工具说明为英文。
技术工具雷达: Agents, skills and MCP
雷达筛选条件
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
no_human
MCPFile a task with your local no_human and check on it: task_add and task_status over stdio.
mcp实测增长打开来源 ↗
安装
claude mcp add no_human -- uvx no-human263GitHub 星标+208 (+378.2 %) - 2活跃
SEO MCP over Search Console, GA4, PageSpeed Insights, Cloudflare, IndexNow, CrUX, technical-SEO.
mcp实测增长打开来源 ↗
安装
claude mcp add seo-monster -- uvx seo-monster149GitHub 星标+146 (+4866.7 %) - 3活跃
Verifiable execution for AI agents: Ed25519-signed work contracts and audit trails.
mcp实测增长打开来源 ↗
安装
claude mcp add OpenWorkProof -- uvx openworkproof187GitHub 星标+144 (+334.9 %) - 4活跃
agentburn
MCPLocal profiler: which usage window took you out, and where your agent's money goes
mcp实测增长打开来源 ↗
安装
claude mcp add agentburn -- uvx agentburn122GitHub 星标+109 (+838.5 %) - 5活跃
Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.
mcp实测增长打开来源 ↗
安装
claude mcp add linkedin-mcp -- npx @gtm-api/linkedin-mcp100GitHub 星标+98 (+4900.0 %) - 6活跃
Moira
MCPAgent Workflow Engine — multi-step MCP workflows with per-step directives and validation.
mcp实测增长打开来源 ↗
114GitHub 星标+92 (+418.2 %) - 7活跃
Jacobian
MCPExecutable mathematics and independent verification for AI agents.
mcp实测增长打开来源 ↗
安装
claude mcp add jacobian -- npx jacobian163GitHub 星标+81 (+98.8 %) - 8活跃
Flameox
MCPBounded local runtime evidence from explicit artifacts and typed direct targets.
mcp实测增长打开来源 ↗
安装
claude mcp add flameox -- uvx flameox104GitHub 星标+57 (+121.3 %) - 9活跃
Mobile proxies, non-VoIP SMS verifications, dedicated numbers, and global eSIMs for AI agents.
mcp实测增长打开来源 ↗
安装
claude mcp add voidmob-mcp -- npx @voidmob/mcp58GitHub 星标+54 (+1350.0 %) - 10活跃
Manage social publishing workflows through OpenPost
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://app.openpo.st/mcp68GitHub 星标+35 (+106.1 %) - 11活跃
SandBase
MCPConnect MCP clients to 2,000+ AI models without managing provider API keys.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://sandbase.ai/v1/mcp110GitHub 星标+46 (+71.9 %) - 12活跃
trace-mcp
MCPFramework-aware code intelligence MCP server for Claude Code and Codex — 90.6% fewer input tokens to review a pull request, median over 60 merged PRs in repos we don't own. 81 languages, 87 frameworks, 100% local.
github实测增长打开来源 ↗
155GitHub 星标+53 (+52.0 %) - 13活跃
Code graph MCP server for AI agents: 81 languages, 87 frameworks, 90.6% fewer PR-review tokens
mcp实测增长打开来源 ↗
安装
claude mcp add trace-mcp -- npx trace-mcp155GitHub 星标+53 (+52.0 %) - 14活跃
LogiSheets
MCPAn Excel-compatible spreadsheet engine for agents: deterministic formulas, block memory, real .xlsx.
mcp实测增长打开来源 ↗
安装
claude mcp add logisheets-mcp -- npx logisheets-mcp40GitHub 星标+25 (+166.7 %) - 15活跃
arr-mcp
MCPOne MCP server for the whole media stack: Radarr, Sonarr, Prowlarr, Bazarr, Jellyfin, Seerr
mcp实测增长打开来源 ↗
38GitHub 星标+22 (+137.5 %) - 16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 %) - 17活跃
Perenna
MCPA lightweight, Git-backed permanent memory for AI agents.
mcp实测增长打开来源 ↗
安装
claude mcp add perenna -- uvx perenna36GitHub 星标+18 (+100.0 %) - 18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 %) - 19活跃
cli
MCPOpen-source AI CLI and local MCP server connecting 25 clients—Claude Code, Cursor, Codex, ChatGPT, Hermes, and OpenClaw—to 2,000+ models/APIs, with OAuth and rollback.
github实测增长打开来源 ↗
119GitHub 星标+35 (+41.7 %) - 20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 %) - 21活跃
76% fewer MCP tokens in our standard benchmark. Same upstream call. Exact recovery.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-slim-guard -- npx mcp-slim-guard192GitHub 星标+41 (+27.2 %) - 22活跃
Turn one line-art image into a prompt-directed, hand-drawn scribe animation MP4.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://scribble.boringstuff.club/mcp16GitHub 星标+11 (+220.0 %) - 23活跃
Generate Sass palettes, typography, elevations, and themes for Ignite UI components.
mcp实测增长打开来源 ↗
安装
claude mcp add igniteui-theming -- npx igniteui-theming44GitHub 星标+17 (+63.0 %) - 24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 ↗
23GitHub 星标+11 (+91.7 %) - 25活跃
Ferramentas fiscais brasileiras: CNPJ, NF-e, IBS/CBS, ICMS, Simples Nacional, NCM/CFOP. Sem API key.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-fiscal-brasil -- uvx mcp-fiscal-brasil287GitHub 星标+42 (+17.1 %)