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
Ranked by normalized popularity across sources. 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。
- 136 578GitHub 星标—
- 2活跃
Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.
github实测增长打开来源 ↗
安装
git clone https://github.com/virgiliojr94/book-to-skill ~/.claude/skills/book-to-skill27 824GitHub 星标+1 525 (+5.8 %) - 3活跃
zvec
技能A lightweight, lightning-fast, in-process vector database
github实测增长打开来源 ↗
安装
git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec15 591GitHub 星标+62 (+0.40 %) - 4活跃
MaxKB
MCP🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。
github实测增长打开来源 ↗
22 693GitHub 星标+58 (+0.26 %) - 5活跃
Stop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
github实测增长打开来源 ↗
65 486GitHub 星标+178 (+0.27 %) - 6活跃
【低代码v2.0，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项目 90% 重复工作，提高效率又不失灵活。
github实测增长打开来源 ↗
47 595GitHub 星标+89 (+0.19 %) - 7活跃
cognee
技能Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
github实测增长打开来源 ↗
安装
git clone https://github.com/topoteretes/cognee ~/.claude/skills/cognee30 405GitHub 星标+105 (+0.35 %) - 85 313 2577 天下载量-1 809 510 (-25.4 %)
- 9活跃
databend
其他Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
github实测增长打开来源 ↗
9 433GitHub 星标+9 (+0.10 %) - 10762 6207 天下载量-556 575 (-42.2 %)
- 11活跃
Semantic search across Sui documentation and knowledge sources, powered by kapa.ai
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://sui.mcp.kapa.ai7 740GitHub 星标+2 (+0.03 %) - 12活跃
A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。
github实测增长打开来源 ↗
6 589GitHub 星标+144 (+2.2 %) - 13活跃
Daft
其他High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale
github实测增长打开来源 ↗
5 736GitHub 星标+5 (+0.09 %) - 14活跃
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.
github实测增长打开来源 ↗
4 950GitHub 星标-2 (-0.04 %) - 15活跃
crate
其他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.
github实测增长打开来源 ↗
4 432GitHub 星标+3 (+0.07 %) - 16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,…
github实测增长打开来源 ↗
安装
git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain4 292GitHub 星标+66 (+1.6 %) - 17活跃
atmosphere
智能体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.…
github实测增长打开来源 ↗
3 804GitHub 星标+8 (+0.21 %) - 18活跃
AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).
github实测增长打开来源 ↗
3 488GitHub 星标+1 925 (+123.2 %) - 19活跃
MCP server for local codebase indexing, semantic search, and code dependency graphs.
mcp实测增长打开来源 ↗
安装
claude mcp add socraticode -- npx socraticode3 275GitHub 星标+12 (+0.37 %) - 20活跃
LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.
github实测增长打开来源 ↗
3 249GitHub 星标+2 (+0.06 %) - 21活跃
skills
技能Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.
github实测增长打开来源 ↗
安装
git clone https://github.com/NVIDIA/skills ~/.claude/skills/skills3 172GitHub 星标+53 (+1.7 %) - 22活跃
Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
mcp实测增长打开来源 ↗
安装
claude mcp add arxiv-mcp-server -- uvx arxiv-mcp-server3 091GitHub 星标+26 (+0.85 %) - 23活跃
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
github实测增长打开来源 ↗
安装
/plugin marketplace add zilliztech/memsearch2 546GitHub 星标+27 (+1.1 %) - 242 428GitHub 星标+1 596 (+191.8 %)
学习与参考资源
Ranked by normalized popularity across sources. 这些资源可单独访问，不参与主要排名。
- 137 263GitHub 星标+63 (+0.17 %)