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。

106

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
Resume-Matcher
其他
活跃最近提交：2 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 316GitHub 星标+22 (+0.08 %)
2
Obsidian Brain
MCP
活跃最近提交：21 天前 · 2026-08-12
Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.
↓ 61 下载/周TypeScript许可证: Apache-2.0
mcp4 个月前创建实测增长打开来源 ↗
安装 claude mcp add obsidian-brain -- npx obsidian-brain
10GitHub 星标+1 (+11.1 %)
3
context-engineering
MCP
活跃最近提交：1 天前 · 2026-09-01
Context Engineering: Build Consistent, Accurate, Predictable AI Systems
Python许可证: Apache-2.0
- agent-skills
- agentic-ai
- context-engineering
- generative-ai
- llm
github10 个月前创建实测增长打开来源 ↗
135GitHub 星标+4 (+3.1 %)
4
io.github.giancarloerra/socraticode
MCP
活跃最近提交：5 天前 · 2026-08-28
MCP server for local codebase indexing, semantic search, and code dependency graphs.
↓ 1 242 下载/周TypeScript许可证: AGPL-3.0
mcp6 个月前创建实测增长打开来源 ↗
安装 claude mcp add socraticode -- npx socraticode
3 275GitHub 星标+12 (+0.37 %)
5
skills
技能
活跃最近提交：1 天前 · 2026-09-01
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
Python许可证: Apache-2.0
- agent-skills
- ai-agents
- claude-code
- codex
- cursor
github7 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/qdrant/skills ~/.claude/skills/skills
230GitHub 星标+5 (+2.2 %)
6
mcp-local-rag
MCP
活跃最近提交：4 天前 · 2026-08-29
Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.
TypeScript许可证: MIT
- agent-skills
- cli-tool
- developer-tools
- hybrid-search
- local-first
github10 个月前创建实测增长打开来源 ↗
378GitHub 星标+5 (+1.3 %)
7
Master-skill
技能
活跃最近提交：1 天前 · 2026-09-01
FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.
Python许可证: MIT
- agent-skills
- ai-persona
- bdrc
- buddhism
- chinese-buddhism
github5 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill
380GitHub 星标+5 (+1.3 %)
8
ratel
MCP
活跃最近提交：1 天前 · 2026-09-01
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
TypeScript许可证: MIT
- accuracy
- agents
- claude-skills
- context
- harness
github9 个月前创建实测增长打开来源 ↗
433GitHub 星标+5 (+1.2 %)
9
claude-mem-lite
MCP
活跃最近提交：1 天前 · 2026-09-01
Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem…
JavaScript许可证: MIT
- agent-memory
- ai-coding-assistant
- ai-memory
- anthropic
- claude
github6 个月前创建实测增长打开来源 ↗
56GitHub 星标+2 (+3.7 %)
10
io.github.jghiringhelli/codeseeker
MCP
活跃最近提交：21 天前 · 2026-08-12
Graph-powered code intelligence with semantic search and knowledge graph for AI assistants
↓ 107 下载/周TypeScript许可证: NOASSERTION
mcp11 个月前创建实测增长打开来源 ↗
安装 claude mcp add codeseeker -- npx codeseeker
19GitHub 星标+1 (+5.6 %)
11
atmosphere
智能体
活跃最近提交：1 天前 · 2026-09-02
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 804GitHub 星标+8 (+0.21 %)
12
io.github.Lyellr88/marm-mcp-server
MCP
活跃最近提交：5 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+4 (+1.2 %)
13
e-commerce-agents
智能体
活跃最近提交：1 天前 · 2026-09-02
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,…
Python许可证: MIT
- a2a-protocol
- ai-agents
- aspire-dashboard
- azure-openai
- csharp
github5 个月前创建实测增长打开来源 ↗
22GitHub 星标+1 (+4.8 %)
14
hivemind
技能
活跃最近提交：1 天前 · 2026-09-02
