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, 17 are stable, and 0 are declining. OpenTrain has the largest measured increase: +1070 downloads over 7 days. Measurements are unchanged for Amazon ECS MCP Server, Amazon EKS MCP Server, AWS MCP Server. These movements describe only changes in metrics collected over the period.

测量周期：2026-08-31 至 2026-09-06

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. 1

    MCP
    活跃

    Open-source SEO + GEO skills for Claude — keyword research, rank tracking, site audits, backlinks, competitor gaps, AI visibility. Runs on your real Search Console / GA4 / ads data via MCP, with DataForSEO built in. Free, MIT.

    Shell许可证: MIT
    • ai-seo
    • backlinks
    • claude
    • claude-skills
    • dataforseo

    github实测增长打开来源 ↗

    525GitHub 星标+483 (+1150.0 %)
  2. 2

    技能
    活跃

    Agent skills and an AGENTS.md workflow template — isolate in worktrees, build to a service layer, prove with evidence, ship with before/after proof and Greptile review loops. For Claude Code, Cursor, and Codex.

    Python
    • agent-skills
    • ai-agents
    • claude-code
    • code-review
    • codex

    github实测增长打开来源 ↗

    安装 git clone https://github.com/michaelshimeles/skills ~/.claude/skills/skills

    633GitHub 星标+301 (+90.7 %)
  3. 3

    技能
    活跃

    Review code 100X faster. Lens draws every PR as animated architecture and data-flow diagrams, inside the pull request itself. Use it as a GitHub App, GitHub Action, CLI, or a skill for your coding agent

    TypeScript许可证: MIT
    • agent-skills
    • architecture-as-code
    • architecture-diagrams
    • claude-skills
    • code-visualisation

    github实测增长打开来源 ↗

    安装 git clone https://github.com/coldteadotai/pr-lens ~/.claude/skills/pr-lens

    302GitHub 星标+269 (+815.2 %)
  4. 4

    MCP
    活跃

    File a task with your local no_human and check on it: task_add and task_status over stdio.

    ↓ 442 下载/周Python许可证: MIT

      mcp实测增长打开来源 ↗

      安装 claude mcp add no_human -- uvx no-human

      263GitHub 星标+208 (+378.2 %)
    • 5

      技能
      活跃

      Local-first AI coding workflow for vibe coders, indie hackers, technical founders and product managers — catch missing tests and safety checks across Claude Code, Cursor, Windsurf, Replit, Lovable and Bolt.new.

      TypeScript许可证: Apache-2.0
      • ai-code-tools
      • ai-coding-assistants
      • ai-developer-tools
      • ai-pair-programming
      • bolt-new

      github实测增长打开来源 ↗

      安装 /plugin marketplace add hi0001234d/nexpath

      194GitHub 星标+150 (+340.9 %)
    • 6

      MCP
      活跃

      SEO MCP over Search Console, GA4, PageSpeed Insights, Cloudflare, IndexNow, CrUX, technical-SEO.

      ↓ 93 下载/周Python许可证: MIT

        mcp实测增长打开来源 ↗

        安装 claude mcp add seo-monster -- uvx seo-monster

        149GitHub 星标+146 (+4866.7 %)
      • 7

        MCP
        活跃

        Verifiable execution for AI agents: Ed25519-signed work contracts and audit trails.

        Python许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          安装 claude mcp add OpenWorkProof -- uvx openworkproof

          187GitHub 星标+144 (+334.9 %)
        • 8

          技能
          活跃

          Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

          Python许可证: Apache-2.0
          • agent-memory
          • agent-skills
          • ai-agents
          • benchmark
          • dataset

          github实测增长打开来源 ↗

          安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

          573GitHub 星标+213 (+59.2 %)
        • 9

          技能
          活跃

          Skills that translate your coding agent's output into plain language: honest reports, straight verdicts, steps you can follow. MIT.

          Shell许可证: MIT
          • agent-skill
          • agent-skills
          • ai-agents
          • claude-code
          • claude-code-plugin

          github实测增长打开来源 ↗

          安装 /plugin marketplace add kharmanskyi/open-steps

          254GitHub 星标+126 (+98.4 %)
        • 10

          技能
          活跃

          Create polished product demo videos with AI coding agents and Remotion. The UI is code, not a screen recording.

          TypeScript
          • agent-skills
          • agentic
          • claude-code
          • ffmpeg
          • motion-design

          github实测增长打开来源 ↗

          安装 git clone https://github.com/Alexwtlf/agentic-product-demo ~/.claude/skills/agentic-product-demo

          176GitHub 星标+119 (+208.8 %)
        • 11

          MCP
          活跃

          Local profiler: which usage window took you out, and where your agent's money goes

          Python许可证: MIT

            mcp实测增长打开来源 ↗

            安装 claude mcp add agentburn -- uvx agentburn

            122GitHub 星标+109 (+838.5 %)
          • 12

            MCP
            活跃

            Managed LinkedIn MCP server for AI agents: search, connect, message and enrich on accounts you own.

            ↓ 372 下载/周TypeScript许可证: MIT

              mcp实测增长打开来源 ↗

              安装 claude mcp add linkedin-mcp -- npx @gtm-api/linkedin-mcp

              100GitHub 星标+98 (+4900.0 %)
            • 13

              MCP
              活跃

              Agent Workflow Engine — multi-step MCP workflows with per-step directives and validation.

