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。

118

工具排名

混合排名：实测增长优先。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
io.github.andrea9293/mcp-documentation-server
MCP
活跃最近提交：8 天前 · 2026-08-27
Local-first document management and semantic search for AI coding agents
TypeScript许可证: MIT
mcp14 个月前创建实测增长打开来源 ↗
安装 claude mcp add mcp-documentation-server -- npx @andrea9293/mcp-documentation-server
342GitHub 星标稳定
2
io.github.Lyellr88/marm-mcp-server
MCP
活跃最近提交：7 天前 · 2026-08-28
Universal MCP Server with advanced AI memory capabilities and semantic search.
↓ 913 下载/周Python许可证: Apache-2.0
mcp15 个月前创建实测增长打开来源 ↗
安装 claude mcp add marm-mcp-server -- uvx marm-mcp-server
339GitHub 星标稳定
3
Sui Knowledge Base (kapa.ai)
MCP
活跃最近提交：6 天前 · 2026-08-29
Semantic search across Sui documentation and knowledge sources, powered by kapa.ai
Rust许可证: Apache-2.0
mcp4 年前创建实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器 https://sui.mcp.kapa.ai
7 740GitHub 星标稳定
4
io.github.varun29ankuS/shodh-memory
MCP
活跃最近提交：11 天前 · 2026-08-24
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
↓ 85 下载/周Rust许可证: Apache-2.0
mcp9 个月前创建实测增长打开来源 ↗
安装 claude mcp add shodh-memory -- npx @shodh/memory-mcp
276GitHub 星标稳定
5
Vexor
MCP
活跃最近提交：9 天前 · 2026-08-26
A semantic search engine for files and code.
Python许可证: MIT
mcp9 个月前创建实测增长打开来源 ↗
安装 claude mcp add vexor -- uvx vexor
239GitHub 星标稳定
6
DM-Code-Agent
技能
活跃最近提交：8 天前 · 2026-08-27
Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.
Python许可证: MIT
- agent
- agent-evaluation
- agent-skills
- code-agent
- llm
github11 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent
151GitHub 星标稳定
7
solace-agent-mesh
智能体
活跃最近提交：1 天前 · 2026-09-03
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.
Python许可证: Apache-2.0
- a2a
- agentframework
- agentic
- agentic-ai
- agentic-framework
github20 个月前创建实测增长打开来源 ↗
4 950GitHub 星标-1 (-0.02 %)
8
langchain
库
未知最近提交：暂无数据
Typescript bindings for langchain
- llm
- ai
- gpt3
- chain
- prompt
npm实测增长打开来源 ↗
安装 npm install langchain
2 124 0077 天下载量-236 302 (-10.0 %)
9
sentence-transformers
库
未知最近提交：暂无数据
Embeddings, Retrieval, and Reranking
- Transformer Networks
- BERT
- XLNet
- sentence embedding
- PyTorch
pypi实测增长打开来源 ↗
安装 pip install sentence-transformers
5 313 2577 天下载量-1 221 794 (-18.7 %)
10
llama-index
库
未知最近提交：暂无数据
Interface between LLMs and your data
- LLM
- NLP
- RAG
- data
- devtools
pypi实测增长打开来源 ↗
安装 pip install llama-index
776 3697 天下载量-342 529 (-30.6 %)
11
Vane
智能体
活跃最近提交：3 天前 · 2026-09-01
Vane is an AI-powered answering engine.
TypeScript许可证: MIT
- ai-agents
- ai-search-engine
- answering-engine
- artificial-intelligence
- llm
github2 年前创建估算动量打开来源 ↗
36 578GitHub 星标—

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
azure-openai-llm-notes
技能
活跃最近提交：4 天前 · 2026-08-31打开来源 ↗
A curated collection of resources for 🌌 Azure OpenAI, 🦙 LLMs (+RAG, Agents). Monthly Updates.
Python
- agent
- agent-framework
- agent-skills
- ai-engineering
- ai-tools
github
安装 git clone https://github.com/kimtth/azure-openai-llm-notes ~/.claude/skills/azure-openai-llm-notes
4 天前活跃3 年前创建资源实测增长
410GitHub 星标稳定
2
Agentic_AI_Engineer
智能体
活跃最近提交：3 天前 · 2026-09-01打开来源 ↗
My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.
Jupyter Notebook许可证: MIT
- a2a-protocol
- agent-orchestration
- ai-guardrails
- fastapi
- kubernetes
github3 天前活跃40 天前创建资源实测增长
18GitHub 星标稳定
3
ai-resources
其他
活跃最近提交：今天 · 2026-09-03打开来源 ↗
Comprehensive collection of AI concepts, research findings, and practical implementations. From machine learning fundamentals to cutting-edge LLMs, agents, and emerging technologies.
Python许可证: MIT
- a2a
- ai
- azureopenai
- mcp
- openai
github今天活跃10 个月前创建资源实测增长
1GitHub 星标稳定
4
ai-agent-architecture
其他
活跃最近提交：26 天前 · 2026-08-09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
github26 天前活跃48 天前创建资源实测增长
46GitHub 星标稳定
5
Agentic-AI-Project-Find-Deal-Opportunities
其他
活跃最近提交：今天 · 2026-09-04打开来源 ↗
Detect underpriced products by scraping deals and using AI models to estimate fair prices for profit opportunity identification.
Jupyter Notebook
- a
- a2a
- activemq
- amqp
- awesome
github今天活跃6 个月前创建资源实测增长
1GitHub 星标稳定
6
lit-review-agent-tools
MCP
活跃最近提交：4 天前 · 2026-08-31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。
Python许可证: CC0-1.0
- academic-research
- ai-agents
- awesome
- awesome-list
- claude-code
github4 天前活跃40 天前创建资源实测增长
16GitHub 星标+3 (+23.1 %)
7
awesome-agentic-ai
MCP
活跃最近提交：6 天前 · 2026-08-29打开来源 ↗
Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.
许可证: CC0-1.0
- a2a
- agent-framework
- agentic-ai
- ai-agents
- ai-engineering
github6 天前活跃6 天前创建最新资源实测增长
2GitHub 星标稳定

RAG 与搜索

用途

活跃度

排序方式

工具排名

io.github.andrea9293/mcp-documentation-server

io.github.Lyellr88/marm-mcp-server

Sui Knowledge Base (kapa.ai)

io.github.varun29ankuS/shodh-memory

Vexor

DM-Code-Agent

solace-agent-mesh

langchain

sentence-transformers

llama-index

Vane

学习与参考资源

azure-openai-llm-notes

Agentic_AI_Engineer

ai-resources

ai-agent-architecture

Agentic-AI-Project-Find-Deal-Opportunities

lit-review-agent-tools

awesome-agentic-ai