Hivemind turns your traces into reusable skills across agents
TypeScript许可证: Apache-2.0
- ai
- ai-agents
- ai-memory
- anthropic
- artificial-intelligence
github5 个月前创建实测增长打开来源 ↗
安装 /plugin marketplace add activeloopai/hivemind
1 593GitHub 星标+6 (+0.38 %)
15
ghost
MCP
活跃最近提交：1 天前 · 2026-09-01
The 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.
Rust
- a2a
- a2ui
- ag-ui
- agent-orchestration
- agent-os
github6 个月前创建实测增长打开来源 ↗
30GitHub 星标+1 (+3.4 %)
16
nuwax
其他
活跃最近提交：1 天前 · 2026-09-02
Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.
TypeScript许可证: Apache-2.0
- a2a
- agent
- agent-os
- agent-sandbox
- agentic
github14 个月前创建实测增长打开来源 ↗
877GitHub 星标+4 (+0.46 %)
17
Claude-Patent-Creator
MCP
活跃最近提交：10 天前 · 2026-08-24
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…
Python许可证: MIT
- bigquery
- claude-code
- claude-code-plugin
- faiss
- mcp-server
github9 个月前创建实测增长打开来源 ↗
177GitHub 星标+2 (+1.1 %)
18
Vexor
MCP
活跃最近提交：8 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+2 (+0.84 %)
19
code-graph-mcp
MCP
活跃最近提交：1 天前 · 2026-09-01
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.
Rust许可证: MIT
- ast
- call-graph
- claude-code
- claude-code-plugin
- code-navigation
github5 个月前创建实测增长打开来源 ↗
71GitHub 星标+1 (+1.4 %)
20
crate
其他
活跃最近提交：今天 · 2026-09-02
CrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.
Java许可证: Apache-2.0
- analytics
- big-data
- cratedb
- database
- dbms
github13 年前创建实测增长打开来源 ↗
4 432GitHub 星标+3 (+0.07 %)
21
llm-wiki-newsroom
技能
活跃最近提交：1 天前 · 2026-09-02
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,…
Python许可证: MIT
- agentic-ai
- ai-agents
- claude
- claude-code
- claude-skills
github2 个月前创建实测增长打开来源 ↗
安装 git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom
80GitHub 星标+1 (+1.3 %)
22
bisheng
智能体
活跃最近提交：今天 · 2026-09-03
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…
Python许可证: Apache-2.0
- agent
- ai
- chatbot
- enterprise
- finetune
github3 年前创建实测增长打开来源 ↗
11 923GitHub 星标+3 (+0.03 %)
23
trace-mcp
MCP
活跃最近提交：1 天前 · 2026-09-01
MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration
TypeScript许可证: MIT
- ai-agents
- claude
- claude-ai
- claude-code
- claude-code-plugin
github5 个月前创建实测增长打开来源 ↗
102GitHub 星标+1 (+0.99 %)

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
lit-review-agent-tools
MCP
活跃最近提交：2 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
github2 天前活跃39 天前创建资源实测增长
14GitHub 星标+1 (+7.7 %)
2
agent-systems-handbook
智能体
活跃最近提交：1 天前 · 2026-09-01打开来源 ↗
A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…
MDX
- a2a
- agent-framework
- agent-memory
- agentic-ai
- agentic-workflow
github1 天前活跃4 个月前创建资源实测增长
316GitHub 星标+3 (+0.96 %)

RAG 与搜索

用途

活跃度

排序方式

工具排名

Resume-Matcher

Obsidian Brain

context-engineering

io.github.giancarloerra/socraticode

skills

mcp-local-rag

Master-skill

ratel

claude-mem-lite

io.github.jghiringhelli/codeseeker

atmosphere

io.github.Lyellr88/marm-mcp-server

e-commerce-agents

hivemind

ghost

nuwax

Claude-Patent-Creator

Vexor

code-graph-mcp

crate

llm-wiki-newsroom

bisheng

trace-mcp

学习与参考资源

lit-review-agent-tools

agent-systems-handbook