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experiment-protocol vs SmartBear MCP

experiment-protocol is no longer listed on any marketplace we read: these are its last known data, as of 2026‑10‑23.

experiment-protocol is a plugin bundle for AI coding tools published by iowarp. No marketplace we read lists it any more. SmartBear MCP is an MCP server published by smartbear.com. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-11-12. 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
Marketplaceexperiment-protocolSmartBear 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
Community marketplace iowarp/clio-coder Removed on 2026-10-23
Version: 0.3.2
Forks (GitHub): 5
Stars (GitHub): 8
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.43.0
Downloads/month (npm): 43 513
Downloads/week (npm): 13 019
Forks (GitHub): 50
Stars (GitHub): 44
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:8a64acae01b6
Forks (GitHub): 50
Pulls (Docker Hub): 15 362
Stars (Docker Hub): 0
Stars (GitHub): 44
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

experiment-protocol vs SmartBear MCP
Factexperiment-protocolno longer listed · SmartBear MCP
Marketplaces that list it (differs)02
Stars (GitHub) (differs)844
Pulls (Docker Hub) (differs)No figure on Docker Hub15 362
Forks (GitHub) (differs)550
Last release (differs)Not published2026-11-03
Where it runs (differs)Installs as a plugin bundleRemote server or your machine
Transport (differs)Not statedStreamable HTTP, stdio
Tools it declares (differs)Not published160
Environment variables it asks for (differs)Not published17, secrets among them: 10
Licence (differs)Apache-2.0MIT
Repository (differs)github.com/iowarp/clio-codergithub.com/smartbear/smartbear-mcp
Changes in the last 7 days (differs)04
First seen (differs)2026-10-132026-10-11
Endpoint at the last check (differs)no remote endpoint we checkAnswered with HTTP 400 (12 h ago)

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 experiment-protocol

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

  • experiment-tracker

    PROACTIVELY use this agent when experiments are started, modified, or when results need analysis....

    by DevsForge Community · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • research-to-integration

    Research technical approaches, run bounded comparisons, and deliver reusable code with reproducible tests and configurable autonomy.

    by Gleb Kalinin · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • verification-methodology

    Verify work against explicit criteria using direct, source-faithful evidence, reproducible checks, and clear verdicts. Use before declaring an artifact, implementation, or claim…

    by magnus919 · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • performance-optimization

    Optimize software performance through user-journey baselines, profiling, representative benchmarks, controlled experiments, and field verification. Use when asked to make an…

    by magnus919 · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

  • insight-blueprint

    Hypothesis-driven data analysis workflow and catalog MCP server

    by etoyama · Plugin bundle

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

  • omp

    Research harness: delegate to Codex, track memory across sessions, drive the full survey→ideation→experiment→publication pipeline.

    by LigphiDonk · Plugin bundle

    Listed on: Community GitHub marketplaces · Describes nearly the same job

Its card, with similar plugins by marketplace

What each says it does

experiment-protocol

In its own words, on Community GitHub marketplaces:

Pre-registers a performance study, numerical comparison, parameter sweep, or benchmark: thresholds, tolerances, environment pins, and verdict conditions locked into the validation contract before any measurement. Not for diagnosing a stalled bug; use scientific-debugging.

SmartBear MCP

In its own words, on Official MCP Registry:

MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.

How to run each

experiment-protocol

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

SmartBear MCP As a remote MCP server

Claude Code
claude mcp add --transport http smartbear-mcp https://bugsnag.mcp.smartbear.com/mcp

Requires: BEARQ_API_TOKEN (secret), BUGSNAG_AUTH_TOKEN (secret), PACT_BROKER_PASSWORD (secret), PACT_BROKER_TOKEN (secret), QTM4J_API_KEY (secret), QTM4J_AUTOMATION_API_KEY (secret), REFLECT_API_TOKEN (secret), SWAGGER_API_KEY (secret), SWAGGER_FUNCTIONAL_TESTING_API_TOKEN (secret), ZEPHYR_API_TOKEN (secret)

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

Only SmartBear MCP has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of experiment-protocol publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of experiment-protocol publish no settings it asks for, so we do not compare settings.

What it can do: experiment-protocol · What it can do: SmartBear 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 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