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。

134

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
Alibaba Cloud DashScope — Qwen
MCP
活跃最近提交：7 天前 · 2026-08-29
Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.
↓ 84 下载/周JavaScript许可证: Apache-2.0
mcp7 个月前创建实测增长打开来源 ↗
安装 claude mcp add alibaba-cloud -- npx @three-ws/alibaba-cloud-mcp
105GitHub 星标稳定
2
IBM watsonx.ai Granite
MCP
活跃最近提交：7 天前 · 2026-08-29
IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.
↓ 73 下载/周JavaScript许可证: Apache-2.0
mcp7 个月前创建实测增长打开来源 ↗
安装 claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp
105GitHub 星标稳定
3
IBM Granite via x402
MCP
活跃最近提交：7 天前 · 2026-08-29
x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.
↓ 70 下载/周JavaScript许可证: Apache-2.0
mcp7 个月前创建实测增长打开来源 ↗
安装 claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp
105GitHub 星标稳定
4
DocMeld
技能
活跃最近提交：38 天前 · 2026-07-29
Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architecture extracts structured elements, page content, and AI-enriched metadata from research papers and books. Generate PRDs, workflows, topic clusters,…
Python
- agent-use-ready
- ai-agents
- claude-code
- claude-skills
- doc-converter
github5 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld
100GitHub 星标稳定
5
way-back-home
智能体
活跃最近提交：1 天前 · 2026-09-03
🚀 Way Back Home
Python许可证: Apache-2.0
- a2a
- adk
- agents
- bigquery
- google-cloud
github8 个月前创建实测增长打开来源 ↗
96GitHub 星标稳定
6
Cortex
MCP
活跃最近提交：1 天前 · 2026-09-03
Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…
Python许可证: MIT
- agent-memory-system
- agent-skills
- causal-inference
- claude-code
- codex
github5 个月前创建实测增长打开来源 ↗
71GitHub 星标稳定
7
pinecone-claude-code-plugin
技能
活跃最近提交：1 天前 · 2026-09-03
The official Pinecone marketplace for Claude Code Plugins
Python许可证: MIT
- anthropic-claude
- claude-code
- claude-code-plugin
- claude-code-plugin-marketplace
- hybrid-search
github8 个月前创建实测增长打开来源 ↗
安装 /plugin marketplace add pinecone-io/pinecone-claude-code-plugin
68GitHub 星标稳定
8
Perseus Vault (formerly Mimir/Mneme), persistent memory engine for AI agents
MCP
活跃最近提交：7 天前 · 2026-08-29
Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.
Rust许可证: MIT
mcp3 个月前创建实测增长打开来源 ↗
67GitHub 星标稳定
9
io.github.n24q02m/better-code-review-graph
MCP
活跃最近提交：7 天前 · 2026-08-28
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
Python许可证: Apache-2.0
mcp5 个月前创建实测增长打开来源 ↗
安装 claude mcp add better-code-review-graph -- uvx better-code-review-graph
66GitHub 星标稳定
10
ade-document-processing-skills
技能
活跃最近提交：今天 · 2026-09-04
Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants
许可证: MIT
- ade
- agent-skills
- claude
- document-extraction
- document-processing
github5 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/landing-ai/ade-document-processing-skills ~/.claude/skills/ade-document-processing-skills
64GitHub 星标稳定
11
Enzyme
MCP
活跃最近提交：8 天前 · 2026-08-28
Semantic search and pattern discovery for Obsidian and markdown vaults.
TypeScript
mcp19 个月前创建实测增长打开来源 ↗
59GitHub 星标稳定
12
webfetch
技能
活跃最近提交：44 天前 · 2026-07-23
Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…
Python许可证: MIT
- agent-memory
- agent-skills
- agentic-workflow
- agents
- anthropic
github4 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch
55GitHub 星标稳定
13
io.github.msdanyg/smart-connections-mcp
MCP
活跃最近提交：14 天前 · 2026-08-22
Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.
TypeScript许可证: MIT
mcp10 个月前创建实测增长打开来源 ↗
安装 claude mcp add smart-connections-mcp -- npx smart-connections-mcp
54GitHub 星标稳定
14
semanticscholar-skill
技能
活跃最近提交：51 天前 · 2026-07-16
Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.
Python许可证: MIT
- academic
- agent-skill
- agent-skills
- citations
- claude-code
github6 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill
68GitHub 星标稳定
15
asta-skill
MCP
活跃最近提交：51 天前 · 2026-07-16
Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.
许可证: MIT
- academic
- agent-skill
- agent-skills
- asta
- asta-skill
github5 个月前创建实测增长打开来源 ↗
183GitHub 星标稳定
16
SDYJ_Multi_Agents
技能
活跃最近提交：41 天前 · 2026-07-25
A LangGraph-powered multi-agent deep research system featuring task planning, human-in-the-loop review, multi-source retrieval, evidence-grounded report generation, full tracing and reproducible evaluation.
Python许可证: MIT
- agent
- agent-skills
- agentic-workflow
- langgraph
- llm
github11 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/hwfengcs/SDYJ_Multi_Agents ~/.claude/skills/SDYJ_Multi_Agents
50GitHub 星标稳定
17
codeseek
CLI
活跃最近提交：34 天前 · 2026-08-02
Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.
Rust许可证: MIT
- agent-tools
- ai-development-tools
- ai-tools
- bm25
- call-graph
github3 个月前创建实测增长打开来源 ↗
764GitHub 星标-1 (-0.13 %)
18
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
5 340 1067 天下载量-795 607 (-13.0 %)
19
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
781 1617 天下载量-206 854 (-20.9 %)
20
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
1 918 0707 天下载量-677 690 (-26.1 %)

