🔍 搜索与知识库 — Top 10 AI Agent 工具

让 AI 能搜索互联网、内部文档、向量知识库,随时调用你的私有知识。支持 RAG 检索增强、语义搜索、多源聚合,把散落各处的信息整合成一个会思考的大脑。

共收录 409 个工具 · 显示评分最高 10

1

chopratejas/headroom

精选Python

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 60-95% fewer tokens, same answers. Library, proxy, MCP server.

Stars
100
2

kreuzberg-dev/kreuzberg

精选Rust

A polyglot document intelligence framework with a Rust core. Extract text, metadata, images, and structured information from PDFs, Office documents, images, and 97+ formats. Available for Rust, Python

Stars
100
3

ModelEngine-Group/nexent

精选Python

Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedbac

Stars
100
4

gptme/gptme

精选Python

Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!

Stars
100
5

DeusData/codebase-memory-mcp

精选C

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 159 languages, sub-ms queries, 99% fewer tokens. Single static binary

Stars
100
6

griptape-ai/griptape

精选Python

Modular Python framework for AI agents and workflows with chain-of-thought reasoning, tools, and memory.

Stars
100
7

foryourhealth111-pixel/Vibe-Skills

精选Python

Vibe-Skills is an all-in-one AI skills package. It seamlessly integrates expert-level capabilities and context management into a general-purpose skills package, enabling any AI agent to instantly upgr

Stars
100
8

Vexa-ai/vexa

精选TypeScript

Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join bots, real-time WebSocket transcripts, MCP server for AI agents. Self-host or use hosted SaaS.

Stars
100
9

tavily-ai/tavily-mcp

精选JavaScript

Production ready MCP server with real-time search, extract, map & crawl.

Stars
100
claude mcp add --transport http tavily https://mcp.tavily.com/mcp/?tavilyApiKey=<your-api-key>
10

jgravelle/jcodemunch-mcp

精选Python

The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing

Stars
100
pip install git+https://github.com/jgravelle/jcodemunch-mcp.git

💡 如何选择合适的 搜索与知识库 工具?

评分是怎么算的?+

Trove 的评分包含 4 个维度:文档质量(Doc)、代码质量(Code)、社区活跃度(Community)和近期更新(Activity),总分 25 分,并划分为精选(≥20)、已验证(≥12.5)、社区(<12.5)三档。

如何选择适合自己的工具?+

先看 tier(精选/已验证优先),再看 stars 和近期更新时间,最后看 install_hint 确认安装方式是否符合你的环境(npm/pip/go 等)。

这些工具支持哪些 AI 平台?+

大多数工具以 MCP 协议为标准,兼容 Claude、OpenClaw、Codex、Cursor 等主流 AI 平台。部分工具还提供 OpenAI Function / LangChain Tool 格式。

如何把自己的工具上榜?+

在 GitHub 发布你的工具,带上相关 topic(如 mcp-server、ai-agent-skills),Trove 的爬虫会自动收录并评分。也可以到 opentrove.ai/publish 主动提交。

搜索与知识库 - 最佳 AI Agent 工具 Top 10 | Trove