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, 3 are increasing, 17 are stable, and 0 are declining. OpenTrain has the largest measured increase: +1070 downloads over 7 days. Measurements are unchanged for Amazon ECS MCP Server, Amazon EKS MCP Server, AWS MCP Server. These movements describe only changes in metrics collected over the period.
Measured period: 2026-09-02 to 2026-09-08
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
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 ↗
16GitHub stars+14 (+700.0 %) - 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
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 %) - 6Active
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 %) - 7Active
Fast local Apple Mail MCP: indexed search, full-text bodies, verified sends, triage. macOS.
mcpmeasured growthOpen source ↗
Install
claude mcp add apple-mail-mcp -- uvx apple-mailbox-mcp9GitHub stars+8 (+800.0 %) - 8Active
Nota Fiscal
MCPIssue and manage Brazilian service invoices (NFS-e) by chatting with your agent, platform-hosted, no
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://api.mcp.ai/p_notafiscal8GitHub stars+8 - 9Active
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 %) - 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
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 %) - 12Active
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/boostprompt13GitHub stars+6 (+85.7 %) - 13Dormant
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 %) - 14Active
Multisim MCP
MCPGenerate Multisim circuits, run simulations, export data, and create experiment reports.
mcpmeasured growthOpen source ↗
Install
claude mcp add multisim-mcp -- uvx multisim-mcp8GitHub stars+4 (+100.0 %) - 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
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-deploy12GitHub 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
Engineering memory for AI-assisted codebases: decisions, bug lineage and invariants, over MCP.
mcpmeasured growthOpen source ↗
Install
claude mcp add hunch -- npx @davesheffer/hunch9GitHub stars+4 (+80.0 %) - 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
media-crawler-easy
OtherClaude Code Skill:B站/小红书/抖音/快手/微博/贴吧/知乎 多平台社媒评论采集爬虫。扫码登录,自动生成 HTML 报告+CSV,支持关键词搜索/指定链接/创作者主页三种模式
githubmeasured growthOpen source ↗
10GitHub stars+4 (+66.7 %) - 21Active
OhMyWind
MCPSailing passage planner for any coast, with high-precision tides on the French Atlantic.
mcpmeasured growthOpen source ↗
Remote server, to be declared in the MCP configuration
https://mcp.ohmywind.fr/mcp10GitHub stars+4 (+66.7 %) - 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