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

    技能
    活跃

    Agent skill that turns Claude Code / Codex into a motion-design studio for voiceover-driven explainer videos — word-level voiceover sync, 78 motion recipe cards, an anti-slideshow camera system, Remotion rendering.

    HTML
    • agent-skills
    • ai-agent
    • claude
    • claude-code
    • explainer-video

    github实测增长打开来源 ↗

    安装 git clone https://github.com/Vincentwei1021/video-talkcraft ~/.claude/skills/video-talkcraft

    759GitHub 星标+600 (+377.4 %)
  2. 2

    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 %)
  3. 3

    技能
    活跃

    仕事の日本語を、読みやすくわかりやすく書く・直すための Agent Skill です。

    Python许可证: MIT
    • agent-skills
    • claude
    • claude-code
    • japanese
    • lint

    github实测增长打开来源 ↗

    安装 git clone https://github.com/coji/natural-japanese ~/.claude/skills/natural-japanese

    978GitHub 星标+455 (+87.0 %)
  4. 4

    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 %)
  5. 5

    MCP
    活跃

    Study screens, flows and paywalls from top-earning iOS apps, then build from what wins.

    许可证: MIT

      mcp实测增长打开来源 ↗

      需在 MCP 配置中声明的远程服务器 https://mcp.appllama.io/mcp

      670GitHub 星标+309 (+85.6 %)
    • 6

      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 %)
    • 7

      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 %)
      • 8

        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 %)
      • 9

        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 %)
        • 10

          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 %)
          • 11

            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 %)
          • 12

            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 %)
          • 13

            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 %)
          • 14

            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 %)
            • 15

              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 %)
              • 16

                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 %)
                • 17

                  技能
                  活跃

                  YouTube Transcript API skills for AI agents. Get transcripts, search videos, browse channels. Works with OpenClaw, Hermes Agent, and other agent runtimes.

                  许可证: MIT
                  • agent-skills
                  • clawdbot
                  • hermes-agent
                  • openclaw
                  • youtube-search

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/ZeroPointRepo/youtube-skills ~/.claude/skills/youtube-skills

                  793GitHub 星标+208 (+35.6 %)
                • 18

                  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 %)
                • 19

                  技能
                  活跃

                  AI agent skill for end-to-end hotel search and booking—compare live rates across leading OTAs and hotel suppliers, verify availability, book stays, and manage reservations, cancellations, and payments via the TourMind API.

                  Python许可证: MIT
                  • agent-skills
                  • ai-agent
                  • booking-api
                  • codex-skills
                  • hotel-api

                  github实测增长打开来源 ↗

                  安装 git clone https://github.com/tourmind-com/Tourmind-Booking-Skills ~/.claude/skills/Tourmind-Booking-Skills

                  730GitHub 星标+196 (+36.7 %)
                • 20

                  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 %)
                  • 21

                    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 %)
                  • 22

                    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 %)
                  • 23

                    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 %)
                  • 24

                    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 %)
                  • 25

                    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 %)