ZBS Index What actually exists in applied AI, with the source next to it

mcp server

leapfrog

Multi-session browser MCP — 15 parallel isolated browsers, 37 tools, stealth, self-improvement.

Description as published by the maintainer. Source

  • version 0.7.4
  • slowing
  • browser automation

slowing — Most recent push to the repository was 2026-04-09. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 5 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-04-09 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 1 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 0.7.4 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-04-09 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2026-04-09 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • com.browser-use/browser-use — last commit 2026-08-05, shares browser-automation, playwright
    Control a real Chrome browser to complete any task: fill forms, extract data, book flights.
  • com.clauxel.playwrightselectorguard/playwrightselectorguard-mcp — last commit 2026-05-19, shares browser-automation, playwright
    Playwright selector risk checks with healing suggestions and receipts.
  • io.github.aethynio/aethyn-browser-mcp — last commit 2026-07-11, shares browser-automation, playwright
    Local Playwright browser through residential proxies — agent picks country + sticky identity
  • io.github.AINative-Studio/ainative-browser-mcp — last commit 2026-08-01, shares browser-automation, playwright
    AI-powered browser automation MCP — 6 tools for web interaction, extraction, and validation.
  • AIR SDK — last commit 2026-04-10, shares browser-automation, playwright
    Collective intelligence for browser automation agents. Site capabilities, selectors, and extraction.
  • io.github.bakhtiersizhaev/openevidence-mcp — last commit 2026-07-17, shares browser-automation, playwright
    Unofficial MCP server connecting OpenEvidence to AI agents via authenticated browser sessions
  • io.github.browser-gateway/browser-gateway — last commit 2026-08-04, shares browser-automation, playwright
    AI browser tools with Chrome CDP. Navigate, screenshot, interact. Multi-provider failover.
  • io.github.developerz-ai/ui-debugger-mcp — last commit 2026-08-08, shares browser-automation, playwright
    Autonomous UI debugging MCP server: an agent drives the browser/desktop, reports bugs + UX issues.
  • Parallel Browser MCP — last commit 2026-05-31, shares browser-automation, playwright
    MCP server for parallel browser automation across multiple providers.
  • io.github.Evil-Bane/eyebrowse — last commit 2026-06-18, shares browser-automation, playwright
    Stealthy, LLM-drivable browser engine — a Python library + 85-tool MCP server on stealth Chromium.

These share tags the maintainers applied themselves, such as browser-automation, playwright. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: ai-agents, browser-automation, claude, claude-code, mcp, model-context-protocol, multi-session, playwright.

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. anthonybono21-cloud/leapfrog on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.