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RAG 与搜索

检索增强、向量数据库、嵌入和语义搜索。

用途

活跃度

排序方式

137

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

    MCP
    活跃

    Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

    TypeScript许可证: MIT
    • agent-skills
    • cli-tool
    • developer-tools
    • hybrid-search
    • local-first

    github实测增长打开来源 ↗

    383GitHub 星标+7 (+1.9 %)
  2. 2

    技能
    活跃

    The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.

    TypeScript许可证: MIT
    • agent-orchestration
    • agents
    • ai-agents
    • ai-development
    • anthropic

    github实测增长打开来源 ↗

    安装 /plugin marketplace add yonatangross/orchestkit

    228GitHub 星标+4 (+1.8 %)
  3. 3

    其他
    活跃

    A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memory, self-learning skills, multi-model routing, sandboxed…

    Rust许可证: MIT
    • a2a
    • acp
    • ai-agent
    • claude
    • cli

    github实测增长打开来源 ↗

    58GitHub 星标+1 (+1.8 %)
  4. 4

    其他
    活跃

    An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.

    Python许可证: MIT
    • agent-security
    • ai-security
    • ai-security-tool
    • artificial-intelligence
    • ctf

    github实测增长打开来源 ↗

    312GitHub 星标+5 (+1.6 %)
  5. 5

    技能
    活跃

    A lightweight, lightning-fast, in-process vector database

    C++许可证: Apache-2.0
    • agent-skills
    • db
    • embedded
    • faiss
    • fts

    github实测增长打开来源 ↗

    安装 git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec

    15 784GitHub 星标+246 (+1.6 %)
  6. 6

    技能
    活跃

    Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your Obsidian vault. Stop re-explaining your projects, decisions and people every session. 45 commands: hybrid semantic search, self-rewriting notes,…

    Python许可证: MIT
    • agent-skills
    • ai-agents
    • ai-note-taking
    • ai-second-brain
    • anthropic

    github实测增长打开来源 ↗

    安装 git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain

    4 321GitHub 星标+67 (+1.6 %)
  7. 7

    MCP
    活跃

    RuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet),…

    JavaScript
    • agentdb
    • ai-agents
    • anthropic-claude
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    65GitHub 星标+1 (+1.6 %)
  8. 8

    MCP
    活跃

    Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL visualization. LongMemEval R@5=97.45%. Self-hosted, Ollama-optional

    Python许可证: MIT
    • ai-memory
    • ai-tools
    • anthropic
    • chromadb
    • claude-code

    github实测增长打开来源 ↗

    67GitHub 星标+1 (+1.5 %)
  9. 9

    智能体
    活跃

    Ruby's capable AI runtime

    Ruby许可证: MIT
    • a2a
    • a2a-client
    • agent
    • agent2agent
    • agents

    github实测增长打开来源 ↗

    139GitHub 星标+2 (+1.5 %)
  10. 10

    技能
    活跃

    A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

    Python许可证: MIT
    • agent
    • agent-memory
    • ai-agents
    • claude-code
    • claude-code-plugin

    github实测增长打开来源 ↗

    安装 /plugin marketplace add zilliztech/memsearch

    2 565GitHub 星标+36 (+1.4 %)
  11. 11

    MCP
    活跃

    Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

    Python许可证: Apache-2.0
    • agent
    • ai
    • anthropic
    • claude-code
    • compression

    github实测增长打开来源 ↗

    68 952GitHub 星标+925 (+1.4 %)
  12. 12

    技能
    活跃

    Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

    Python许可证: Apache-2.0
    • agent-skills
    • ai-agents
    • claude-code
    • codex
    • cursor

    github实测增长打开来源 ↗

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

    230GitHub 星标+3 (+1.3 %)
  13. 13

    技能
    活跃

    Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…

    Python许可证: MIT
    • agent-skills
    • agentic-workflow
    • ai-research-assistant
    • anthropic
    • citation-verification

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Socialpranker/deepdive ~/.claude/skills/deepdive

    393GitHub 星标+5 (+1.3 %)
  14. 14

    技能
    活跃

    Harness engineering applied to knowledge production: a self-evolving multi-agent newsroom that turns your documents into a cross-linked markdown wiki. A "reground" loop pulls published pages back in before they go stale — writer ≠ reviewer,…

    Python许可证: MIT
    • agentic-ai
    • ai-agents
    • claude
    • claude-code
    • claude-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom

    81GitHub 星标+1 (+1.2 %)
  15. 15

    技能
    活跃
    Python
    • agent
    • agent-memory
    • agent-skills
    • agentic
    • dsh-plugin

    github实测增长打开来源 ↗

    安装 git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS

    977GitHub 星标+12 (+1.2 %)
  16. 16

    技能
    活跃

    Distill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.

    Python许可证: MIT
    • agent-skills
    • emnlp-2026
    • enterprise-search
    • llm
    • llm-agents

    github实测增长打开来源 ↗

    安装 git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill

    84GitHub 星标+1 (+1.2 %)
  17. 17

    MCP
    活跃

    USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with…

    Python许可证: MIT
    • bigquery
    • claude-code
    • claude-code-plugin
    • faiss
    • mcp-server

    github实测增长打开来源 ↗

    178GitHub 星标+2 (+1.1 %)
  18. 18

    技能
    活跃

    SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

    Python许可证: MIT
    • agent-memory
    • agent-skills
    • agentic-ai
    • benchmark
    • llm-based-agents

    github实测增长打开来源 ↗

    安装 git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents

    102GitHub 星标+1 (+0.99 %)
  19. 19

    MCP
    活跃

    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许可证: MIT
    • accuracy
    • agents
    • claude-skills
    • context
    • harness

    github实测增长打开来源 ↗

    434GitHub 星标+4 (+0.93 %)
  20. 20

    MCP
    活跃

    Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

    TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://mcp.apple-rag.com

      117GitHub 星标+1 (+0.86 %)
    • 21

      MCP
      活跃

      A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

      Go许可证: Apache-2.0
      • a2a
      • a2a-protocol
      • ag-ui
      • agent
      • agent-framework

      github实测增长打开来源 ↗

      1 763GitHub 星标+15 (+0.86 %)
    • 22

      技能
      活跃

      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. It is local-first and under…

      Python许可证: MIT
      • agent-memory
      • ai
      • ai-agents
      • ai-memory
      • claude-code

      github实测增长打开来源 ↗

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

      123GitHub 星标+1 (+0.82 %)
    • 23

      技能
      活跃

      A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.

      TypeScript许可证: Apache-2.0
      • agent-skills
      • ai-agent
      • blog
      • golang
      • knowledge-base

      github实测增长打开来源 ↗

      安装 git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor

      127GitHub 星标+1 (+0.79 %)

    学习与参考资源

    按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

    1. 1

      agent-systems-handbook

      智能体
      活跃打开来源 ↗

      A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…

      MDX
      • a2a
      • agent-framework
      • agent-memory
      • agentic-ai
      • agentic-workflow
      github资源实测增长
      316GitHub 星标+3 (+0.96 %)
    2. 2

      dspy-skills

      技能
      活跃打开来源 ↗

      Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

      Python许可证: MIT
      • agent-skills
      • claude-code
      • claude-skills
      • dspy
      • llm
      github

      安装 git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills

      资源实测增长
      122GitHub 星标+1 (+0.83 %)