Find MCP servers for your task.
Compare relevance, security, token footprint, health and freshness with evidence you can inspect. No LLM judge on the ranking path.
48 servers ranked by task relevance and recorded signals. How ranking works.
| # | Server | Recorded evidence | Grade | Score | |
|---|---|---|---|---|---|
| 1 | io.github.achiya-automation/safari-mcpNative Safari browser automation for AI agents — 98 tools, zero Chrome overhead. |
| — | 0.735 | Scorecard |
| 2 | io.github.trueoriginlabs/vibatchiumStealth browser automation for AI agents — real Chrome, N parallel persistent logged-in sessions. |
| — | 0.729 | Scorecard |
| 3 | io.github.MathiasPaulenko/wavexis-mcp220 browser automation tools for Chrome, Edge, and Firefox via CDP + BiDi. 100% Python. |
| — | 0.722 | Scorecard |
| 4 | me.openbrowser/openbrowser-aiAI browser automation. Write async Python to navigate, click, type, and extract data. |
| — | 0.720 | Scorecard |
| 5 | io.github.JayQuan-McCleary/zenlink-mcpBrowser automation for MCP clients via Zen Browser. Parallel multi-tab, content extraction. |
| — | 0.709 | Scorecard |
| 6 | io.github.mindstone/mcp-server-browser-automationBrowser automation MCP server: navigate, fill forms, click, screenshot, and manage tabs |
| — | 0.707 | Scorecard |
| 7 | io.github.AINative-Studio/ainative-browser-mcpAI-powered browser automation MCP — 6 tools for web interaction, extraction, and validation. |
| — | 0.691 | Scorecard |
| 8 | io.github.DataLeadsPRO/browser-automationProgrammatic headless browser sessions: create, interact, browse, and extract - rendered in a real |
| — | 0.684 | Scorecard |
| 9 | io.github.jumodada/drissionpage-mcpLocal browser automation for MCP clients powered by DrissionPage. |
| — | 0.673 | Scorecard |
| 10 | org.sylin/ghostlightVisible local browser automation in signed-in Chromium, with optional policy and audit. |
| — | 0.673 | Scorecard |
| 11 | com.pulsemcp/playwright-stealthBrowser automation using Playwright with optional stealth mode to bypass anti-bot protection. |
| — | 0.669 | Scorecard |
| 12 | ai.smithery/browserbasehq-mcp-browserbaseProvides cloud browser automation capabilities using Stagehand and Browserbase, enabling LLMs to i… |
| — | 0.665 | Scorecard |
| 13 | io.github.swimmwatch/cloakbrowser-mcpPlaywright MCP-compatible browser automation bridge for CloakBrowser Chromium. |
| — | 0.652 | Scorecard |
| 14 | io.github.swimmwatch/cloakbrowser-mcpPlaywright MCP-compatible browser automation bridge for CloakBrowser Chromium. |
| — | 0.651 | Scorecard |
| 15 | io.github.therealtimex/browser-useAI browser automation - navigate, click, type, extract content, and run autonomous web tasks |
| — | 0.650 | Scorecard |
| 16 | io.github.cherchyk/mcpbrowserBrowser automation using the user's Chromium session — JS execution, auth, and anti-bot support. |
| — | 0.648 | Scorecard |
| 17 | ai.shiplight/shiplightAn MCP server that provides browser automation |
| — | 0.641 | Scorecard |
| 18 | com.reflexmcp/reflexBrowser automation for AI agents: compressed page snapshots, batched actions, fewer tokens. |
| — | 0.640 | Scorecard |
| 19 | io.github.achiya-automation/safari-mcpNative Safari browser automation for AI agents — 98 tools, zero Chrome overhead. |
| — | 0.639 | Scorecard |
| 20 | io.github.dtduc-git/jevnavReplayable browser automation: Jev picks the element, a gate blocks risky actions, every run traces. |
| — | 0.637 | Scorecard |
| 21 | io.github.uindow/uindowReal signed-browser automation for AI agents, over a local stdio MCP server. |
| — | 0.630 | Scorecard |
| 22 | io.github.chromewalk/chromewalkLocal browser automation for AI agents: real-browser fetch, capture, smoke tests, cross-engine QA. |
| — | 0.626 | Scorecard |
| 23 | io.github.Skyvern-AI/skyvernAI-powered browser automation — navigate, click, fill forms, and extract data from any website. |
| — | 0.620 | Scorecard |
| 24 | io.github.felixgeelhaar/scoutBrowser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid. |