              TypeScript许可证: Apache-2.0

                mcp实测增长打开来源 ↗

                114GitHub 星标+92 (+418.2 %)
              • 14

                技能
                活跃

                SEO Landing: Give your AI coding agent the capabilities of a senior Technical SEO engineer. An agent skill for building high-performance, technically optimized SEO landing pages. Turn an AI coding agent into a technical SEO specialist.…

                HTML许可证: MIT
                • agent-skills
                • claude-skills
                • codex
                • core-web-vitals
                • cursor

                github实测增长打开来源 ↗

                安装 git clone https://github.com/aleksandr-alhoff/seo-landing ~/.claude/skills/seo-landing

                142GitHub 星标+82 (+136.7 %)
              • 15

                MCP
                活跃

                Executable mathematics and independent verification for AI agents.

                Python许可证: MIT

                  mcp实测增长打开来源 ↗

                  安装 claude mcp add jacobian -- npx jacobian

                  163GitHub 星标+81 (+98.8 %)
                • 16

                  MCP
                  活跃

                  Secure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.

                  Go许可证: Apache-2.0
                  • agent-skills
                  • ai-agents
                  • automation
                  • devops
                  • docker

                  github实测增长打开来源 ↗

                  606GitHub 星标+164 (+37.1 %)
                • 17

                  技能
                  活跃

                  Deletion-first Agent Skill for removing test bloat, verification theater, and speculative fallbacks while preserving behavior.

                  Python许可证: MIT
                  • agent-skills
                  • claude
                  • claude-ai
                  • claude-code
                  • claude-skills

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/MrZoyo/deslop-GPT ~/.claude/skills/deslop-GPT

                  100GitHub 星标+62 (+163.2 %)
                • 18

                  技能
                  活跃

                  A platform-neutral analytical Skill that profiles messy data, selects case-adaptive methods, and produces source-backed visual reports for high-stakes decisions.

                  Python许可证: MIT
                  • agent-skills
                  • analytics
                  • data-quality
                  • decision-science
                  • python

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/limingrui679-design/high-stakes-analytics-decision-lab ~/.claude/skills/high-stakes-analytics-decision-lab

                  480GitHub 星标+135 (+39.1 %)
                • 19

                  技能
                  活跃

                  Use claude-code for free in the terminal, VSCode extension or via discord like openclaw

                  Python许可证: MIT
                  • aashuu
                  • ashutosh
                  • ashutosh-kumar
                  • claude-code
                  • claude-code-free

                  github实测增长打开来源 ↗

                  安装 /plugin marketplace add codeaashu/free-claude-code

                  100GitHub 星标+58 (+138.1 %)
                • 20

                  MCP
                  活跃

                  Bounded local runtime evidence from explicit artifacts and typed direct targets.

                  Python许可证: MIT

                    mcp实测增长打开来源 ↗

                    安装 claude mcp add flameox -- uvx flameox

                    104GitHub 星标+57 (+121.3 %)
                  • 21

                    技能
                    活跃

                    Give your AI agent a phone number: order a private number in 200+ countries over the API, read the SMS verification code, hand the number back. The widest country coverage in the category, checkable with one API call.

                    Python许可证: MIT
                    • agent-skill
                    • agent-skills
                    • ai-agents
                    • anthropic
                    • automation

                    github实测增长打开来源 ↗

                    安装 git clone https://github.com/sv-number/skills ~/.claude/skills/skills

                    319GitHub 星标+102 (+47.0 %)
                  • 22

                    技能
                    活跃

                    HEY CLI and Agent Skills

                    Go许可证: MIT
                    • agent-skills
                    • hey

                    github实测增长打开来源 ↗

                    安装 git clone https://github.com/basecamp/hey-cli ~/.claude/skills/hey-cli

                    346GitHub 星标+105 (+43.6 %)
                  • 23

                    技能
                    活跃

                    Hire Google's Antigravity CLI (agy) as a fast Gemini staffer for Claude Code and OpenAI Codex.

                    JavaScript许可证: MIT
                    • agentic-ai
                    • ai-agents
                    • antigravity
                    • antigravity-cli
                    • chatgpt

                    github实测增长打开来源 ↗

                    安装 /plugin marketplace add keli-wen/agy-staff

                    96GitHub 星标+46 (+92.0 %)
                  • 24

                    技能
                    活跃

                    Forge is the open-source runtime for Anthropic's Agent Skills standard — built for the agent that runs next to a service, in your environment, on infrastructure you already operate. Write a SKILL.md. Compile to a portable, hardened agent.…

                    Go许可证: Apache-2.0
                    • a2a
                    • a2a-protocol
                    • agent-cli
                    • ai-agents
                    • ai-agents-cli

                    github实测增长打开来源 ↗

                    安装 git clone https://github.com/initializ/forge ~/.claude/skills/forge

                    227GitHub 星标+71 (+45.5 %)
                  • 25

                    MCP
                    活跃

                    Manage social publishing workflows through OpenPost

                    TypeScript许可证: AGPL-3.0

                      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/mcp

                      68GitHub 星标+35 (+106.1 %)