mcp
Sorted by GitHub stars, which measures attention rather than fitness. Read the release date and the commit count next to it before picking one.
| Tool | Stars |
|---|---|
MCP server + Playwright reporter that builds a flakiness knowledge graph from test run history no licence · released 2026-05-19 | n/a |
Streams NDJSON log triage: query patterns, detect anomalies, summarize timelines without full load. no licence · released 2026-05-20 | n/a |
MCP server that gives AI agents dynamic network chaos control over Playwright browser sessions no licence · released 2026-05-19 | n/a |
MCP server that gives AI agents geometric spatial awareness of web page layouts using Playwright no licence · released 2026-05-19 | n/a |
MCP server for unpacking and analyzing Playwright trace.zip archives no licence · released 2026-05-19 | n/a |
Decodes React DevTools Profiler exports into render summaries and memoization advice for AI agents. no licence · released 2026-05-22 | n/a |
Aggregates CI failures, cross-references flakiness history, and outputs GO/NO_GO release verdicts. no licence · released 2026-05-20 | n/a |
Decodes minified production stack traces back to original TypeScript source using source maps. no licence · released 2026-05-20 | n/a |
Resolves Tailwind CSS design tokens and validates utility classes against the local project config. no licence · released 2026-05-20 | n/a |
Resolves TypeScript config inheritance chains and returns effective compiler options per file. no licence · released 2026-05-20 | n/a |
MCP server that decodes V8 CPU profiles into token-efficient bottleneck summaries for AI agents no licence · released 2026-05-19 | n/a |
MCP server for deterministic mock generation and API contract scaffolding using Zod schemas no licence · released 2026-05-19 | n/a |
Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search. no licence · released 2026-04-23 | n/a |
Shared per-repo space for Claude Code sessions: see activity, get collision warnings, notes. no licence · released 2026-06-22 | n/a |
Split a task into plans with disjoint file boundaries; scaffold a git worktree per plan. no licence · released 2026-06-22 | n/a |
Sign and verify W3C Verifiable Credentials so AI agents can cryptographically authorize actions. no licence · released 2026-07-05 | n/a |
Analyze LLM API costs: token waste detection, caching savings estimates, model comparison no licence · released 2026-08-04 | n/a |
Unified data server: stocks, crypto, news, weather, web scraping, FX rates in one MCP no licence · released 2026-08-04 | n/a |
Contract analysis, risk assessment, version diffs, compliance checks (GDPR, CCPA, SOC2) no licence · released 2026-08-04 | n/a |
Stock technical analysis (SMA, RSI, MACD), portfolio tracking, crypto analysis, screening no licence · released 2026-08-04 | n/a |
Generate OpenAPI 3.1 specs, endpoint docs, TypeScript SDKs, and test suites from code no licence · released 2026-08-04 | n/a |
Design database schemas from natural language, validate SQL, generate migrations and types no licence · released 2026-08-04 | n/a |
Scan MCP configs for 30+ CVEs, prompt injection, tool poisoning; validate OAuth configs no licence · released 2026-08-04 | n/a |
Resume analysis, ATS compatibility checks, bullet improvements, job-tailored optimization no licence · released 2026-08-04 | n/a |
SEO page audits with 0-100 scoring, keyword analysis, link checking, sitemap validation no licence · released 2026-08-04 | n/a |
Profile analysis, hashtag research, content calendars, competitor benchmarks, viral scoring no licence · released 2026-08-04 | n/a |
VR Eddie's headset ratings, game reviews, deals, and compatibility checks via MCP. no licence · released 2026-05-10 | n/a |
The payment protocol for people and agents. One MCP server, any payment rail. no licence · released 2026-02-19 | n/a |
deja-vu: local memory over the session histories of twenty-three coding agents. no licence · released 2026-09-07 | n/a |
Control macOS through Hammerspoon: windows, apps, and API search. Injection-safe by design. no licence · released 2026-08-14 | n/a |
MCP server for the Vulners.com API no licence · released 2026-02-16 | n/a |
Brutally honest code reviews: scores, real issues, and usable fixes. CLI + MCP server. no licence · released 2026-07-02 | n/a |
Natal charts, transits, history, ingress forecasting, aspects, composite & Davison charts — SQLite. no licence · released 2026-06-07 | n/a |
Guides de connexion aux espaces clients français de compteparticulier.com (MCP, lecture seule). no licence · released 2026-08-28 | n/a |
Recherche et lecture des guides de connexion de moncompte.org (MCP, lecture seule). no licence · released 2026-08-13 | n/a |
YNAB budget access for AI assistants: safe gated writes, month-close sessions, float attribution. no licence · released 2026-07-31 | n/a |
Anonymous TikTok & Douyin downloader — metadata, download, and batch via dltik.app. no licence · released 2026-03-19 | n/a |
Long-term memory for Claude Code, Cursor and any MCP client, with a searchable web dashboard. no licence · released 2026-08-04 | n/a |
Token counting & multi-model LLM cost estimates: GPT-4o, Claude, Gemini, 25+. No API key. no licence · released 2026-06-21 | n/a |
Query MRR, churn, and revenue from Stripe, Gumroad & Lemon Squeezy in Claude no licence · released 2026-04-13 | n/a |
AI-generated legal and business documents. Pay XMR, no accounts, no KYC. no licence · released 2026-04-10 | n/a |
Quote, book, and track LTL, FTL, cargo van, and box-truck freight via the Warp API. no licence · released 2026-09-02 | n/a |
Connect AI assistants to Warpmetrics — query runs, calls, costs, and outcomes. no licence · released 2026-02-17 | n/a |
Explain why any KPI or rate metric changed: bridge/variance analysis by driver, from CSV/Excel. no licence · released 2026-06-07 | n/a |
244 WhatsApp Business AI tools for messaging, automation, marketing, CRM and Shopify no licence · released 2026-03-06 | n/a |
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools. no licence · released 2026-03-29 | n/a |
Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support. no licence · released 2026-06-13 | n/a |
Free certification prep for the Claude Certified Architect exam by Connectry LABS no licence · released 2026-03-19 | n/a |
WeatherAI — 11 live weather tools for Claude, Cursor, Windsurf and any MCP AI assistant no licence · released 2026-04-25 | n/a |
Ed25519-signed receipts for every AI agent action. Local-first, verifiable, no server required. no licence · released 2026-04-05 | n/a |
45 pay-per-call AI agent tools: scraping, SEO, crypto data, lint, agent memory. x402 USDC on Base. no licence · released 2026-07-09 | n/a |
45 pay-per-call AI agent tools + wallet-owned agent memory. Scraping, SEO, lint, crypto. x402 USDC no licence · released 2026-07-09 | n/a |
MCP server with WebdriverIO for browser and mobile app automation (iOS/Android via Appium) no licence · released 2026-09-04 | n/a |
Solana meme-coin trust scores, rug-risk flags, and wallet analytics from SolRadar. no licence · released 2026-08-10 | n/a |
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts. no licence · released 2026-04-07 | n/a |
Find broken links, missing meta tags, and redirect chains on any website. no licence · released 2026-04-07 | n/a |
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts. no licence · released 2026-04-07 | n/a |
Find broken links, missing meta tags, and redirect chains on any website. no licence · released 2026-04-07 | n/a |
Vibe-check your code — personality types, energy ratings, aesthetic suggestions. no licence · released 2026-04-07 | n/a |
Community forum management — posts, users, search, and moderation via the Website Toolbox API. no licence · released 2026-06-29 | n/a |
All categories · data from awesome-selfhosted, CC BY-SA 3.0