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

153

工具排名

Ranked by creation date, newest first; undated entries come last. 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

    AI tools for agents: chat, summarize, classify, entity extraction, embeddings, transcription. x402

    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://api.agishub.com/mcp/ai

      1GitHub 星标稳定
    • 2

      MCP
      活跃

      Persistent memory for AI agents — history, context, semantic search, queues. 17 tools, stdio/SSE.

      ↓ 74 下载/周许可证: NOASSERTION

        mcp实测增长打开来源 ↗

        安装 claude mcp add agenticmemory -- npx agmry

        1GitHub 星标稳定
      • 3

        技能
        活跃

        Your engineering captain: a repo-resident AI persona with a knowledge graph stored in git. Agents cite incidents, ADRs and PRs instead of guessing — 47% fewer wrong answers, 40% cheaper on a public benchmark. Claude Code plugin + CLI.

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

        github实测增长打开来源 ↗

        安装 /plugin marketplace add ramarahmanda/tsubasa

        8GitHub 星标稳定
      • 4

        MCP
        活跃

        Whole-repo code graph for AI agents: impact analysis, dead code, cycles, semantic search — 14 tools.

        JavaScript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.idencify.com/mcp

          0GitHub 星标稳定
        • 5

          MCP
          活跃

          Local semantic search over your Obsidian vault - always fresh, never reindex.

          ↓ 126 下载/周JavaScript许可证: MIT

            mcp实测增长打开来源 ↗

            安装 claude mcp add freshvault -- npx freshvault

            0GitHub 星标稳定
          • 6

            MCP
            活跃

            RAG memory for LLM agents over Garnet Vector Sets: store text as embeddings, recall by meaning.

            C#许可证: MIT

              mcp实测增长打开来源 ↗

              0GitHub 星标稳定
            • 7

              技能
              活跃

              Automate Claude AI interactions with custom hotkeys, memory manipulation tools, and configurable settings for improved workflow performance.

              Python许可证: MIT
              • a2a-protocol
              • a2a-server
              • activemq
              • agent
              • agent-development

              github实测增长打开来源 ↗

              安装 /plugin marketplace add Untechnical-headwind100/Claude-AI-Unlimited-Tool-2026

              0GitHub 星标稳定
            • 8

              技能
              活跃

              Laravel AI skills that actually know when to stay out of the way. 72 focused skills, smarter sparse routing, automatic project memory, and better specialist selection for Codex, Claude Code, and other AI coding assistants.

              JavaScript许可证: MIT
              • ai
              • ai-agent
              • ai-agents
              • ai-skill
              • ai-skills

              github实测增长打开来源 ↗

              安装 git clone https://github.com/soden46/syarif-laravel-ai-skills ~/.claude/skills/syarif-laravel-ai-skills

              4GitHub 星标稳定
            • 9

              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

                13GitHub 星标稳定
              • 10

                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 ↗

                311GitHub 星标+6 (+2.0 %)
              • 11

                MCP
                活跃

                Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

                Go许可证: MIT
                • agent-memory
                • ai-memory
                • claude-code
                • claude-code-hooks
                • claude-code-plugins

                github实测增长打开来源 ↗

                742GitHub 星标+11 (+1.5 %)
              • 12

                技能
                活跃

                10 skills that cut your AI bill with proof instead of vibes. MIT, works in Claude Code, Codex, Cursor. Every skill's check is executed by CI.

                JavaScript
                • agents
                • ai-agents
                • claude-code
                • claude-skills
                • codex

                github实测增长打开来源 ↗

                安装 git clone https://github.com/Neeeophytee/ai-cost-cutter-skills ~/.claude/skills/ai-cost-cutter-skills

                18GitHub 星标稳定
              • 13

                MCP
                活跃

                Basque Country hyperlocal mobility: ES/EU semantic search, routing, open-data POIs, peak-bagging.

