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, 3 are increasing, 15 are stable, and 2 are declining. OpenTrain has the largest measured increase: +1070 downloads over 7 days. The largest decline is for Bitbucket MCP: -2944 downloads over 7 days. Measurements are unchanged for AWS MCP Server, Amazon EKS MCP Server, Amazon ECS MCP Server. These movements describe only changes in metrics collected over the period.
测量周期：2026-09-02 至 2026-09-08
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
Build, backtest, and deploy crypto trading strategies via MCP with 7-stage validation.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://dmoera.xyz/mcp8GitHub 星标+8 - 2活跃
Free, editor-less MCP server for Rive: create, edit, inspect, render and preview .riv animations
mcp实测增长打开来源 ↗
安装
claude mcp add rive-mcp -- npx rive-mcp-server7GitHub 星标+5 (+250.0 %) - 3活跃
Compile your own business capabilities from declarative YAML and serve them as MCP tools.
mcp实测增长打开来源 ↗
安装
claude mcp add archstone -- npx @archstone/cli6GitHub 星标+5 (+500.0 %) - 4活跃
Persistent file-based memory for AI agents: inspectable, versionable, fully local.
mcp实测增长打开来源 ↗
安装
claude mcp add crbro-memory -- npx crbro-memory5GitHub 星标+5 - 5活跃
File-oriented MCP server for KiCad schematics, PCB placement, routing, and pours.
mcp实测增长打开来源 ↗
安装
claude mcp add kicad-copilot -- npx kicad-copilot-mcp8GitHub 星标+4 (+100.0 %) - 6活跃
Manage social media DMs and scheduled posts from your AI assistant, across 12 platforms.
mcp实测增长打开来源 ↗
安装
claude mcp add crmsolid-mcp -- npx @crmsolid/mcp-server4GitHub 星标+4 - 7活跃
CPersona
MCPPersistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.
mcp实测增长打开来源 ↗
安装
claude mcp add cpersona -- uvx cpersona6GitHub 星标+3 (+100.0 %) - 8活跃
Fluxmail
MCPRead, search, draft, send, and organize email through Gmail, Outlook, and IMAP/SMTP mailboxes.
mcp实测增长打开来源 ↗
安装
claude mcp add fluxmail -- npx fluxmail5GitHub 星标+3 (+150.0 %) - 9活跃
openamer
智能体The self-improving, self-learning open-source AI agent. Background Computer-Use, A2A Swarm, Vector Memory, Plugin System, Voice, Smart Approvals - 100/100 Score. Windows-native.
github实测增长打开来源 ↗
5GitHub 星标+3 (+150.0 %) - 10活跃
Global weather via Open-Meteo: forecast, ERA5 archive, marine, air quality, geocoding, elevation.
mcp实测增长打开来源 ↗
安装
claude mcp add open-meteo-mcp-server -- npx @cyanheads/open-meteo-mcp-server5GitHub 星标+3 (+150.0 %) - 11活跃
Your real mailbox and calendar for your agent (M365/IMAP); a human approves every send.
mcp实测增长打开来源 ↗
安装
claude mcp add gigamail -- uvx gigamail5GitHub 星标+3 (+150.0 %) - 12活跃
Privacy-first, unofficial Fitbit MCP server for AI health, sleep, activity and heart-rate agents.
mcp实测增长打开来源 ↗
安装
claude mcp add fitbitmcp -- npx fitbit-mcp-unofficial4GitHub 星标+3 (+300.0 %) - 13活跃
Evidence-bound REW measurement, analysis, conservative EQ, DSP, and listening-test tools.
mcp实测增长打开来源 ↗
4GitHub 星标+3 (+300.0 %) - 14活跃
Local code graph for TypeScript, Python and Swift: who calls this, what breaks if I change it.
mcp实测增长打开来源 ↗
安装
claude mcp add sonde -- npx @cheppulabs/sonde3GitHub 星标+3 - 15活跃
Local-first visual regression for AI agents: verdicts, diff images, explain_snapshot. No API key.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp -- npx @testivai/mcp3GitHub 星标+3 - 16活跃
AETHER — an open protocol for AI agents to discover, negotiate, and pay each other. Ed25519-signed, JSON-native, zero-dependency.
github实测增长打开来源 ↗
3GitHub 星标+3 - 17活跃
Skylight Calendar for Claude — family events, chores, and rewards.
mcp实测增长打开来源 ↗
安装
claude mcp add skylight-mcp -- npx skylight-mcp7GitHub 星标+3 (+75.0 %) - 18活跃
Claude Code plugin marketplace for fantasy football: draft strategy, waiver wire, trade analysis, and browser-driven roster ops
github实测增长打开来源 ↗
安装
/plugin marketplace add derekrbreese/fantasy-football-skills4GitHub 星标+2 (+100.0 %) - 19活跃
stele
技能Rate limit? Switching coding agents? Stele keeps write-ahead task state so work resumes in any harness with nothing to re-explain.
github实测增长打开来源 ↗
安装
git clone https://github.com/johnwangwyx/stele ~/.claude/skills/stele4GitHub 星标+2 (+100.0 %) - 20休眠
intermind
MCPAn MCP server that lets Claude Code, Codex, Cursor, Cline, Windsurf, and any other MCP-speaking coding agent hold threaded conversations with each other.
github实测增长打开来源 ↗
4GitHub 星标+2 (+100.0 %) - 21活跃
A comprehensive suite of Claude Code ultracode multi-agent workflow scripts, along with a workflow-authoring skill, a live-progress statusline, enhanced observation UI, and validator/diagram tools
github实测增长打开来源 ↗
安装
/plugin marketplace add hesreallyhim/ultracode-workflows4GitHub 星标+2 (+100.0 %) - 22活跃
Homebox home inventory: search, intake, warranties, attachments, locations, tags, QR labels
mcp实测增长打开来源 ↗
安装
claude mcp add homebox-mcp -- uvx homebox-mcp4GitHub 星标+2 (+100.0 %) - 23活跃
MCP gateway federating 22 biomedical MCP servers behind one endpoint: gnomAD, ClinVar, HPO, VEP.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://genefoundry.org/mcp4GitHub 星标+2 (+100.0 %) - 243GitHub 星标+2 (+200.0 %)
- 25休眠
Contextful
MCPEfficient context management: code search, evidence packs, and memory for coding agents.
mcp实测增长打开来源 ↗
安装
claude mcp add contextful -- npx @inferensys/contextful3GitHub 星标+2 (+200.0 %)