| — | 0.618 | Scorecard |
| 25 | io.github.bituq/zendriver-mcpUndetectable browser automation for LLM agents, spoken over MCP. |
| — | 0.611 | Scorecard |
| 26 | io.github.klarlabs-studio/scoutBrowser automation MCP server with 84 tools. Pure CDP, DOM diffing, vision hybrid. |
| — | 0.600 | Scorecard |
| 27 | io.github.kitewright/mcpLightweight browser automation for AI agents: navigate, screenshot, extract, PDF. One small binary. |
| — | 0.600 | Scorecard |
| 28 | io.github.runbook-ai/browser-agentMCP server for browser automation with AI agent |
| — | 0.594 | Scorecard |
| 29 | org.sylin/ghostlightVisible local browser automation in signed-in Chromium, with optional policy and audit. |
| — | 0.591 | Scorecard |
| 30 | io.github.etairl/parallel-browser-mcpMCP server for parallel browser automation across multiple providers. |
| — | 0.583 | Scorecard |
| 31 | io.github.sidebutton/sidebuttonOpen-source MCP server with browser automation and knowledge packs for AI agents |
| — | 0.578 | Scorecard |
| 32 | io.github.codeChap/agent-browserMCP server for browser automation via Vercel's agent-browser CLI |
| — | 0.571 | Scorecard |
| 33 | io.github.seleniumbase/seleniumbaseStealthy browser automation, testing, and web-scraping via CDP Mode. |
| — | 0.564 | Scorecard |
| 34 | io.github.baixianger/camoufox-mcpAnti-detection browser automation with Camoufox - stealth Firefox for web scraping |
| — | 0.564 | Scorecard |
| 35 | io.github.runbook-ai/browser-agentMCP server for browser automation with AI agent |
| — | 0.560 | Scorecard |
| 36 | io.github.swimmwatch/cloakbrowser-mcpPlaywright MCP-compatible browser automation bridge for CloakBrowser Chromium. |
| — | 0.557 | Scorecard |
| 37 | io.github.mehmetnadir/cdpilotZero-dependency browser automation over raw CDP — no Puppeteer, Playwright, or Selenium. |
| — | 0.542 | Scorecard |
| 38 | build.uplink/uplinkAutomate a real, logged-in browser on your own device — no stored credentials, no bot detection. |
| — | 0.539 | Scorecard |
| 39 | io.github.ArcedeDev/air-sdkCollective intelligence for browser automation agents. Site capabilities, selectors, and extraction. |
| — | 0.532 | Scorecard |
| 40 | co.civai.nova/browsergpt-agentI do everything related to Browser Automation & Management |
| — | 0.532 | Scorecard |
| 41 | io.github.sh6drack/zen-mcpMCP server for Zen Browser automation via WebDriver BiDi |
| — | 0.498 | Scorecard |
| 42 | com.mcparmory/browserbaseCreate and control browser sessions for web automation, testing, and AI agent tasks |
| — | 0.489 | Scorecard |
| 43 | cloud.spider/mcpCrawl, scrape, search the web, and automate browsers at scale with anti-bot bypass. |
| — | 0.461 | Scorecard |
| 44 | io.github.ShaftHQ/shaft-mcpSHAFT browser automation, capture, and offline deterministic failure diagnosis |
| — | 0.431 | Scorecard |
| 45 | io.github.KazKozDev/footnote-mcpSource-grounded web research: search, extraction, verification, and browser automation. |
| — | 0.428 | Scorecard |
| 46 | io.github.scrapeless-ai/scrapeless-mcp-serverWeb search, browser automation, scraping, crawling and CAPTCHA solving for AI agents. |
| — | 0.421 | Scorecard |
| 47 | io.github.rich-jojo/web-task-apiBrowser tasks, sessions, and recipes for MCP and HTTP automation. |
| — | 0.258 | Scorecard |
| 48 | ai.reduck/reduckAutomate any website: discover, run and create browser scripts that work behind logins. |
| — | 0.235 | Scorecard |
Unknown evidence is never counted as a pass. Scores are comparative signals, not a guarantee of safety or suitability.
What the evidence includes
io.github.racstan/progressor-mcp
Latest measured example
- Handshake
- Unavailable
- tools/list
- Unavailable
- Security grade
- Unavailable
- Approximate tokens
- Unavailable
- Health
- Unavailable
- Repository freshness
- 2026-10-20T07:16:58Z
Fields recorded by the benchmark
- MCP handshake
- tools/list
- Security grade when measured
- Token footprint
- Health
- Freshness
- Measurement date