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

140

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

    智能体
    活跃

    SHM v6.15.0 — 自演化超图记忆系统: R4OracleDb oracle DB 同形注入, 评测数据面重建 (LoCoMo-Refined 72.43%), 精卫循环至 SOTA 82.65 进行中

    Python许可证: MIT
    • a2a
    • ai-agent
    • hypergraph
    • knowledge-graph
    • mcp

    github实测增长打开来源 ↗

    6GitHub 星标+1 (+20.0 %)
  2. 2

    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+16 (+0.92 %)
  3. 3

    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

    975GitHub 星标+13 (+1.4 %)
  4. 4

    MCP
    活跃

    Persistent per-project memory for Claude Code, Kiro, Cursor & Codex - plain markdown committed with your code, captured prompt-free, auto-injected at session start, recalled by meaning (local semantic search, zero API). Cross-project…

    JavaScript许可证: MIT
    • agent-memory
    • ai-agents
    • ai-memory
    • anthropic
    • claude

    github实测增长打开来源 ↗

    7GitHub 星标+1 (+16.7 %)
  5. 5

    MCP
    活跃

    Context Engineering: Build Consistent, Accurate, Predictable AI Systems

    Python许可证: Apache-2.0
    • agent-skills
    • agentic-ai
    • context-engineering
    • generative-ai
    • llm

    github实测增长打开来源 ↗

    136GitHub 星标+5 (+3.8 %)
  6. 6

    MCP
    活跃

    Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

    TypeScript许可证: Apache-2.0
    • agent-skills
    • ai-memory
    • ai-tools
    • claude-code
    • codex

    github实测增长打开来源 ↗

    58GitHub 星标+3 (+5.5 %)
  7. 7

    MCP
    活跃

    The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inference.

    Rust
    • a2a
    • a2ui
    • ag-ui
    • agent-orchestration
    • agent-os

    github实测增长打开来源 ↗

    31GitHub 星标+2 (+6.9 %)
  8. 8

    技能
    活跃

    Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

    Python许可证: MIT
    • ai-agents
    • ai-coding
    • ai-development
    • ai-engineer
    • automation

    github实测增长打开来源 ↗

    安装 git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

    10GitHub 星标+1 (+11.1 %)
  9. 9

    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 %)
  10. 10

    智能体
    活跃

    Portable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, Anthropic, or 9 more behind one SPI. Token streaming, tool calls, human approvals, and governance over WebSocket, SSE, gRPC, or WebTransport/HTTP3.…

    Java许可证: Apache-2.0
    • a2a
    • acp
    • agentic-ai
    • ai-agents
    • anthropic

    github实测增长打开来源 ↗

    3 808GitHub 星标+12 (+0.32 %)
  11. 11

    其他
    休眠

    nano-degree in Agentic AI

    Python许可证: MIT
    • a2a
    • acp
    • agent
    • mcp
    • rag

    github实测增长打开来源 ↗

    13GitHub 星标+1 (+8.3 %)
  12. 12

    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+7 (+0.95 %)
  13. 13

    技能
    活跃

    FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

    Python许可证: MIT
    • agent-skills
    • ai-persona
    • bdrc
    • buddhism
    • chinese-buddhism

    github实测增长打开来源 ↗

    安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

    382GitHub 星标+5 (+1.3 %)
  14. 14

    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 ↗

    381GitHub 星标+5 (+1.3 %)
  15. 15

    其他
    活跃

    High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

    Rust许可证: Apache-2.0
    • ai-engineering
    • ai-pipeline
    • arrow
    • artificial-intelligence
    • big-data

    github实测增长打开来源 ↗

    5 741GitHub 星标+10 (+0.17 %)
  16. 16

    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 %)
  17. 17

    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+4 (+1.8 %)
  18. 18

    其他
    活跃

    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

    Rust
    • ai
    • bigdata
    • cloud-native
    • database
    • elasticsearch

    github实测增长打开来源 ↗

    9 434GitHub 星标+10 (+0.11 %)
  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+5 (+1.2 %)
  20. 20

    MCP
    活跃

    Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem…

    JavaScript许可证: MIT
    • agent-memory
    • ai-coding-assistant
    • ai-memory
    • anthropic
    • claude

    github实测增长打开来源 ↗

    56GitHub 星标+2 (+3.7 %)
  21. 21

    MCP
    活跃

    Developer journal with knowledge graphs, relationships, Git context, and semantic search

    TypeScript许可证: MIT

      mcp实测增长打开来源 ↗

      20GitHub 星标+1 (+5.3 %)
    • 22

      智能体
      活跃

      TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

      Go许可证: Apache-2.0
      • agent
      • agent-context
      • agent-memory
      • agentic
      • ai

      github实测增长打开来源 ↗

      40 487GitHub 星标+9 (+0.02 %)
    • 23

      MCP
      活跃

      AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.

      Rust许可证: MIT
      • ast
      • call-graph
      • claude-code
      • claude-code-plugin
      • code-navigation

      github实测增长打开来源 ↗

      72GitHub 星标+2 (+2.9 %)
    • 24

      智能体
      活跃

      6 specialized AI agents collaborating via A2A protocol to power e-commerce — product discovery, orders, pricing, reviews, inventory & support. Dual-stack (Python + .NET/C#) with generative UI. Built with Microsoft Agent Framework, FastAPI,…

      Python许可证: MIT
      • a2a-protocol
      • ai-agents
      • aspire-dashboard
      • azure-openai
      • csharp

      github实测增长打开来源 ↗

      22GitHub 星标+1 (+4.8 %)
    • 25

      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 594GitHub 星标+6 (+0.38 %)