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
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 - 2Active
Monitor MCP servers, API contracts and AI outputs for schema drift. Alerts on breaking changes.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://fixzi.ai/api/mcp1GitHub stars+1 - 3Active
Live USPS, UPS, FedEx and DHL rates from the US: domestic, Canada, UK, Germany, Australia. No scale.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://quote-api.smklog.com/mcp1GitHub stars+1 - 4Active
CogMemory MCP Server — Unified context subsystems for AI coding agents
mcpmeasured growthOpen source ↗
Install
claude mcp add cogmemory-mcp -- npx cogmemory-mcp1GitHub stars+1 - 5Active
Options analytics for AI assistants: chains, IV rank, VRP, Greeks, GEX, expected moves, screeners.
mcpmeasured growthOpen source ↗
Install
claude mcp add apexvol-mcp -- uvx apexvol-mcp1GitHub stars+1 - 6Active
Add products to Bring! from a photo — MCP for AI recognition, catalog matching, and verified writes.
mcpmeasured growthOpen source ↗
Install
claude mcp add bring-photo-mcp -- npx bring-photo-mcp1GitHub stars+1 - 7Active
Historical geography for AI agents: polities, GeoJSON borders, chains & events, 4500 BCE-today
mcpmeasured growthOpen source ↗
Install
claude mcp add atlaspi -- uvx atlaspi-mcp1GitHub stars+1 - 8Active
Amtrak
MCPAmtrak MCP — live Amtrak train tracking via the community Amtraker API
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://gateway.pipeworx.io/amtrak/mcp1GitHub stars+1 - 9Dormant
TCG MCP
MCPPokemon TCG MCP server: PSA grading, collection management, and multi-provider pricing.
mcpmeasured growthOpen source ↗
Install
claude mcp add tcg-mcp -- uvx tcg-mcp1GitHub stars+1 - 10Active
Pushary
MCPReach a human from a running agent. Approvals on the lock screen, plus a cross-agent audit trail.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://pushary.com/api/mcp/mcp1GitHub stars+1 - 11Active
Image Gen
MCPGenerate and edit images from your coding agent with Gemini and OpenAI, using your own API keys.
mcpmeasured growthOpen source ↗
Install
claude mcp add image-gen -- npx @nuver-labs/image-gen-mcp1GitHub stars+1 - 12Active
SpecMgr
MCPAn artifact manager for system specifications.
mcpmeasured growthOpen source ↗
Install
claude mcp add biz-dfch-specmgr -- uvx biz-dfch-specmgr1GitHub stars+1 - 13Active
Flickies
MCPSelf-hosted MCP server: video lipsync, face restore, and ffmpeg ops (trim, concat, transcode).
mcpmeasured growthOpen source ↗
1GitHub stars+1 - 14Active
SpecMgr
MCPAn artifact manager for system specifications.
mcpmeasured growthOpen source ↗
Install
claude mcp add biz.dfch.specmgr -- uvx biz-dfch-specmgr1GitHub stars+1 - 15Active
Metmuseum
MCPThe Metropolitan Museum of Art Collection MCP.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://gateway.pipeworx.io/metmuseum/mcp1GitHub stars+1 - 16Active
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 - 17Active
words
MCPWords MCP — wraps Datamuse API (free, no auth required)
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://gateway.pipeworx.io/words/mcp1GitHub stars+1 - 18Active
HEA-Bench
MCPHigh-entropy alloy and oxide descriptors, phase rules, corpus, properties, and design tools.
mcpmeasured growthOpen source ↗
Install
claude mcp add hea-bench -- uvx hea-bench1GitHub stars+1 - 19Active
EU Funding & Tenders Portal (SEDIA search API) MCP.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://gateway.pipeworx.io/eu-funding-tenders/mcp1GitHub stars+1 - 20Active
Local multi-client RAG server over the Model Context Protocol.
mcpmeasured growthOpen source ↗
Install
claude mcp add cortex -- uvx cortex-local-rag1GitHub stars+1 - 21Active
Base token-safety for agents: the only B20 freeze/seize/rug suite + pre-trade gates, over x402.
mcpmeasured growthOpen source ↗
Install
claude mcp add x402-bazaar-mcp -- npx x402-bazaar-mcp1GitHub stars+1 - 22Active
Attach weapons and props to rigged 3D characters: hand-bone detection, fist close, engine binds.
mcpmeasured growthOpen source ↗
Install
claude mcp add mcp -- npx @gripforgeai/mcp1GitHub stars+1 - 23Active
ARGUS-3 stdio MCP with WARDEN firewall: argus_ask, argus_status, argus_capabilities.
mcpmeasured growthOpen source ↗
Install
claude mcp add argus3 -- npx @alexar76/argus31GitHub stars+1 - 24Active
MCP server exposing a live Dwarf Fortress fort to an AI agent as curated, semantic tools
mcpmeasured growthOpen source ↗
Install
claude mcp add dfhack-mcp -- npx dfhack-mcp1GitHub stars+1 - 25Active
Amazon product search returning paste-ready affiliate deal rows for your blog
mcpmeasured growthOpen source ↗
Install
claude mcp add amazon-creators -- npx @houtini/amazon-creators-mcp1GitHub stars+1