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：5 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
5 天前活跃3 年前创建资源实测增长
410GitHub 星标稳定
2
membrane
技能
活跃最近提交：今天 · 2026-09-05打开来源 ↗
A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.
Go许可证: MIT
- agent
- agent-framework
- agent-memory
- agent-skills
- agentic
github
安装 git clone https://github.com/BennettSchwartz/membrane ~/.claude/skills/membrane
今天活跃7 个月前创建资源实测增长
94GitHub 星标稳定
3
spring-ai-recipes-learning
智能体
活跃最近提交：55 天前 · 2026-07-12打开来源 ↗
Spring AI 实战教程 🚀 ChatClient → RAG → MCP → Agent → A2A，24 个手写模块循序渐进（Spring Boot 4.1 + Spring AI 2.0 + Java 21）
Java
- a2a
- ai-agent
- chatclient
- gradle
- java
github55 天前活跃56 天前创建资源实测增长
3GitHub 星标稳定
4
production-ai-engineering
智能体
活跃最近提交：47 天前 · 2026-07-20打开来源 ↗
Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.
Markdown
- a2a-protocol
- agentic-ai
- ai
- ai-agents
- ai-engineering
github47 天前活跃3 个月前创建资源实测增长
1GitHub 星标稳定
5
ai-agent-architecture
其他
活跃最近提交：27 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
github27 天前活跃49 天前创建资源实测增长
46GitHub 星标稳定

RAG 与搜索

用途

活跃度

排序方式

工具排名

Alibaba Cloud DashScope — Qwen

IBM watsonx.ai Granite

IBM Granite via x402

DocMeld

way-back-home

Cortex

pinecone-claude-code-plugin

Perseus Vault (formerly Mimir/Mneme), persistent memory engine for AI agents

io.github.n24q02m/better-code-review-graph

ade-document-processing-skills

Enzyme

webfetch

io.github.msdanyg/smart-connections-mcp

semanticscholar-skill

asta-skill

SDYJ_Multi_Agents

codeseek

sentence-transformers

llama-index

langchain

学习与参考资源

azure-openai-llm-notes

membrane

spring-ai-recipes-learning

production-ai-engineering

ai-agent-architecture