST · 85SAFE · REVIEWEDRESEARCH

Fast BM25 search in Python, powered by Numpy and Numba

$ npx skills add xhluca/bm25s

1.7K stars61 quality85 trustReviewed2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: Documentation summary is thin

Safety gateGood audit and safety signals with no high-risk permission hints in public metadata.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonrag

by xhlucaDetailsQuick view

Local Pdf Chat RAG

STRONG · 70TRUST · 76SAFE · REVIEWEDRESEARCH

🧠 纯原生 Python 实现的 RAG 框架 | FAISS + BM25 混合检索 | 支持 Ollama / SiliconFlow | 适合新手入门学习

$ npx skills add weiwill88/Local_Pdf_Chat_RAG

939 stars52 quality76 trustReviewed with permission notes2mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

pythonrag

by weiwill88DetailsQuick view

Writ

STRONG · 73TRUST · 77SAFE · REVIEWEDCODING

Claude Code harness for AI coding agents. Hybrid-RAG librarian picks relevant rules in 0.59 ms p95 (BM25 + vector + graph traversal); process keeper blocks writes until…

$ npx skills add infinri/Writ

152 stars46 quality77 trustReviewed with permission notesClaude Code3mo since pushNeeds review

QualitySolid option that is likely worth shortlisting for production workflows.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + CLI · 4 targets

pythondeveloper-tools

by infinriDetailsQuick view

Semble Rs

PROMISING · 61TRUST · 72SAFE · EXPERIMENTALCODING

Fast, AI-agent-native code search in Rust — hybrid BM25 + semantic, Tree-sitter AST chunking, dependency & impact analysis. Drop-in replacement for grep/cat/read/ls in C…

$ npx skills add johunsang/semble_rs

132 stars46 quality72 trustExperimentalClaude Code + OpenAI Agents3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

Claude Code + OpenAI Agents · 4 targets

rustdeveloper-tools

by johunsangDetailsQuick view

Flamehaven Filesearch

PROMISING · 61TRUST · 75SAFE · REVIEWEDRESEARCH

Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min

$ npx skills add flamehaven01/Flamehaven-Filesearch

105 stars41 quality75 trustReviewed with permission notesClaude Code + OpenAI Agents3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustGood trust signals with a few areas worth checking before rollout.Review: Quality score needs review

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + OpenAI Agents · 4 targets

pythonrag

by flamehaven01DetailsQuick view

Memory Lancedb Pro

VERIFIEDEXCELLENT · 91TRUST · 81SAFE · REVIEWEDCODING

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

$ npx skills add CortexReach/memory-lancedb-pro

4.4K stars64 quality81 trustReviewed with permission notes2mo since pushSafe to try

QualityHigh-confidence pick with strong adoption and healthy maintenance signals.

TrustGood trust signals with a few areas worth checking before rollout.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario Coding agents · I need a coding agent that can understand a repository, edit code, and review pull requests.

CLI + Codex · 4 targets

javascriptrag

by CortexReachDetailsQuick view

RustyRAG

PROMISING · 65TRUST · 71SAFE · REVIEWEDRESEARCH

Production-grade RAG API built in Rust. Hybrid search with HNSW dense vectors and BM25 sparse matching, cross-encoder reranking, layout-aware document extraction via Doc…

$ npx skills add RustyRAG/RustyRAG

196 stars43 quality71 trustReviewed with permission notes3mo since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.

TrustPotentially useful, but at least one trust signal needs human inspection.Review: License is unclear

Safety gateUsable candidate, but the agent should surface permission and audit notes before installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

CLI + Codex · 4 targets

rustdocument-extraction

by RustyRAGDetailsQuick view

Code Index

PROMISING · 63TRUST · 74SAFE · EXPERIMENTALRESEARCH

Self-hosted semantic code search platform — Go server with web dashboard, CLI, and AI-agent skills. Search code by meaning, not text: hybrid BM25 + dense embeddings via…

$ npx skills add dvcdsys/code-index

27 stars41 quality74 trustExperimentalClaude Code18d since pushNeeds review

QualityUseful candidate, but compare it with alternatives before adopting.Check: Low GitHub adoption signal

TrustGood trust signals with a few areas worth checking before rollout.Review: Low GitHub adoption signal

Safety gateSparse or mixed signals. Useful for discovery, but not for autonomous installation.

Scenario RAG and knowledge · I need my agent to build a RAG workflow over documents and retrieve reliable context.

Claude Code + CLI · 4 targets

by dvcdsysDetailsQuick view

AI Agent Skills Directory

Results for “bm25”

Choose by scenario, quality, and trust signals.

Bm25s

Local Pdf Chat RAG

Writ

Semble Rs

Flamehaven Filesearch

Memory Lancedb Pro

RustyRAG

Code Index

AI Agent Skills Directory

Results for “bm25”

Choose by scenario, quality, and trust signals.

Bm25s

Local Pdf Chat RAG

Writ

Semble Rs

Flamehaven Filesearch

Memory Lancedb Pro

RustyRAG

Code Index

AI Agent Skills Directory

Results for “bm25”

Choose by scenario, quality, and trust signals.

Bm25s

Local Pdf Chat RAG

Writ

Semble Rs

Flamehaven Filesearch

Memory Lancedb Pro

RustyRAG

Code Index