                Python许可证: Apache-2.0

                  mcp实测增长打开来源 ↗

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

                  0GitHub 星标稳定
                • 14

                  智能体
                  活跃

                  Self-hosted AI company OS for solo founders: autonomous agents, ERPNext business memory, and owner-visible governance.

                  Python许可证: MIT
                  • a2a
                  • agentic-ai
                  • ai-agent
                  • ai-agents
                  • autonomous-agents

                  github实测增长打开来源 ↗

                  9GitHub 星标稳定
                • 15

                  其他
                  活跃

                  GitHub Pages documentation portal for LLM Wiki-style knowledge source tools.

                  JavaScript许可证: Apache-2.0
                  • a2a
                  • agent-tools
                  • ai
                  • knowledge-graph
                  • llmwiki

                  github实测增长打开来源 ↗

                  0GitHub 星标稳定
                • 16

                  其他
                  活跃

                  Browser workbench for querying Markdown/wiki knowledge sources through agent runtime, MCP-style, and A2A-style flows.

                  TypeScript许可证: Apache-2.0
                  • a2a
                  • agent-tools
                  • ai
                  • knowledge-graph
                  • llmwiki

                  github估算动量打开来源 ↗

                  0GitHub 星标—
                • 17

                  其他
                  活跃

                  Serve local Markdown/wiki knowledge folders as agent-readable HTTP, MCP-style, and A2A-style context.

                  Python许可证: Apache-2.0
                  • a2a
                  • agent-tools
                  • ai
                  • knowledge-graph
                  • llmwiki

                  github实测增长打开来源 ↗

                  6GitHub 星标稳定
                • 18

                  MCP
                  活跃

                  IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK

                  TypeScript许可证: MIT

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add mcp-itglue -- npx mcp-itglue

                    5GitHub 星标稳定
                  • 19

                    MCP
                    活跃

                    IT Glue MCP server for MSPs — documents, flexible assets, semantic vector search, RBAC, and BYOK

                    TypeScript许可证: MIT

                      mcp实测增长打开来源 ↗

                      安装 claude mcp add mcp-itglue -- npx mcp-itglue

                      5GitHub 星标稳定
                    • 20

                      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
                    • 21

                      MCP
                      活跃

                      Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

                      ↓ 191 下载/周TypeScript许可证: MIT

                        mcp实测增长打开来源 ↗

                        安装 claude mcp add calibre-mcp -- npx calibre-mcp

                        12GitHub 星标+2 (+20.0 %)
                      • 22

                        MCP
                        活跃

                        Versioned documentation registry and semantic search for AI tools and coding assistants.

                        mcp实测增长打开来源 ↗

                        需在 MCP 配置中声明的远程服务器 https://api.llmref.org/v1/mcp

                        0GitHub 星标稳定
                      • 23

                        MCP
                        活跃

                        Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

                        ↓ 17 下载/周Python许可证: MIT

                          mcp实测增长打开来源 ↗

                          安装 claude mcp add rag-mcp -- uvx jaimenbell-rag-mcp

                          0GitHub 星标稳定

                        学习与参考资源

                        Ranked by creation date, newest first; undated entries come last. 这些资源可单独访问，不参与主要排名。

                        1. 1

                          ai-agent-architecture

                          其他
                          活跃打开来源 ↗

                          Build LLM systems you actually control. A free, open engineering book + course — from tokenization to serving your own models. Mechanisms, trade-offs, and numbers, not prompt tips

                          HTML
                          • a2a-protocol
                          • ai
                          • ai-agents
                          • context-engineering
                          • distributed-systems
                          github资源实测增长
                          46GitHub 星标稳定
                        2. 2

                          spring-ai-recipes-learning

                          智能体
                          活跃打开来源 ↗

                          Spring AI 实战教程 🚀 ChatClient → RAG → MCP → Agent → A2A，24 个手写模块循序渐进（Spring Boot 4.1 + Spring AI 2.0 + Java 21）

                          Java
                          • a2a
                          • ai-agent
                          • chatclient
                          • gradle
                          • java
                          github资源实测增长
                          3GitHub 星标稳定