Agents, skills and MCP radar: tools and trends

Momentum based on available 7-day snapshots for Agents, skills and MCP: measured with two snapshots, estimated otherwise. Each value shows its own source window. This page reads stored snapshots only.

Radar filters

What’s changing

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 AWS MCP Server, AWS MCP Server, Amazon ECS MCP Server. These movements describe only changes in metrics collected over the period.

Measured period: 2026-09-02 to 2026-09-08

Tool ranking

Ranked by measured growth, normalized across sources. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.

  1. 1
    Active

    One shared, persistent memory across AI agents and systems, with semantic recall and live updates.

    mcpmeasured growthOpen source ↗

    Install claude mcp add memocat-mcp -- uvx memocat-mcp

    21GitHub stars+20 (+2000.0 %)
  2. 2

    MCP
    Active

    Cross-repository semantic code intelligence for AI coding agents, from a local code graph.

    mcpmeasured growthOpen source ↗

    19GitHub stars+18 (+1800.0 %)
  3. 3
    Active

    Claude Design in Claude Code, Codex, Cursor, and 20+ agents. Designs come from your real components, tokens, and states; approved revisions sync back.

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/maxritter/open-claude-design ~/.claude/skills/open-claude-design

    24GitHub stars+14 (+140.0 %)
  4. 4
    Active

    Indonesian exchange (IDX) via your own Stockbit account: quotes, bandarmology, charts. Unofficial.

    mcpmeasured growthOpen source ↗

    Install claude mcp add stockbit-mcp -- npx stockbit-mcp

    20GitHub stars+13 (+185.7 %)
  5. 5

    Other
    Active

    Distributed AI multi-agent autonomous system — digital employees for long-horizon tasks, running 24×7 — Meta-bootstrapping · Real-autonomous · Omni-evolution

    githubmeasured growthOpen source ↗

    15GitHub stars+13 (+650.0 %)
  6. 6
    Active

    Inspect and control Asterisk (AMI) and FreeSWITCH (ESL) PBX servers from your AI assistant.

    mcpmeasured growthOpen source ↗

    Install claude mcp add pbx-mcp -- npx pbx-mcp

    15GitHub stars+9 (+150.0 %)
  7. 7
    Active

    Reporting and queries over Astrea (Aurum), Brazilian legal-practice software: cases per client, cale

    mcpmeasured growthOpen source ↗

    Remote server, to be declared in the MCP configuration https://api.mcp.ai/p_astrea

    12GitHub stars+8 (+200.0 %)
  8. 8
    Active

    Fast local Apple Mail MCP: indexed search, full-text bodies, verified sends, triage. macOS.

    mcpmeasured growthOpen source ↗

    Install claude mcp add apple-mail-mcp -- uvx apple-mailbox-mcp

    9GitHub stars+8 (+800.0 %)
  9. 9
    Active

    Issue and manage Brazilian service invoices (NFS-e) by chatting with your agent, platform-hosted, no

    mcpmeasured growthOpen source ↗

    Remote server, to be declared in the MCP configuration https://api.mcp.ai/p_notafiscal

    8GitHub stars+8
  10. 10
    Active

    Stealth web browser for agents: search, fetch, click, download and type in persistent MCP sessions.

    mcpmeasured growthOpen source ↗

    Remote server, to be declared in the MCP configuration https://browser.aginx.net/mcp

    14GitHub stars+7 (+100.0 %)
  11. 11
    Active

    Local-first bridge: export your own Mi Fitness (Xiaomi) health data to SQLite/JSON/CSV and MCP.

    mcpmeasured growthOpen source ↗

    12GitHub stars+7 (+140.0 %)
  12. 12
    Active

    Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch.

    mcpmeasured growthOpen source ↗

    12GitHub stars+7 (+140.0 %)
  13. 13

    Skill
    Active

    Aplicação que usa o poder da LLM para gerar contexto para qualquer demanda sem precisar que você pense e tenha ideías, a propria aplicação estrutura no final da entrevista com você em um unico arquivo markdown tudo que foi questionado,…

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add AirtonLira/boostprompt

    13GitHub stars+6 (+85.7 %)
  14. 14
    Dormant

    Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading.

    mcpmeasured growthOpen source ↗

    Install claude mcp add prism-scanner -- uvx prism-scanner

    21GitHub stars+8 (+61.5 %)
  15. 15
    Active

    Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email.

    mcpmeasured growthOpen source ↗

    Install claude mcp add mcp -- npx @openagentemail/mcp

    16GitHub stars+6 (+60.0 %)
  16. 16
    Active

    Install, run and verify OSINT tools from GitHub automatically, on any OS

    githubmeasured growthOpen source ↗

    Install /plugin marketplace add soxoj/claude-osint-deploy

    12GitHub stars+5 (+71.4 %)
  17. 17
    Active

    Create and edit real Word documents (filesystem or SharePoint): typed change plans, tracked changes

    mcpmeasured growthOpen source ↗

    21GitHub stars+7 (+50.0 %)
  18. 18
    Active

    Engineering memory for AI-assisted codebases: decisions, bug lineage and invariants, over MCP.

    mcpmeasured growthOpen source ↗

    Install claude mcp add hunch -- npx @davesheffer/hunch

    9GitHub stars+4 (+80.0 %)
  19. 19
    Active

    Live sports data and cross-book betting odds — 801 tools, 63 providers, 43 needing no key.

    mcpmeasured growthOpen source ↗

    Install claude mcp add sportsdata-mcp -- uvx sportsdata-mcp

    13GitHub stars+5 (+62.5 %)
  20. 20
    Active

    Claude Code Skill:B站/小红书/抖音/快手/微博/贴吧/知乎 多平台社媒评论采集爬虫。扫码登录,自动生成 HTML 报告+CSV,支持关键词搜索/指定链接/创作者主页三种模式

    githubmeasured growthOpen source ↗

    10GitHub stars+4 (+66.7 %)
  21. 21

    MCP
    Active

    Sailing passage planner for any coast, with high-precision tides on the French Atlantic.

    mcpmeasured growthOpen source ↗

    Remote server, to be declared in the MCP configuration https://mcp.ohmywind.fr/mcp

    10GitHub stars+4 (+66.7 %)
  22. 22
    Active

    MCP server for E.Leclerc Drive — search products, manage cart, and order groceries from Claude

    mcpmeasured growthOpen source ↗

    Install claude mcp add leclerc-drive -- npx mcp-leclerc-drive

    16GitHub stars+5 (+45.5 %)
  23. 23
    Dormant

    MCP server and EasyEDA Pro extension bridge for live project assistance.

    mcpmeasured growthOpen source ↗

    Install claude mcp add easyeda-pro-mcp -- npx @vlabsoft/easyeda-pro-mcp

    12GitHub stars+4 (+50.0 %)
  24. 24
    Active

    Deterministic, offline, read-only ADR decision memory for coding agents. No model or network calls.

    mcpmeasured growthOpen source ↗

    Install claude mcp add mcp -- npx @adrkit/mcp

    12GitHub stars+4 (+50.0 %)

Learning resources

Ranked by measured growth, normalized across sources. These resources remain available separately and do not take part in the main tool ranking.

  1. 1
    ActiveOpen source ↗

    Knowledge-, capability-, and trust-aware framework for discovering, validating, selecting, and orchestrating heterogeneous AI agents across cloud, marketplace, enterprise, and edge environments, with A2A interoperability and outcome-driven…

    githubResourcemeasured growth
    11GitHub stars+11