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. ponytail has the largest measured increase: +9589 GitHub stars. These movements describe only changes in metrics collected over the period.
测量周期：2026-09-05 至 2026-09-12
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
Agent-native UI/UX design validation: journey completeness, state coverage, and WCAG checks.
mcp实测增长打开来源 ↗
安装
claude mcp add uxloom -- npx uxloom1GitHub 星标稳定 - 2休眠
Google Ads
MCPMCP server for Google Ads — 22 tools for spend diagnosis, impression share, and asset performance.
mcp实测增长打开来源 ↗
安装
claude mcp add google-ads-mcp -- npx @zleventer/google-ads-mcp1GitHub 星标稳定 - 3活跃
Multidim
MCPStructured thinking grids for AI agents: deterministic analysis frames, validation, learned traps
mcp实测增长打开来源 ↗
安装
claude mcp add multidim-mcp -- uvx multidim-mcp1GitHub 星标稳定 - 4活跃
Open-source, self-hosted conversation QA for voice agents. MIT.
mcp实测增长打开来源 ↗
安装
claude mcp add hotato -- uvx hotato1GitHub 星标稳定 - 5活跃
Dynamic context loading for AI assistants with TDD workflow and AST analysis
mcp实测增长打开来源 ↗
安装
claude mcp add stackguide-mcp -- npx @stackguide/mcp-server1GitHub 星标稳定 - 6活跃
MCP Server for iceDQ Data Reliability Platform
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-server -- npx @icedq/mcp-server1GitHub 星标稳定 - 7活跃
Google Sheets (and more) for Claude via gogcli — read, write, and manage spreadsheets
mcp实测增长打开来源 ↗
安装
claude mcp add gogcli-mcp -- npx gogcli-mcp1GitHub 星标稳定 - 8活跃
Deterministic fitness calculators — TDEE, adaptive TDEE, body fat, 1RM, macros — with consensus.
mcp实测增长打开来源 ↗
安装
claude mcp add fitness-tools -- npx @almostjacked/fitness-tools-mcp1GitHub 星标稳定 - 9活跃
Read-only Workday for Claude — fetch tasks, pay, benefits via your signed-in session
mcp实测增长打开来源 ↗
安装
claude mcp add workday-mcp -- npx workday-mcp1GitHub 星标稳定 - 10活跃
A security-focused MCP server for self-hosted n8n Community Edition.
mcp实测增长打开来源 ↗
安装
claude mcp add n8n-mcp-community -- npx n8n-mcp-community1GitHub 星标稳定 - 11活跃
HEA-Bench
MCPHigh-entropy alloy and oxide descriptors, phase rules, corpus, properties, and design tools.
mcp实测增长打开来源 ↗
安装
claude mcp add hea-bench -- uvx hea-bench1GitHub 星标稳定 - 12活跃
Build Laravel apps through conversation. Code stored as structured JSON for surgical AI edits.
mcp实测增长打开来源 ↗
安装
claude mcp add stellify-mcp -- npx @stellisoft/stellify-mcp1GitHub 星标稳定 - 13活跃
MCP control plane: local server discovery, profiles, capability bundles, and policy audits.
mcp实测增长打开来源 ↗
安装
claude mcp add ellmos-controlcenter-mcp -- npx ellmos-controlcenter-mcp1GitHub 星标稳定 - 14活跃
Company, KYB, VAT, sanctions, LEI and address data for 15 EU countries.
mcp实测增长打开来源 ↗
安装
claude mcp add nordic-data -- npx nordic-data-mcp1GitHub 星标稳定 - 15活跃
Default trust layer for agentic payments: authorize agent spend, evidence, receipts, settlement.
mcp实测增长打开来源 ↗
安装
claude mcp add paybond -- npx @paybond/kit1GitHub 星标稳定 - 16活跃
Visa and entry requirements for any passport/destination pair, in 15 languages. Free key.
mcp实测增长打开来源 ↗
安装
claude mcp add orizn-visa-mcp -- npx orizn-visa-mcp1GitHub 星标稳定 - 17活跃
Live stock, crypto, SEC filings, insider trades, FX and macro data for LLM agents.
mcp实测增长打开来源 ↗
安装
claude mcp add finance-mcp -- npx finance-data-mcp1GitHub 星标稳定 - 18活跃
Preserve a user-authorized judgment and append later answers. No model verdict or human score.
mcp实测增长打开来源 ↗
安装
claude mcp add argus-decision-mcp -- npx argus-decision-mcp1GitHub 星标稳定 - 19活跃
Local MCP tools for crawler-readability and discovery-file diagnostics.
mcp实测增长打开来源 ↗
安装
claude mcp add prerenderbuddy-mcp -- npx @prerenderbuddy/mcp1GitHub 星标稳定 - 20活跃
Microsoft Graph MCP server — 85 tools for mail, calendar, Teams, files, SharePoint, and Entra ID
mcp实测增长打开来源 ↗
安装
claude mcp add ms-graph-mcp -- uvx ms-graph-mcp1GitHub 星标稳定 - 21活跃
Run builds, tests, and benchmarks on your own Tailscale compute node.
mcp实测增长打开来源 ↗
安装
claude mcp add tailscale-compute -- npx @dylantirandaz/tailscale-compute-mcp1GitHub 星标稳定 - 22活跃
robo-cortex
MCPGit-aware memory store for AI coding agents; memories are anchored to git blob hashes.
mcp实测增长打开来源 ↗
安装
claude mcp add robo-cortex -- uvx robo-cortex1GitHub 星标稳定 - 23活跃
Unofficial MCP server for the Pixabay API: search and fetch royalty-free images and videos.
mcp实测增长打开来源 ↗
安装
claude mcp add pixabay-mcp-server -- npx @hanoak/pixabay-mcp-server1GitHub 星标稳定 - 24活跃
Symbols MCP
MCPSymbols.app MCP — docs, code generation, publishing, CLI/SDK reference
mcp实测增长打开来源 ↗
安装
claude mcp add symbols-mcp -- uvx symbols-mcp1GitHub 星标稳定 - 25活跃
RunAPI MCP server for Midjourney: create tasks, poll status, check pricing.
mcp实测增长打开来源 ↗
安装
claude mcp add midjourney-mcp -- npx @runapi.ai/midjourney-mcp1GitHub 星标稳定