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: +11210 GitHub stars. These movements describe only changes in metrics collected over the period.
测量周期：2026-09-04 至 2026-09-11
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
Adaptive AI training coach MCP server backed by Garmin Connect
mcp实测增长打开来源 ↗
安装
claude mcp add coach-mcp -- uvx garmin-coach-mcp2GitHub 星标+2 - 2活跃
Read + write MCP server for OpenEMIS — free open-source school management system. 675 resources.
mcp实测增长打开来源 ↗
安装
claude mcp add openemis-pro -- npx openemis-mcp-pro2GitHub 星标+1 (+100.0 %) - 3活跃
clawops
MCPDeploy and manage self-hosted OpenClaw instances across clouds
mcp实测增长打开来源 ↗
安装
claude mcp add clawops -- npx @clawops/cli2GitHub 星标+1 (+100.0 %) - 4活跃
Local MCP server generating complete App Store & Google Play screenshot sets.
mcp实测增长打开来源 ↗
安装
claude mcp add truepane -- npx truepane-mcp2GitHub 星标+1 (+100.0 %) - 5活跃
Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas
mcp实测增长打开来源 ↗
安装
claude mcp add axiom-math -- npx axiom-math2GitHub 星标+1 (+100.0 %) - 6活跃
Scaffold Starter Series projects and check release, deployment, security, and agent instructions.
mcp实测增长打开来源 ↗
安装
claude mcp add create-starter -- npx starter-series2GitHub 星标+1 (+100.0 %) - 7休眠
Email inbox placement tests across Gmail, Outlook, Yahoo, Mail.ru, Yandex (SPF/DKIM/DMARC).
mcp实测增长打开来源 ↗
安装
claude mcp add inbox-check -- npx ldm-inbox-check-mcp2GitHub 星标+1 (+100.0 %) - 8活跃
Trust infrastructure for AI agents: read a verifiable Trust Rating, claim an identity, earn a badge.
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.mnemom.ai/mcp?profile=directory1GitHub 星标+1 - 9休眠
Persistent cross-project memory for Cursor and Claude Code using local semantic search.
mcp实测增长打开来源 ↗
安装
claude mcp add longmem -- uvx longmem1GitHub 星标+1 - 10活跃
LegalOne
MCPWrapper for the official LegalOne API (Thomson Reuters / Novajus, Premium package): lawsuits and lit
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_legalone1GitHub 星标+1 - 111GitHub 星标+1
- 121GitHub 星标+1
- 13休眠
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
mcp实测增长打开来源 ↗
安装
claude mcp add expense-mcp -- uvx expense-mcp1GitHub 星标+1 - 14活跃
Japan payroll & social insurance. 日本の給与計算・社会保険。47都道府県の料率、源泉所得税、割増賃金、有給、標準報酬月額の改定、最低賃金。根拠の条文つき。
mcp实测增长打开来源 ↗
安装
claude mcp add jp-payroll-mcp -- npx jp-payroll-mcp1GitHub 星标+1 - 15活跃
Hosted markdown project wikis your team's AI assistants read, search, and update over MCP.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://getagentwiki.com/mcp1GitHub 星标+1 - 16休眠
Sae
智能体A lawyer for the agent economy. AI agents can request contract review, risk analysis, and legal guidance via A2A protocol.
github实测增长打开来源 ↗
1GitHub 星标+1 - 17活跃
Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging.
mcp实测增长打开来源 ↗
1GitHub 星标+1 - 18休眠
Personal MCP server for humans who create. Proof of authorship, license control.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://kapoost.humanmcp.net/mcp1GitHub 星标+1 - 191GitHub 星标+1
- 20休眠
Spark SQL
MCPQuery Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.
mcp实测增长打开来源 ↗
安装
claude mcp add spark-sql-mcp-server -- uvx spark-sql-mcp-server1GitHub 星标+1 - 21活跃
Supplement safety for AI agents. 1,500+ rules, NIH+FDA data, quality grading A-D.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://elthio-production.up.railway.app/mcp1GitHub 星标+1 - 22活跃
A real timeline video editor for AI agents: journaled edits, FFmpeg/MLT rendering, exports
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://mcpcut.com/mcp1GitHub 星标+1 - 23活跃
Meeba Brain
MCPRepository knowledge graph MCP server for codebase understanding and debugging.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://meeba-context-mcp-469248886325.us-central1.run.app/mcp1GitHub 星标+1 - 24活跃
Librarian
MCPDeterministic ebook-to-markdown pipeline with MCP tools to browse, search, and read your books.
mcp实测增长打开来源 ↗
安装
claude mcp add librarian -- uvx librarian-cli1GitHub 星标+1 - 25活跃
KYA MCP gate: evaluate, ingest, request approval. Sole PEP is Shield.
mcp实测增长打开来源 ↗
安装
claude mcp add shield-kya -- npx @shield-agent/kya1GitHub 星标+1