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scientific-debugging vs io.github.microsoft/playwright-mcp

scientific-debugging is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑16.

scientific-debugging is a plugin bundle for AI coding tools published by iowarp. No marketplace we read lists it any more. io.github.microsoft/playwright-mcp is an MCP server published by microsoft. Marketplaces we read that list it: 4 (Official MCP Registry, Claude Code: claude-plugins-official, Cursor: cursor/plugins, Docker MCP Catalog). As of our marketplace pass on 2026-10-19. A plugin in this pair is no longer listed on any marketplace we read, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplacescientific-debuggingio.github.microsoft/playwright-mcp
Community marketplace iowarp/clio-kit Removed on 2026-10-16
Version: 0.3.1
Forks (GitHub): 5
Stars (GitHub): 8
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.0.82
Downloads/month (npm): 31 345 222
Downloads/week (npm): 6 403 349
Forks (GitHub): 3 283
Stars (GitHub): 38 368
Not marked · First seen
Claude Code: claude-plugins-official Not listed Listed
Version: not stated
Forks (GitHub): 4 548
Stars (GitHub): 42 948
Not marked · First seen
Cursor: cursor/plugins Not listed Listed
Version: 1.0.0
Forks (GitHub): 1 268
Stars (GitHub): 12 913
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:8771dc4666e7
Forks (GitHub): 3 283
Pulls (Docker Hub): 2 508 393
Stars (Docker Hub): 38
Stars (GitHub): 38 368
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

scientific-debugging vs io.github.microsoft/playwright-mcp
Factscientific-debuggingno longer listed · io.github.microsoft/playwright-mcp
Marketplaces that list it (differs)04
Stars (GitHub) (differs)842 948
Pulls (Docker Hub) (differs)No figure on Docker Hub2 508 393
Forks (GitHub) (differs)54 548
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleOn your machine (@playwright/mcp)
Transport (differs)Not statedstdio
Tools it declares (differs)Not published23
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)Not published1
Licence (differs)Apache-2.0MIT
Repository (differs)github.com/iowarp/clio-codergithub.com/microsoft/playwright-mcp
Changes in the last 7 days (differs)40
First seen (differs)2026-10-132026-10-11

Lines where the two differ have a tinted background and bold values. No value is marked better or worse: a plugin no marketplace lists any more is shown with its last known data, which we do not rank against current figures.

What to use instead of scientific-debugging

Plugins still listed whose own names, descriptions, tools and skills are closest in meaning to it. Comparable, not endorsed.

  • agent-trace-triage

    Agent Trace Triage is a Claude Code plugin for developers building agentic AI systems (LangGraph, CrewAI, custom tool loops, MCP agents). When an agent run fails, stuck in a loop…

    by WasayAbid · Plugin bundle

    Listed on: Claude Code: claude-plugins-community · Describes nearly the same job

  • misakanet io.github.Ikalus1988/misakanet

    Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.

    by Ikalus1988 · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • Snapback

    Diagnose why an AI agent failed and get the verified fix instantly. Free, no token.

    by ra1labsworkx-wq · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Trunk Flaky Tests

    Flaky test detection, root cause analysis, and fix suggestions for development teams.

    by trunk.io · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • Verdict QA

    Read-only MCP server over Verdict QA state: verdicts, findings, flaky quarantine, history.

    by ArtJack · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

  • BugProof

    Capture, replay, and debug failures with portable, executable bug artifacts

    by sidinsearch · MCP server

    Listed on: Official MCP Registry · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

scientific-debugging

In its own words, on Community GitHub marketplaces:

Diagnoses stalled or cross-system failures and wrong, NaN, nondeterministic, or unexpectedly slow scientific results through falsifiable hypotheses across distinct fault classes, with evidence-cited verdicts before any fix. Not for designing benchmarks or pre-registered experiments; use experiment-protocol.

io.github.microsoft/playwright-mcp

In its own words, on Official MCP Registry:

Playwright Tools for MCP

How to run each

scientific-debugging

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

io.github.microsoft/playwright-mcp As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio playwright-mcp -- npx -y @playwright/mcp

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

The marketplaces of scientific-debugging publish no list of tools, so we do not compare tools.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: scientific-debugging · What it can do: io.github.microsoft/playwright-mcp · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the public marketplace file https://github.com/cursor/plugins/blob/HEAD/.cursor-plugin/marketplace.json. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built