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, 20 are increasing, 0 are stable, and 0 are declining. ECC has the largest measured increase: +6781 GitHub stars. These movements describe only changes in metrics collected over the period.
测量周期：2026-08-31 至 2026-09-07
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
Claude Design in Claude Code, Codex, Cursor, and 20+ agents. Designs come from your real components, tokens, and states; approved revisions sync back.
github实测增长打开来源 ↗
安装
git clone https://github.com/maxritter/open-claude-design ~/.claude/skills/open-claude-design23GitHub 星标+13 (+130.0 %) - 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
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 ↗
13GitHub 星标+11 (+550.0 %) - 6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 %) - 7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 %) - 8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 %) - 9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 %) - 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
stockbit-mcp
MCPModel Context Protocol (MCP) server for Stockbit (Indonesian / IDX market) — broker summary / bandarmology, quotes, top movers, orderbook, fundamentals, sentiment, your portfolio, and your real chart. (Work In Progress)
github实测增长打开来源 ↗
25GitHub 星标+10 (+66.7 %) - 12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 %) - 13活跃
Uptimepage
MCPMonitor uptime and incidents, run checks, and publish status updates from your Uptimepage org.
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.uptimepage.dev/mcp26GitHub 星标+9 (+52.9 %) - 14活跃
Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in opencode, Claude Code, Codex.
github实测增长打开来源 ↗
安装
/plugin marketplace add surendranb/writing-skills31GitHub 星标+9 (+40.9 %) - 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
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/boostprompt12GitHub 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
Threads marketing skills for Claude Code and Codex: posts, multi-post threads, hooks, replies, and a weekly plan in your voice. Publish via Publora. Open source, MIT. Content engineering by Creative Content Crafts.
github实测增长打开来源 ↗
安装
git clone https://github.com/sergebulaev/threads-skills ~/.claude/skills/threads-skills27GitHub 星标+8 (+42.1 %) - 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
Facebook Pages marketing skills for Claude Code and Codex: high-share posts, hooks, engagement replies, and a weekly plan. Publish via Publora. Open source, MIT. Content engineering by Creative Content Crafts.
github实测增长打开来源 ↗
安装
git clone https://github.com/sergebulaev/facebook-skills ~/.claude/skills/facebook-skills31GitHub 星标+8 (+34.8 %) - 21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-deploy11GitHub 星标+4 (+57.1 %) - 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 %) - 24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 %)
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