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, 20 are increasing, 0 are stable, and 0 are declining. ponytail has the largest measured increase: +11210 GitHub stars. These movements describe only changes in metrics collected over the period.
Measured period: 2026-09-04 to 2026-09-11
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.
- 1Active
Adaptive AI training coach MCP server backed by Garmin Connect
mcpmeasured growthOpen source ↗
Install
claude mcp add coach-mcp -- uvx garmin-coach-mcp2GitHub stars+2 - 2Active
Read + write MCP server for OpenEMIS — free open-source school management system. 675 resources.
mcpmeasured growthOpen source ↗
Install
claude mcp add openemis-pro -- npx openemis-mcp-pro2GitHub stars+1 (+100.0 %) - 3Active
Local MCP server generating complete App Store & Google Play screenshot sets.
mcpmeasured growthOpen source ↗
Install
claude mcp add truepane -- npx truepane-mcp2GitHub stars+1 (+100.0 %) - 4Dormant
Email inbox placement tests across Gmail, Outlook, Yahoo, Mail.ru, Yandex (SPF/DKIM/DMARC).
mcpmeasured growthOpen source ↗
Install
claude mcp add inbox-check -- npx ldm-inbox-check-mcp2GitHub stars+1 (+100.0 %) - 5Active
Scaffold Starter Series projects and check release, deployment, security, and agent instructions.
mcpmeasured growthOpen source ↗
Install
claude mcp add create-starter -- npx starter-series2GitHub stars+1 (+100.0 %) - 6Active
Hosted markdown project wikis your team's AI assistants read, search, and update over MCP.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://getagentwiki.com/mcp1GitHub stars+1 - 71GitHub stars+1
- 8Active
Japan payroll & social insurance. 日本の給与計算・社会保険。47都道府県の料率、源泉所得税、割増賃金、有給、標準報酬月額の改定、最低賃金。根拠の条文つき。
mcpmeasured growthOpen source ↗
Install
claude mcp add jp-payroll-mcp -- npx jp-payroll-mcp1GitHub stars+1 - 9Active
Private USDC/USDT payments on Solana: hidden amounts, unlinkable, optional auditor.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 10Active
Traceable Chinese-history MCP: 4 cited tools over 9 classical texts (pre-Qin to Wei-Jin).
mcpmeasured growthOpen source ↗
Install
claude mcp add chinese-history-mcp -- uvx chinese-history-mcp1GitHub stars+1 - 11Active
ECRVSP Restrições: Bloqueios Judiciais RENAJUD, official-source lookup. Platform-hosted, pay per que
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://api.mcp.ai/p_ecrvsp_restricoes_renajud1GitHub stars+1 - 12Dormant
Sae
AgentA lawyer for the agent economy. AI agents can request contract review, risk analysis, and legal guidance via A2A protocol.
githubmeasured growthOpen source ↗
1GitHub stars+1 - 13Dormant
Personal MCP server for humans who create. Proof of authorship, license control.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://kapoost.humanmcp.net/mcp1GitHub stars+1 - 14Active
LegalOne
MCPWrapper for the official LegalOne API (Thomson Reuters / Novajus, Premium package): lawsuits and lit
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://api.mcp.ai/p_legalone1GitHub stars+1 - 15Dormant
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
mcpmeasured growthOpen source ↗
Install
claude mcp add expense-mcp -- uvx expense-mcp1GitHub stars+1 - 16Active
Estonian public-authority document registers: one search across all, docs linked to companies.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://dokumendiregister.ee/api/dokreg-mcp/mcp1GitHub stars+1 - 17Active
Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 18Active
Trust infrastructure for AI agents: read a verifiable Trust Rating, claim an identity, earn a badge.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://api.mnemom.ai/mcp?profile=directory1GitHub stars+1 - 19Active
Connects AI assistants to a live ChemDraw window on Windows via COM automation.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 20Active
Librarian
MCPDeterministic ebook-to-markdown pipeline with MCP tools to browse, search, and read your books.
mcpmeasured growthOpen source ↗
Install
claude mcp add librarian -- uvx librarian-cli1GitHub stars+1 - 21Active
Official central-bank & tax-authority rates from 100+ sources. No API key needed to start.
mcpmeasured growthOpen source ↗
Install
claude mcp add central-bank-mcp -- npx @allratestoday/central-bank-mcp1GitHub stars+1 - 22Active
MCP server for inspecting and automating Java Swing applications.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 23Active
CodePic
MCPAI agent draws editable hand-drawn diagrams (flowchart, ER, architecture) via MCP, not static images
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://codepic.cc/api/mcp/mcp1GitHub stars+1 - 24Active
KYA MCP gate: evaluate, ingest, request approval. Sole PEP is Shield.
mcpmeasured growthOpen source ↗
Install
claude mcp add shield-kya -- npx @shield-agent/kya1GitHub stars+1 - 25Active
Letterhead PDF as digital stationery: prints Markdown without overprinting header, footer, or logo.
mcpmeasured growthOpen source ↗
Install
claude mcp add mac-letterhead -- uvx Mac-letterhead1GitHub stars+1