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 - 2Dormant
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 %) - 3Active
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 %) - 4Active
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 %) - 5Active
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 %) - 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 %) - 7Active
Private USDC/USDT payments on Solana: hidden amounts, unlinkable, optional auditor.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 8Active
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 - 9Active
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 - 10Dormant
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 - 11Active
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 - 12Active
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 - 13Active
Swiss Register of Buildings and Dwellings (GWR/RegBL): EGID/EWID lookup, geocoding, housing stats
mcpmeasured growthOpen source ↗
Install
claude mcp add swiss-housing-mcp -- uvx swiss-housing-mcp1GitHub stars+1 - 14Dormant
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
mcpmeasured growthOpen source ↗
Install
claude mcp add expense-mcp -- uvx expense-mcp1GitHub stars+1 - 151GitHub stars+1
- 16Active
Scan any website or MCP server for agent-trust-readiness; returns a signed, verifiable scorecard.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://api.isittrustready.ai/mcp1GitHub stars+1 - 17Active
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 - 18Active
Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 19Dormant
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 - 20Dormant
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 - 21Active
MCP server for inspecting and automating Java Swing applications.
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 22Active
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 - 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 - 24Dormant
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 - 25Active
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