工具说明为英文。
技术工具雷达: Agents, skills and MCP
雷达筛选条件
近期变化
Of 20 comparable tools in Agents, skills et MCP, 3 are increasing, 17 are stable, and 0 are declining. OpenTrain has the largest measured increase: +1070 downloads over 7 days. Measurements are unchanged for Amazon ECS MCP Server, Amazon EKS MCP Server, AWS MCP Server. These movements describe only changes in metrics collected over the period.
测量周期：2026-09-02 至 2026-09-08
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活跃
One shared, persistent memory across AI agents and systems, with semantic recall and live updates.
mcp实测增长打开来源 ↗
安装
claude mcp add memocat-mcp -- uvx memocat-mcp21GitHub 星标+20 (+2000.0 %) - 2活跃
Kivgraph
MCPCross-repository semantic code intelligence for AI coding agents, from a local code graph.
mcp实测增长打开来源 ↗
19GitHub 星标+18 (+1800.0 %) - 3活跃
cogneva
其他Distributed AI multi-agent autonomous system — digital employees for long-horizon tasks, running 24×7 — Meta-bootstrapping · Real-autonomous · Omni-evolution
github实测增长打开来源 ↗
16GitHub 星标+14 (+700.0 %) - 4活跃
Stockbit MCP
MCPIndonesian exchange (IDX) via your own Stockbit account: quotes, bandarmology, charts. Unofficial.
mcp实测增长打开来源 ↗
安装
claude mcp add stockbit-mcp -- npx stockbit-mcp20GitHub 星标+13 (+185.7 %) - 5活跃
Inspect and control Asterisk (AMI) and FreeSWITCH (ESL) PBX servers from your AI assistant.
mcp实测增长打开来源 ↗
安装
claude mcp add pbx-mcp -- npx pbx-mcp15GitHub 星标+9 (+150.0 %) - 6活跃
Reporting and queries over Astrea (Aurum), Brazilian legal-practice software: cases per client, cale
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://api.mcp.ai/p_astrea12GitHub 星标+8 (+200.0 %) - 7活跃
Fast local Apple Mail MCP: indexed search, full-text bodies, verified sends, triage. macOS.
mcp实测增长打开来源 ↗
安装
claude mcp add apple-mail-mcp -- uvx apple-mailbox-mcp9GitHub 星标+8 (+800.0 %) - 8活跃
Nota Fiscal
MCPIssue and manage Brazilian service invoices (NFS-e) by chatting with your agent, platform-hosted, no
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://api.mcp.ai/p_notafiscal8GitHub 星标+8 - 9活跃
Stealth web browser for agents: search, fetch, click, download and type in persistent MCP sessions.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://browser.aginx.net/mcp14GitHub 星标+7 (+100.0 %) - 10活跃
Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch.
mcp实测增长打开来源 ↗
12GitHub 星标+7 (+140.0 %) - 11活跃
Local-first bridge: export your own Mi Fitness (Xiaomi) health data to SQLite/JSON/CSV and MCP.
mcp实测增长打开来源 ↗
12GitHub 星标+7 (+140.0 %) - 12活跃
Aplicação que usa o poder da LLM para gerar contexto para qualquer demanda sem precisar que você pense e tenha ideías, a propria aplicação estrutura no final da entrevista com você em um unico arquivo markdown tudo que foi questionado,…
github实测增长打开来源 ↗
安装
/plugin marketplace add AirtonLira/boostprompt13GitHub 星标+6 (+85.7 %) - 13休眠
Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading.
mcp实测增长打开来源 ↗
安装
claude mcp add prism-scanner -- uvx prism-scanner21GitHub 星标+8 (+61.5 %) - 14活跃
Multisim MCP
MCPGenerate Multisim circuits, run simulations, export data, and create experiment reports.
mcp实测增长打开来源 ↗
安装
claude mcp add multisim-mcp -- uvx multisim-mcp8GitHub 星标+4 (+100.0 %) - 15活跃
Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp -- npx @openagentemail/mcp16GitHub 星标+6 (+60.0 %) - 16活跃
Install, run and verify OSINT tools from GitHub automatically, on any OS
github实测增长打开来源 ↗
安装
/plugin marketplace add soxoj/claude-osint-deploy12GitHub 星标+5 (+71.4 %) - 17活跃
Create and edit real Word documents (filesystem or SharePoint): typed change plans, tracked changes
mcp实测增长打开来源 ↗
21GitHub 星标+7 (+50.0 %) - 18活跃
Engineering memory for AI-assisted codebases: decisions, bug lineage and invariants, over MCP.
mcp实测增长打开来源 ↗
安装
claude mcp add hunch -- npx @davesheffer/hunch9GitHub 星标+4 (+80.0 %) - 19活跃
Live sports data and cross-book betting odds — 801 tools, 63 providers, 43 needing no key.
mcp实测增长打开来源 ↗
安装
claude mcp add sportsdata-mcp -- uvx sportsdata-mcp13GitHub 星标+5 (+62.5 %) - 20活跃
OhMyWind
MCPSailing passage planner for any coast, with high-precision tides on the French Atlantic.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://mcp.ohmywind.fr/mcp10GitHub 星标+4 (+66.7 %) - 21活跃
Claude Code Skill：B站/小红书/抖音/快手/微博/贴吧/知乎 多平台社媒评论采集爬虫。扫码登录，自动生成 HTML 报告+CSV，支持关键词搜索/指定链接/创作者主页三种模式
github实测增长打开来源 ↗
10GitHub 星标+4 (+66.7 %) - 22活跃
MCP server for E.Leclerc Drive — search products, manage cart, and order groceries from Claude
mcp实测增长打开来源 ↗
安装
claude mcp add leclerc-drive -- npx mcp-leclerc-drive16GitHub 星标+5 (+45.5 %) - 23活跃
Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp -- npx @adrkit/mcp12GitHub 星标+4 (+50.0 %) - 24休眠
MCP server and EasyEDA Pro extension bridge for live project assistance.
mcp实测增长打开来源 ↗
安装
claude mcp add easyeda-pro-mcp -- npx @vlabsoft/easyeda-pro-mcp12GitHub 星标+4 (+50.0 %)
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活跃打开来源 ↗
Knowledge-, capability-, and trust-aware framework for discovering, validating, selecting, and orchestrating heterogeneous AI agents across cloud, marketplace, enterprise, and edge environments, with A2A interoperability and outcome-driven…
github资源实测增长11GitHub 星标+11