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。

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
obsidian-second-brain
技能
活跃最近提交：今天 · 2026-09-03
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,…
Python许可证: MIT
- agent-skills
- ai-agents
- ai-note-taking
- ai-second-brain
- anthropic
github5 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain
4 314GitHub 星标+73 (+1.7 %)
2
MaxKB
MCP
活跃最近提交：今天 · 2026-09-04
🔥 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。
Python许可证: GPL-3.0
- agent
- agentic-ai
- chatbot
- deepseek-r1
- knowledgebase
github2 年前创建实测增长打开来源 ↗
22 710GitHub 星标+70 (+0.31 %)
3
EnterpriseAgentFramework
技能
活跃最近提交：4 天前 · 2026-08-31
ReachAI企业级智能体开发平台：快速、安全完成已有业务系统智能化改造，让 AI 在 OA、ERP、CRM 等原系统中查数据、填表单、办业务。ReachAI: Quickly and securely bring AI to existing enterprise systems, enabling AI to query data, fill out forms, and execute business tasks directly within OA, ERP,…
Java许可证: MIT
- a2a
- agent
- agent-framework
- agent-skills
- agents
github5 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/w8123/EnterpriseAgentFramework ~/.claude/skills/EnterpriseAgentFramework
670GitHub 星标+69 (+11.5 %)
4
FastGPT
智能体
活跃最近提交：今天 · 2026-09-04
FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex…
TypeScript
- agent
- claude
- deepseek
- llm
- mcp
github3 年前创建实测增长打开来源 ↗
29 561GitHub 星标+67 (+0.23 %)
5
skills
技能
活跃最近提交：今天 · 2026-09-04
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.
Python许可证: Apache-2.0
- agent-skills
- agentic-ai
- ai-agents
- claude-code
- codex
github6 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/NVIDIA/skills ~/.claude/skills/skills
3 194GitHub 星标+61 (+1.9 %)
6
haystack
其他
活跃最近提交：今天 · 2026-09-04
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for…
Python许可证: Apache-2.0
- agent-framework
- agentic-ai
- agentic-rag
- agents
- ai
github6 年前创建实测增长打开来源 ↗
26 408GitHub 星标+56 (+0.21 %)
7
quivr
库
活跃最近提交：3 天前 · 2026-08-31
Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…
Python
- ai
- api
- chatbot
- chatgpt
- database
github3 年前创建实测增长打开来源 ↗
39 491GitHub 星标+53 (+0.13 %)
8
sim
其他
活跃最近提交：今天 · 2026-09-04
Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.
TypeScript许可证: Apache-2.0
- agent-workflow
- agentic-workflow
- agents
- ai
- aiagents
github20 个月前创建实测增长打开来源 ↗
29 537GitHub 星标+48 (+0.16 %)
9
LT2MD
技能
活跃最近提交：11 天前 · 2026-08-23
AI-agent skill producing reusable Markdown from PDFs. It turns flowcharts, diagrams, and charts into text beside each caption instead of empty links. It checks an earlier conversion against the PDF and fixes misread or missing parts. Long…
Python许可证: AGPL-3.0
- agent-skills
- ai-agents
- codex
- codex-skill
- document-conversion
github20 天前创建最新实测增长打开来源 ↗
安装 git clone https://github.com/libnyx/LT2MD ~/.claude/skills/LT2MD
104GitHub 星标+45 (+76.3 %)
10
Resume-Matcher
其他
活跃最近提交：3 天前 · 2026-08-31
The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.
TypeScript许可证: Apache-2.0
- applicant-tracking-system
- ats
- hacktoberfest
- machine-learning
- natural-language-processing
github6 年前创建实测增长打开来源 ↗
28 328GitHub 星标+34 (+0.12 %)
11
aura
MCP
活跃最近提交：今天 · 2026-09-03
AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.
Rust许可证: Apache-2.0
- a2a
- ai-agent-framework
- ai-agents
- ai-sre
- aiops
github6 个月前创建实测增长打开来源 ↗
291GitHub 星标+33 (+12.8 %)
12
memsearch
技能
活跃最近提交：2 天前 · 2026-09-02
A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
Python许可证: MIT
- agent
- agent-memory
- ai-agents
- claude-code
- claude-code-plugin
github6 个月前创建实测增长打开来源 ↗
安装 /plugin marketplace add zilliztech/memsearch
