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
141
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活跃
Graph-powered code intelligence with semantic search and knowledge graph for AI assistants
mcp实测增长打开来源 ↗
安装
claude mcp add codeseeker -- npx codeseeker19GitHub 星标+1 (+5.6 %) - 2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 %) - 3活跃
Universal MCP Server with advanced AI memory capabilities and semantic search.
mcp实测增长打开来源 ↗
安装
claude mcp add marm-mcp-server -- uvx marm-mcp-server339GitHub 星标+4 (+1.2 %) - 4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,…
github实测增长打开来源 ↗
22GitHub 星标+1 (+4.8 %) - 5活跃
hivemind
技能Hivemind turns your traces into reusable skills across agents
github实测增长打开来源 ↗
安装
/plugin marketplace add activeloopai/hivemind1 593GitHub 星标+6 (+0.38 %) - 6活跃
ghost
MCPThe 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.
github实测增长打开来源 ↗
30GitHub 星标+1 (+3.4 %) - 7活跃
tidb
智能体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.
github实测增长打开来源 ↗
40 484GitHub 星标+6 (+0.01 %) - 8活跃
nuwax
其他Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.
github实测增长打开来源 ↗
877GitHub 星标+4 (+0.46 %) - 9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 %) - 10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…
github实测增长打开来源 ↗
177GitHub 星标+2 (+1.1 %) - 11活跃
praxis
技能Turn scattered knowledge, operational data, and history into source-linked context that your agents can inspect, explain, and reuse.
github实测增长打开来源 ↗
安装
git clone https://github.com/sparkplug604/praxis ~/.claude/skills/praxis48GitHub 星标+1 (+2.1 %) - 12活跃
Vexor
MCPA semantic search engine for files and code.
mcp实测增长打开来源 ↗
安装
claude mcp add vexor -- uvx vexor239GitHub 星标+2 (+0.84 %) - 13休眠
小遥搜索，听懂你的话、看懂你的图，用AI找到本地任何文件。让搜索像聊天一样简单。XiaoyaoSearch: Understands your words, reads your images, finds any local file with AI. Making search as easy as chatting.
github实测增长打开来源 ↗
安装
git clone https://github.com/dtsola/xiaoyaosearch ~/.claude/skills/xiaoyaosearch1 085GitHub 星标+3 (+0.28 %) - 14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.
github实测增长打开来源 ↗
71GitHub 星标+1 (+1.4 %) - 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
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,…
github实测增长打开来源 ↗
安装
git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom80GitHub 星标+1 (+1.3 %) - 17活跃
bisheng
智能体BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level…
github实测增长打开来源 ↗
11 923GitHub 星标+3 (+0.03 %) - 18活跃
trace-mcp
MCPMCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration
github实测增长打开来源 ↗
102GitHub 星标+1 (+0.99 %) - 19105GitHub 星标+1 (+0.96 %)
- 20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…
github实测增长打开来源 ↗
安装
git clone https://github.com/docmancer/docmancer ~/.claude/skills/docmancer123GitHub 星标+1 (+0.82 %) - 21138GitHub 星标+1 (+0.73 %)
- 22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 %) - 23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 %)
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…
github资源实测增长316GitHub 星标+3 (+0.96 %) - 2活跃打开来源 ↗
Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically
github安装
资源实测增长git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills122GitHub 星标+1 (+0.83 %)