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 %) - 2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 %) - 3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 ↗
23GitHub 星标+2 (+9.5 %) - 4139GitHub 星标+2 (+1.5 %)
- 5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 ↗
72GitHub 星标+2 (+2.9 %) - 6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-newsroom82GitHub 星标+2 (+2.5 %) - 7活跃
FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.
github实测增长打开来源 ↗
安装
git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill382GitHub 星标+2 (+0.53 %) - 8活跃
skills
技能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
github实测增长打开来源 ↗
安装
git clone https://github.com/qdrant/skills ~/.claude/skills/skills230GitHub 星标+2 (+0.88 %) - 9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 ↗
178GitHub 星标+2 (+1.1 %) - 10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 codeseeker20GitHub 星标+1 (+5.3 %) - 11活跃
Developer journal with knowledge graphs, relationships, Git context, and semantic search
mcp实测增长打开来源 ↗
20GitHub 星标+1 (+5.3 %) - 12活跃
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
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.apple-rag.com117GitHub 星标+1 (+0.86 %) - 13活跃
Team memory sharing for claude-mem — sync AI memories across developers, with Claude Code plugin, github action and knowledge distillation
github实测增长打开来源 ↗
安装
/plugin marketplace add lopadova/claude-mem-sync25GitHub 星标+1 (+4.2 %) - 14活跃
Local NotebookLM for Claude Code via Google Antigravity (agy / Gemini 3.x): /agy:notebook turns a folder of documents into per-doc summaries + a relevance index + a cited synthesis + Q&A. Plus audio/video transcription, deep web research…
github实测增长打开来源 ↗
安装
/plugin marketplace add MarcosNahuel/antigravity-plugin-cc27GitHub 星标+1 (+3.8 %) - 15休眠
Create and manage vector database indexes, backups, and collections
mcp实测增长打开来源 ↗
安装
claude mcp add pinecone -- uvx mcparmory-pinecone31GitHub 星标+1 (+3.3 %) - 16休眠
Search the web, generate AI responses, and create embeddings with real-time information
mcp实测增长打开来源 ↗
安装
claude mcp add perplexity -- uvx mcparmory-perplexity31GitHub 星标+1 (+3.3 %) - 17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 ↗
31GitHub 星标+1 (+3.3 %) - 18活跃
Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.
mcp实测增长打开来源 ↗
安装
claude mcp add smart-connections-mcp -- npx smart-connections-mcp55GitHub 星标+1 (+1.9 %) - 19活跃
SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.
github实测增长打开来源 ↗
安装
git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents102GitHub 星标+1 (+0.99 %) - 20活跃
zeph
其他A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memory, self-learning skills, multi-model routing, sandboxed…
github实测增长打开来源 ↗
58GitHub 星标+1 (+1.8 %) - 21活跃
ruvnet-brain
MCPRuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet),…
github实测增长打开来源 ↗
65GitHub 星标+1 (+1.6 %) - 22活跃
Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL visualization. LongMemEval R@5=97.45%. Self-hosted, Ollama-optional
github实测增长打开来源 ↗
67GitHub 星标+1 (+1.5 %) - 23休眠
Practical GenAI-Eshop application using Semantic Kernel, multi-agent orchestrations, Mcp tools, A2A Agents, Semantic Search, Aspire and more.
github实测增长打开来源 ↗
15GitHub 星标+1 (+7.1 %) - 24活跃
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
mcp实测增长打开来源 ↗
安装
claude mcp add better-code-review-graph -- uvx better-code-review-graph67GitHub 星标+1 (+1.5 %)
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 ↗
🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能体文献综述的最强工具大全。
github资源实测增长16GitHub 星标+3 (+23.1 %)