工具说明为英文。

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

147

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

    技能
    活跃

    Hivemind turns your traces into reusable skills across agents

    TypeScript许可证: Apache-2.0
    • ai
    • ai-agents
    • ai-memory
    • anthropic
    • artificial-intelligence

    github实测增长打开来源 ↗

    安装 /plugin marketplace add activeloopai/hivemind

    1 593GitHub 星标+1 (+0.06 %)
  2. 2

    MCP
    休眠

    Persistent cross-project memory for Cursor and Claude Code using local semantic search.

    Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add longmem -- uvx longmem

      1GitHub 星标+1
    • 3

      其他
      活跃

      Open-source enterprise AI agent platform for centrally governing agents, tools, memory, RAG, approvals, and durable workflows with FastAPI, LangGraph, LangChain, and LangSmith.

      Python
      • a2a-protocol
      • agent-orchestration
      • agent-platform
      • agentic-ai
      • ai-agents

      github实测增长打开来源 ↗

      2GitHub 星标+1 (+100.0 %)
    • 4

      其他
      活跃

      The .NET library to build AI agents with 30+ built-in connectors.

      C#许可证: MIT
      • a2a
      • agent
      • agent-framework
      • agent-orchestration
      • agent2agent

      github实测增长打开来源 ↗

      639GitHub 星标+1 (+0.16 %)
    • 5

      技能
      休眠

      Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

      TypeScript许可证: MIT
      • ai-tools
      • anthropic
      • claude
      • claude-agents
      • claude-ai

      github实测增长打开来源 ↗

      安装 git clone https://github.com/memvid/claude-brain ~/.claude/skills/claude-brain

      575GitHub 星标+1 (+0.17 %)
    • 6

      智能体
      活跃

      Utilities to spin up Pydantic AI agents with a few additional enhancements and integrations

      Python许可证: MIT
      • a2a
      • agents
      • embeddings
      • mcp
      • pydantic-ai

      github实测增长打开来源 ↗

      5GitHub 星标+1 (+25.0 %)
    • 7

      MCP
      活跃

      Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

      ↓ 85 下载/周Rust许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add shodh-memory -- npx @shodh/memory-mcp

        277GitHub 星标+1 (+0.36 %)
      • 8

        MCP
        活跃

        Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

        ↓ 59 下载/周TypeScript许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add local-memory-mcp -- npx @studiomeyer/local-memory-mcp

          12GitHub 星标+1 (+9.1 %)
        • 9

          MCP
          活跃

          Persistent memory for AI assistants with semantic search and knowledge graph relationships.

          Rust许可证: Apache-2.0

            mcp实测增长打开来源 ↗

            安装 claude mcp add octobrain -- npx @muvon/octobrain

            12GitHub 星标+1 (+9.1 %)
          • 10

            MCP
            活跃

            Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults.

            ↓ 123 下载/周TypeScript许可证: MIT

              mcp实测增长打开来源 ↗

              安装 claude mcp add obsidian-everywhere -- npx obsidian-everywhere

              14GitHub 星标+1 (+7.7 %)
            • 11

              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 %)
            • 12

              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 %)
            • 13

              技能
              活跃

              Graph RAG on SQLite for AI agents: vector retrieval + hand-curated wikilink graph + cross-encoder rerank, with a zero-token per-turn memory ledger. Working pilot.

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

              github实测增长打开来源 ↗

              安装 git clone https://github.com/tonydzi/sqlite-graph-memory ~/.claude/skills/sqlite-graph-memory

              8GitHub 星标+1 (+14.3 %)
            • 14

              其他
              活跃

              CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.

              Java许可证: Apache-2.0
              • analytics
              • big-data
              • cratedb
              • database
              • dbms

              github实测增长打开来源 ↗

              4 432GitHub 星标稳定
            • 15

              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 星标稳定
            • 16

              MCP
              活跃

              Historical chart-pattern intelligence for AI agents. 25M+ embeddings, 19K+ symbols, 10y history.

              ↓ 56 下载/周Python许可证: MIT

                mcp实测增长打开来源 ↗

                安装 claude mcp add chart-library -- uvx chartlibrary-mcp

                20GitHub 星标稳定
              • 17

                技能
                活跃

                Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.

                JavaScript许可证: MIT
                • agent-skills
                • ai-agents
                • ai-assistant
                • claude-code
                • codex

                github实测增长打开来源 ↗

                安装 git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki

                123GitHub 星标稳定
              • 18

                MCP
                活跃

                Semantic search across 6,236 Quran verses and 12,416 authentic Hadiths for Islamic guidance.

                TypeScript许可证: NOASSERTION

                  mcp实测增长打开来源 ↗

                  需在 MCP 配置中声明的远程服务器 https://criterion.life/api/mcp

                  20GitHub 星标稳定
                • 19

                  智能体
                  休眠

                  Everything you need to build, deploy, and collaborate with agents. Ride the llama, avoid the drama.

                  TypeScript
                  • a2a
                  • agent-builder
                  • agent-building
                  • agent-framework
                  • agentic-ai

                  github实测增长打开来源 ↗

                  20GitHub 星标稳定
                • 20

                  技能
                  活跃

                  Personal knowledge vault plugin for Claude Code — session recording, memory distillation, and hybrid semantic + BM25 retrieval.

                  Python许可证: Apache-2.0
                  • agent-memory
                  • bm25
                  • chromadb
                  • claude-code
                  • claude-code-plugin

                  github实测增长打开来源 ↗

                  安装 /plugin marketplace add XBlueSky/cortexes

                  20GitHub 星标稳定
                • 21

                  MCP
                  活跃

                  Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

                  ↓ 92 下载/周Go许可证: NOASSERTION

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add same -- npx @sgx-labs/same

                    23GitHub 星标稳定
                  • 22

                    MCP
                    活跃

                    Knowledge base for Claude Code with semantic search, feed intelligence, and teams

                    ↓ 29 下载/周Python许可证: NOASSERTION

                      mcp实测增长打开来源 ↗

                      安装 claude mcp add distillery-mcp -- uvx distillery-mcp

                      24GitHub 星标稳定
                    • 23

                      智能体
                      活跃

                      Evidence-first multi-agent debate skill: get a second opinion by pitting Codex × Claude Code (or GLM/DeepSeek/Qwen) to independently review, red-team & judge high-stakes code and architecture decisions.

                      许可证: MIT
                      • agent-arena
                      • agent-skill
                      • ai-agents
                      • architecture-review
                      • claude-code

                      github实测增长打开来源 ↗

                      25GitHub 星标稳定
                    • 24

                      技能
                      活跃

                      Curated skill pack for LLM agents in engineer and science workflow (Cursor & Claude ready).

                      Python许可证: MIT
                      • agent-skills
                      • ai-agents
                      • automation
                      • awesome-list
                      • claude-code

                      github实测增长打开来源 ↗

                      安装 git clone https://github.com/charlieviettq/awesome-agent-skill ~/.claude/skills/awesome-agent-skill

                      25GitHub 星标稳定

                    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

                      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 %)