2 560GitHub 星标+32 (+1.3 %)
13
cocoindex
智能体
活跃最近提交：3 天前 · 2026-08-31
Incremental engine for long horizon agents 🌟 Star if you like it!
Rust许可证: Apache-2.0
- agentic-data-framework
- ai
- ai-agents
- change-data-capture
- codebase-intelligence
github18 个月前创建实测增长打开来源 ↗
11 459GitHub 星标+29 (+0.25 %)
14
BidMaster-Pro
技能
活跃最近提交：1 天前 · 2026-09-03
全流程智能招投标 Agent：标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。从招标公告到可交付 docx 文档，全流程 AI 自动化。
Python许可证: AGPL-3.0
- agent-skills
- agentic-workflow
- ai-agent
- bid-management
- bidding
github3 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/guangshu100/BidMaster-Pro ~/.claude/skills/BidMaster-Pro
244GitHub 星标+25 (+11.4 %)
15
ai-memory-vault
技能
活跃最近提交：4 天前 · 2026-08-31
Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.
- agent-memory
- ai
- ai-agents
- ai-memory
- anthropic
github2 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault
615GitHub 星标+23 (+3.9 %)
16
trpc-agent-go
MCP
活跃最近提交：今天 · 2026-09-04
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
Go许可证: Apache-2.0
- a2a
- a2a-protocol
- ag-ui
- agent
- agent-framework
github15 个月前创建实测增长打开来源 ↗
1 763GitHub 星标+16 (+0.92 %)
17
MindMemOS
技能
活跃最近提交：2 天前 · 2026-09-02
Python
- agent
- agent-memory
- agent-skills
- agentic
- dsh-plugin
github2 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS
975GitHub 星标+13 (+1.4 %)
18
atmosphere
智能体
活跃最近提交：1 天前 · 2026-09-03
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.…
Java许可证: Apache-2.0
- a2a
- acp
- agentic-ai
- ai-agents
- anthropic
github16 年前创建实测增长打开来源 ↗
3 808GitHub 星标+12 (+0.32 %)
19
databend
其他
活跃最近提交：今天 · 2026-09-04
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
Rust
- ai
- bigdata
- cloud-native
- database
- elasticsearch
github5 年前创建实测增长打开来源 ↗
9 434GitHub 星标+10 (+0.11 %)
20
Daft
其他
活跃最近提交：今天 · 2026-09-03
High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale
Rust许可证: Apache-2.0
- ai-engineering
- ai-pipeline
- arrow
- artificial-intelligence
- big-data
github4 年前创建实测增长打开来源 ↗
5 741GitHub 星标+10 (+0.17 %)
21
tidb
智能体
活跃最近提交：今天 · 2026-09-04
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.
Go许可证: Apache-2.0
- agent
- agent-context
- agent-memory
- agentic
- ai
github11 年前创建实测增长打开来源 ↗
40 487GitHub 星标+9 (+0.02 %)
22
notebooklm-mcp
MCP
活跃最近提交：今天 · 2026-09-03
Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.
TypeScript许可证: MIT
- agentic-skill
- anthropic
- automation
- citations
- claude-code
github9 个月前创建实测增长打开来源 ↗
173GitHub 星标+8 (+4.8 %)
23
Enzyme
MCP
活跃最近提交：6 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+7 (+13.5 %)

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
ai-engineering-hub
智能体
活跃最近提交：8 天前 · 2026-08-26打开来源 ↗
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
Jupyter Notebook许可证: MIT
- agents
- ai
- llms
- machine-learning
- mcp
github8 天前活跃22 个月前创建资源实测增长
37 263GitHub 星标+46 (+0.12 %)
2
atlas-agent-control-plane
技能
活跃最近提交：2 天前 · 2026-09-02打开来源 ↗
AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI
Python许可证: MIT
- agent
- agent-framework
- agent-orchestration
- agent-skills
- agentic-ai
github
安装 git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane
2 天前活跃34 天前创建资源实测增长
110GitHub 星标+44 (+66.7 %)

RAG 与搜索

用途

活跃度

排序方式

工具排名

obsidian-second-brain

MaxKB

EnterpriseAgentFramework

FastGPT

skills

haystack

quivr

sim

LT2MD

Resume-Matcher

aura

memsearch

cocoindex

BidMaster-Pro

ai-memory-vault

trpc-agent-go

MindMemOS

atmosphere

databend

Daft

tidb

notebooklm-mcp

Enzyme

学习与参考资源

ai-engineering-hub

atlas-agent-control-plane