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
clawops
MCPDeploy and manage self-hosted OpenClaw instances across clouds
mcpmeasured growthOpen source ↗
Install
claude mcp add clawops -- npx @clawops/cli2GitHub stars+1 (+100.0 %) - 4Active
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 %) - 5Active
Exact symbolic math for LLMs: integrals, equations, matrices, and claim verification via Giac/Xcas
mcpmeasured growthOpen source ↗
Install
claude mcp add axiom-math -- npx axiom-math2GitHub stars+1 (+100.0 %) - 6Active
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 %) - 7Dormant
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 %) - 8Active
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 - 9Dormant
Persistent cross-project memory for Cursor and Claude Code using local semantic search.
mcpmeasured growthOpen source ↗
Install
claude mcp add longmem -- uvx longmem1GitHub stars+1 - 10Active
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 - 11Active
Private USDC/USDT payments on Solana: hidden amounts, unlinkable, optional auditor.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 121GitHub stars+1
- 13Dormant
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
mcpmeasured growthOpen source ↗
Install
claude mcp add expense-mcp -- uvx expense-mcp1GitHub stars+1 - 14Active
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 - 15Active
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 - 16Dormant
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 - 17Active
Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 18Dormant
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 - 19Active
MCP server for inspecting and automating Java Swing applications.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 20Dormant
Spark SQL
MCPQuery Spark SQL clusters via Thrift/HiveServer2. Works with Spark, EMR, Hive, Impala.
mcpmeasured growthOpen source ↗
Install
claude mcp add spark-sql-mcp-server -- uvx spark-sql-mcp-server1GitHub stars+1 - 21Active
Supplement safety for AI agents. 1,500+ rules, NIH+FDA data, quality grading A-D.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://elthio-production.up.railway.app/mcp1GitHub stars+1 - 22Active
A real timeline video editor for AI agents: journaled edits, FFmpeg/MLT rendering, exports
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://mcpcut.com/mcp1GitHub stars+1 - 23Active
Meeba Brain
MCPRepository knowledge graph MCP server for codebase understanding and debugging.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://meeba-context-mcp-469248886325.us-central1.run.app/mcp1GitHub stars+1 - 24Active
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 - 25Active
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