RAG 与搜索

工具排名

按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。

1. 1

   webfetch

   技能

   活跃最近提交：45 天前 · 2026-07-23

   Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…

   Python许可证: MIT

   • agent-memory
   • agent-skills
   • agentic-workflow
   • agents
   • anthropic

   github4 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch

   55GitHub 星标稳定
2. 2

   Enzyme

   MCP

   活跃最近提交：8 天前 · 2026-08-28

   Semantic search and pattern discovery for Obsidian and markdown vaults.

   TypeScript

   mcp19 个月前创建实测增长打开来源 ↗

   59GitHub 星标稳定
3. 3

   DocMeld

   技能

   活跃最近提交：39 天前 · 2026-07-29

   Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architecture extracts structured elements, page content, and AI-enriched metadata from research papers and books. Generate PRDs, workflows, topic clusters,…

   Python

   • agent-use-ready
   • ai-agents
   • claude-code
   • claude-skills
   • doc-converter

   github5 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld

   100GitHub 星标稳定
4. 4

   ade-document-processing-skills

   技能

   活跃最近提交：1 天前 · 2026-09-04

   Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants

   许可证: MIT

   • ade
   • agent-skills
   • claude
   • document-extraction
   • document-processing

   github5 个月前创建实测增长打开来源 ↗

   安装 git clone https://github.com/landing-ai/ade-document-processing-skills ~/.claude/skills/ade-document-processing-skills

   64GitHub 星标稳定
5. 5

   pinecone-claude-code-plugin

   技能

   活跃最近提交：2 天前 · 2026-09-03

   The official Pinecone marketplace for Claude Code Plugins

   Python许可证: MIT

   • anthropic-claude
   • claude-code
   • claude-code-plugin
   • claude-code-plugin-marketplace
   • hybrid-search

   github8 个月前创建实测增长打开来源 ↗

   安装 /plugin marketplace add pinecone-io/pinecone-claude-code-plugin

   68GitHub 星标稳定
6. 6

   Cortex

   MCP

   活跃最近提交：今天 · 2026-09-05

   Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…

   Python许可证: MIT

   • agent-memory-system
   • agent-skills
   • causal-inference
   • claude-code
   • codex

   github5 个月前创建实测增长打开来源 ↗

   71GitHub 星标稳定
7. 7

   way-back-home

   智能体

   活跃最近提交：1 天前 · 2026-09-05

   🚀 Way Back Home

   Python许可证: Apache-2.0

   • a2a
   • adk
   • agents
   • bigquery
   • google-cloud

   github8 个月前创建实测增长打开来源 ↗

   96GitHub 星标稳定
8. 8

   solace-agent-mesh

   智能体

   活跃最近提交：3 天前 · 2026-09-03

   An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows.

   Python许可证: Apache-2.0

   • a2a
   • agentframework
   • agentic
   • agentic-ai
   • agentic-framework

   github20 个月前创建实测增长打开来源 ↗

   4 951GitHub 星标稳定
9. 9

   EDDI

   MCP

   活跃最近提交：今天 · 2026-09-06

   Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

   Java许可证: Apache-2.0

   • a2a
   • ai-agents
   • ai-orchestration
   • chatbot
   • conversation-memory

   github9 年前创建实测增长打开来源 ↗

   372GitHub 星标稳定
10. 10

    io.github.andrea9293/mcp-documentation-server

    MCP

    活跃最近提交：9 天前 · 2026-08-27

    Local-first document management and semantic search for AI coding agents

    TypeScript许可证: MIT

    mcp14 个月前创建实测增长打开来源 ↗

    安装 claude mcp add mcp-documentation-server -- npx @andrea9293/mcp-documentation-server

    342GitHub 星标稳定
11. 11

    Vexor

    MCP

    活跃最近提交：8 天前 · 2026-08-29

    A semantic search engine for files and code.

    Python许可证: MIT

    mcp10 个月前创建实测增长打开来源 ↗

    安装 claude mcp add vexor -- uvx vexor

    239GitHub 星标稳定
12. 12

    muxi

    其他

    活跃最近提交：31 天前 · 2026-08-05

    Deploy intelligence. Open-source infrastructure for AI agents in production.

    • a2a
    • agent-framework
    • agent-orchestration
    • agent-server
    • agentic-ai

    github10 个月前创建实测增长打开来源 ↗

    169GitHub 星标稳定
13. 13

    DM-Code-Agent

    技能

    活跃最近提交：9 天前 · 2026-08-27

    Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.

    Python许可证: MIT

    • agent
    • agent-evaluation
    • agent-skills
    • code-agent
    • llm

    github11 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent

    151GitHub 星标稳定
14. 14

    semanticscholar-skill

    技能

    活跃最近提交：51 天前 · 2026-07-16

    Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.

    Python许可证: MIT

    • academic
    • agent-skill
    • agent-skills
    • citations
    • claude-code

    github6 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill

    68GitHub 星标稳定
15. 15

    asta-skill

    MCP

    活跃最近提交：51 天前 · 2026-07-16

    Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.

    许可证: MIT

    • academic
    • agent-skill
    • agent-skills
    • asta
    • asta-skill

    github5 个月前创建实测增长打开来源 ↗

    183GitHub 星标稳定
16. 16

    SDYJ_Multi_Agents

    技能

    活跃最近提交：42 天前 · 2026-07-25

    A LangGraph-powered multi-agent deep research system featuring task planning, human-in-the-loop review, multi-source retrieval, evidence-grounded report generation, full tracing and reproducible evaluation.

    Python许可证: MIT

    • agent
    • agent-skills
    • agentic-workflow
    • langgraph
    • llm

    github11 个月前创建实测增长打开来源 ↗

    安装 git clone https://github.com/hwfengcs/SDYJ_Multi_Agents ~/.claude/skills/SDYJ_Multi_Agents

    50GitHub 星标稳定
17. 17

    sentence-transformers

    库

    未知最近提交：暂无数据

    Embeddings, Retrieval, and Reranking

    • Transformer Networks
    • BERT
    • XLNet
    • sentence embedding
    • PyTorch

    pypi实测增长打开来源 ↗

    安装 pip install sentence-transformers

    5 337 5017 天下载量-354 838 (-6.2 %)
18. 18

    langchain

    库

    未知最近提交：暂无数据

    Typescript bindings for langchain

    • llm
    • ai
    • gpt3
    • chain
    • prompt

    npm实测增长打开来源 ↗

    安装 npm install langchain

    2 147 9957 天下载量-154 912 (-6.7 %)
19. 19

    llama-index

    库

    未知最近提交：暂无数据

    Interface between LLMs and your data

    • LLM
    • NLP
    • RAG
    • data
    • devtools

    pypi实测增长打开来源 ↗

    安装 pip install llama-index

    777 7457 天下载量-72 798 (-8.6 %)