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
aura
MCPAURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.
github实测增长打开来源 ↗
346GitHub 星标+88 (+34.1 %) - 13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 %) - 14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 %) - 15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 %) - 16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 %) - 17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 %) - 18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 %) - 19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 %) - 20活跃
Concord MCP
MCPCross-harness communication and shared work-state for AI coding agents.
mcp实测增长打开来源 ↗
安装
claude mcp add concord-mcp -- npx @concord-ai/concord-mcp302GitHub 星标+58 (+23.8 %) - 21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 %) - 22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 %) - 23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 %) - 24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 %) - 25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 %)