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. ECC has the largest measured increase: +6781 GitHub stars. These movements describe only changes in metrics collected over the period.
Measured period: 2026-08-31 to 2026-09-07
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
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-mcp21GitHub stars+20 (+2000.0 %) - 2Active
Kivgraph
MCPCross-repository semantic code intelligence for AI coding agents, from a local code graph.
mcpmeasured growthOpen source ↗
19GitHub stars+18 (+1800.0 %) - 3Active
open-claude-design
SkillClaude 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-design23GitHub stars+13 (+130.0 %) - 4Active
Stockbit MCP
MCPIndonesian exchange (IDX) via your own Stockbit account: quotes, bandarmology, charts. Unofficial.
mcpmeasured growthOpen source ↗
Install
claude mcp add stockbit-mcp -- npx stockbit-mcp20GitHub stars+13 (+185.7 %) - 5Active
cogneva
OtherDistributed AI multi-agent autonomous system — digital employees for long-horizon tasks, running 24×7 — Meta-bootstrapping · Real-autonomous · Omni-evolution
githubmeasured growthOpen source ↗
13GitHub stars+11 (+550.0 %) - 6Active
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-mcp15GitHub stars+9 (+150.0 %) - 7Active
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_astrea12GitHub stars+8 (+200.0 %) - 8Active
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/mcp14GitHub stars+7 (+100.0 %) - 9Active
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 %) - 10Active
Read-only, self-hosted MCP access to IMAP email, mirrored locally and indexed by notmuch.
mcpmeasured growthOpen source ↗
12GitHub stars+7 (+140.0 %) - 11Active
stockbit-mcp
MCPModel Context Protocol (MCP) server for Stockbit (Indonesian / IDX market) — broker summary / bandarmology, quotes, top movers, orderbook, fundamentals, sentiment, your portfolio, and your real chart. (Work In Progress)
githubmeasured growthOpen source ↗
25GitHub stars+10 (+66.7 %) - 12Dormant
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-scanner21GitHub stars+8 (+61.5 %) - 13Active
Uptimepage
MCPMonitor uptime and incidents, run checks, and publish status updates from your Uptimepage org.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://mcp.uptimepage.dev/mcp26GitHub stars+9 (+52.9 %) - 14Active
writing-skills
SkillProcedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in opencode, Claude Code, Codex.
githubmeasured growthOpen source ↗
Install
/plugin marketplace add surendranb/writing-skills31GitHub stars+9 (+40.9 %) - 15Active
Unlimited agent mailboxes — create identities, read/wait for mail, extract OTPs, send email.
mcpmeasured growthOpen source ↗
Install
claude mcp add mcp -- npx @openagentemail/mcp16GitHub stars+6 (+60.0 %) - 16Active
boostprompt
SkillAplicação 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/boostprompt12GitHub stars+5 (+71.4 %) - 17Active
Create and edit real Word documents (filesystem or SharePoint): typed change plans, tracked changes
mcpmeasured growthOpen source ↗
21GitHub stars+7 (+50.0 %) - 18Active
threads-skills
SkillThreads marketing skills for Claude Code and Codex: posts, multi-post threads, hooks, replies, and a weekly plan in your voice. Publish via Publora. Open source, MIT. Content engineering by Creative Content Crafts.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/sergebulaev/threads-skills ~/.claude/skills/threads-skills27GitHub stars+8 (+42.1 %) - 19Active
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-mcp13GitHub stars+5 (+62.5 %) - 20Active
facebook-skills
SkillFacebook Pages marketing skills for Claude Code and Codex: high-share posts, hooks, engagement replies, and a weekly plan. Publish via Publora. Open source, MIT. Content engineering by Creative Content Crafts.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/sergebulaev/facebook-skills ~/.claude/skills/facebook-skills31GitHub stars+8 (+34.8 %) - 21Active
claude-osint-deploy
SkillInstall, run and verify OSINT tools from GitHub automatically, on any OS
githubmeasured growthOpen source ↗
Install
/plugin marketplace add soxoj/claude-osint-deploy11GitHub stars+4 (+57.1 %) - 22Active
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-drive16GitHub stars+5 (+45.5 %) - 23Dormant
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-mcp12GitHub stars+4 (+50.0 %) - 24Active
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/mcp12GitHub 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.
- 1ActiveOpen source ↗
agentweave
OtherKnowledge-, 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 growth11GitHub stars+11