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
cmxflow
MCPComposable, tunable cheminformatics workflows: library preparation, clustering, docking, and more.
mcp实测增长打开来源 ↗
安装
claude mcp add cmxflow -- uvx cmxflow1GitHub 星标稳定 - 2活跃
Ask what you earn across every income stream: Stripe, affiliates, app stores, ads, manual.
mcp实测增长打开来源 ↗
安装
claude mcp add incomeos -- npx incomeos-mcp1GitHub 星标稳定 - 3休眠
MCP server for Should I Go? — real-time surf conditions for 73+ beaches worldwide
mcp实测增长打开来源 ↗
安装
claude mcp add shouldigo-surf -- npx shouldigo-surf-mcp1GitHub 星标稳定 - 4活跃
13 security recon tools for AI agents — DNS, SSL, HTTP, email, ports, ASN. Health Score 0-100.
mcp实测增长打开来源 ↗
安装
claude mcp add dechonet-mcp -- npx dechonet-mcp1GitHub 星标稳定 - 5活跃
idamesh
MCPMCP server for IDA Pro: decompiler, disassembler, and analysis tools for MCP clients.
mcp实测增长打开来源 ↗
安装
claude mcp add idamesh -- uvx idamesh1GitHub 星标稳定 - 6休眠
MCP server for generating changelogs from conventional commits.
mcp实测增长打开来源 ↗
安装
claude mcp add changelog -- npx changelog-forge-mcp1GitHub 星标稳定 - 7休眠
Generate changelogs from git commit history
mcp实测增长打开来源 ↗
安装
claude mcp add changelog-forge-mcp -- npx changelog-forge-mcp1GitHub 星标稳定 - 8休眠
IP address and subnet calculator, CIDR notation
mcp实测增长打开来源 ↗
安装
claude mcp add ip-calc-mcp -- npx ip-calc-mcp1GitHub 星标稳定 - 9休眠
MCP server for IP calculations: subnets, CIDR, ranges, network info.
mcp实测增长打开来源 ↗
安装
claude mcp add ip-calc -- npx ip-calc-mcp1GitHub 星标稳定 - 10休眠
MCP Server for TimeZest: manage appointments, pending requests, and ticket schedules in Claude.
mcp实测增长打开来源 ↗
安装
claude mcp add timezest-mcp -- npx timezest-mcp1GitHub 星标稳定 - 11活跃
Scrape social data from TikTok, Instagram, YouTube, X, LinkedIn, Reddit, and ad libraries.
mcp实测增长打开来源 ↗
安装
claude mcp add sociavault-mcp -- npx sociavault-mcp1GitHub 星标稳定 - 12活跃
MCP server for the Unsplash API: search & fetch photos with attribution + download tracking.
mcp实测增长打开来源 ↗
安装
claude mcp add unsplash-mcp-server -- npx @hanoak/unsplash-mcp-server1GitHub 星标稳定 - 13活跃
Self-reported attribution: which channel and which creator your users first heard you from.
mcp实测增长打开来源 ↗
安装
claude mcp add human-survey -- npx humansurvey-mcp1GitHub 星标稳定 - 14活跃
Shared memory MCP server for AI coding agents — local by default, team-shared via threadctx.dev.
mcp实测增长打开来源 ↗
安装
claude mcp add threadctx-mcp -- npx threadctx-mcp1GitHub 星标稳定 - 151GitHub 星标稳定
- 16活跃
SEC filing MCP for AI agents — insider signals, 13F flow, material events. Pre-computed.
mcp实测增长打开来源 ↗
安装
claude mcp add toolstem-sec-mcp-server -- npx toolstem-sec-mcp-server1GitHub 星标稳定 - 17休眠
Persistent memory for AI agents. Remember, recall, and explore a shared knowledge graph.
mcp实测增长打开来源 ↗
安装
claude mcp add memory -- npx @sharedmemory/mcp-server1GitHub 星标稳定 - 18休眠
Unmarkdown
MCPThe document publishing layer for AI tools. Convert markdown to 6 destinations, 62 templates.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-server -- npx @un-markdown/mcp-server1GitHub 星标稳定 - 19活跃
Memory for AI agents: persistent L1/L2/L3, web-search savings, thread memory.
mcp实测增长打开来源 ↗
安装
claude mcp add vibo-memory -- npx @vibo-dev/vibo-mcp1GitHub 星标稳定 - 20休眠
Comprehensive tools for discrete mathematics: logic, algorithms, number theory, cryptography
mcp实测增长打开来源 ↗
安装
claude mcp add discrete-structures -- uvx discrete-structures-mcp1GitHub 星标稳定 - 21活跃
AI-powered localization — translate, manage translation memory, and access style guides.
mcp实测增长打开来源 ↗
安装
claude mcp add nativ -- uvx nativ-mcp1GitHub 星标稳定 - 22活跃
Persistent stateful remote SSH sessions for AI agents via MCP + OpenSSH.
mcp实测增长打开来源 ↗
安装
claude mcp add remote-ssh-mcp -- npx @zyluo/remote-ssh-mcp1GitHub 星标稳定 - 23活跃
Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.
mcp实测增长打开来源 ↗
安装
claude mcp add weather -- npx @smarterweather/mcp-weather1GitHub 星标稳定 - 24休眠
MCP server for Blip disposable email — create inboxes, receive emails, extract OTP codes
mcp实测增长打开来源 ↗
安装
claude mcp add email -- npx @useblip/email1GitHub 星标稳定 - 25活跃
Single MCP hub: discover, add, audit, and govern MCP servers across every AI client.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp-launcher -- npx curatedmcp1GitHub 星标稳定