Ext Ops Panel
Open dashboard

MCP answer-quality canary

Canary watches that check MCP servers' answers against ground truth and return signed verdicts.

MCP server · by textforagents.com

About

MCP answer-quality canary is an MCP server published by textforagents.com. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-19 and have recorded no change since. As of our marketplace pass on 2026-10-27.

What it asks for

  • Runs remotely

None of the marketplaces we read publishes its tools or the settings it asks for.

What it declares, asks for and runs, in full

Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.

Works with

  • Claude Code
  • Codex
  • Cursor
  • VS Code
  • Copilot CLI

A one-click link opens the client, which asks you to confirm before it adds the server.

From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.

Connect

Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.

As a remote MCP server

Built from what Official MCP Registry declares.

Claude CodeTerminal
claude mcp add --transport http mcp-answer-quality-canary https://textforagents.com/products/mcp-answer-quality-canary/mcp
Codex~/.codex/config.toml
[mcp_servers.mcp-answer-quality-canary]
url = "https://textforagents.com/products/mcp-answer-quality-canary/mcp"
Cursor~/.cursor/mcp.json
{
  "mcpServers": {
    "mcp-answer-quality-canary": {
      "url": "https://textforagents.com/products/mcp-answer-quality-canary/mcp"
    }
  }
}

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
Official MCP Registry (Open the registry record) Listed 1.0.0 No figure published Not marked

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.

What changed

  1. Became a product we track
  2. Official MCP Registry: appeared

Similar plugins

Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.

  • MCP Canary

    Inspect any remote MCP server: transport, protocol, tools, and side-effect hints. No tool calls.

    by mcpcanary.com · MCP server

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

  • neo4j-mcp-canary io.github.neo4j-labs/neo4j-mcp-canary

    Neo4j MCP Canary — The canary goes first so the rest of us know what's coming

    by neo4j-labs · MCP server

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

  • VerifyMCP

    Independent trust scores, tool surfaces and change history for MCP servers.

    by verifymcp.io · MCP server

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

  • MCP Scan — weekly registry health scans

    Weekly scans of MCP servers for availability and consistency, with a public dashboard.

    by mcp-scan.rowb.app · MCP server

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

  • mcp-anything

    Meta-MCP gateway: search, inspect and call any MCP server from the public registries.

    by Dror-Bengal · MCP server

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

  • MCP Verify

    Trust, freshness, policy, and discovery layer for public MCP servers.

    by sentinelsignal.io · MCP server

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

  • turva-mcp dev.turva/turva-mcp

    Read-only MCP server for turva.dev, an agent-readiness audit and advisory service.

    by turva.dev · MCP server

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

  • MCPExplorer

    Search, vet & assemble MCP servers from your agent: verified tools, risk labels, and trust scores.

    by mcpexplorer · MCP server

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

  • shadow-mcp

    Local MCP server that inventories and risk-grades MCP servers configured on this machine.

    by saagpatel · MCP server

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

  • MYCELIX

    Read-only MCP server checks and quote verification, free and keyless; results signed and publicly lo

    by Toramo747 · MCP server

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

Similar plugins by marketplace

The same question asked of one marketplace at a time: is there an analog of this plugin there?

Has a listing on Claude Code: claude-plugins-community (5)
  • mcp-yoshi

    Real-time security filter for MCP tool communications. Works as a Claude Code hook to inspect all data sent to and received from MCP servers. Detects prompt injection, API key…

    by aliksir · Plugin bundle

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

  • nodebench io.github.HomenShum/nodebench

    260 MCP tools across 49 domains. AI Flywheel, quality gates, research, web scraping.

    by HomenShum · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community · Describes nearly the same job

  • Outline MCP Server

    Connect AI assistants to Outline for document search, reading, and management

    by Vortiago · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-community, PyPI (MCP servers), Community GitHub marketplaces · Describes nearly the same job

  • protect-mcp

    MCP security gateway that wraps any MCP server with per-tool policies, Ed25519-signed decision receipts, and human approval gates. Shadow mode (default) logs every tool call…

    by tomjwxf · Plugin bundle

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

  • scalekit-mcp-auth

    Secure MCP servers with OAuth 2.1, token introspection, dynamic client registration, and CIMD so AI agents can call your MCP tools with verified identities

    by scalekit-inc · Plugin bundle

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

Has a listing on Claude Code: claude-plugins-official (5)
  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • mcp-server io.github.cap-js/mcp-server

    Model Context Protocol (MCP) server for AI-assisted development of CAP applications.

    by cap-js · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Claude Code: claude-plugins-community · Describes nearly the same job

  • Dynatrace

    Dynatrace observability skills: DQL query patterns, application and infrastructure monitoring, log analysis, problem investigation, and incident response workflows, with the…

    by Dynatrace · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Community GitHub marketplaces · Describes nearly the same job

  • mcp-tunnels

    Connect Claude to a private MCP server through an Anthropic MCP tunnel. The /create-docker-mcp-tunnel command drives the Docker Compose quickstart end to end: certificates, proxy…

    by Anthropic · Plugin bundle

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

  • Setup MCP Agent Analytics

    Detect an MCP server's language (Python, TypeScript or Go) and instrument it with the matching Pendo SDK so MCP tool calls flow into Pendo Agent Analytics.

    by pendo-io · Plugin bundle

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

Has a listing on Claude: knowledge-work-plugins (5)
  • Grafana Cloud MCP

    Hosted MCP server for AI-assisted Grafana Cloud observability — no local installation required.

    by grafana · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • SigNoz

    Official SigNoz plugin for MCP setup, docs, queries, dashboards, and alerts

    by SigNoz · Plugin bundle

    Listed on: Claude: knowledge-work-plugins, Community GitHub marketplaces · Describes nearly the same job

  • Desktop Commander

    MCP server for terminal commands, file operations, and process management

    by wonderwhy-er · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Docker MCP Catalog, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community, Community GitHub marketplaces · Describes nearly the same job

  • figma

    Figma design platform integration. Access design files, extract component information, read design tokens, and translate designs into code. Bridge the gap between design and…

    by figma · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Official MCP Registry, Claude: knowledge-work-plugins, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • datadog

    Use Datadog directly in Claude Code through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conversation. This plugin is in…

    by datadog-labs · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Claude Code: claude-plugins-community · Describes nearly the same job

Has a listing on Codex: openai-curated (openai/plugins) (5)
  • Datadog (Preview)

    Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production…

    by Datadog · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • crowdstrike-falcon-fusion

    CrowdStrike Falcon Fusion skills for authoring, deploying, and executing Fusion workflows. Includes live action discovery, YAML authoring with schema validation, workflow import…

    by CrowdStrike · Plugin bundle

    Listed on: Claude Code: claude-plugins-official, Codex: openai-curated (openai/plugins), Copilot CLI: github/awesome-copilot, Community GitHub marketplaces · Describes nearly the same job

  • Codex Security

    Codex Security workflows for security scans, analysis, and investigation.

    by OpenAI · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Cloudflare

    Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.

    by Cloudflare · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

  • Plugin Eval

    Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.

    by OpenAI Codex · Plugin bundle

    Listed on: Codex: openai-curated (openai/plugins) · Describes nearly the same job

Has a listing on Community GitHub marketplaces (5)
  • NinjaOne MCP

    Every NinjaOne report, plus a local store that answers fleet-wide questions no single API call can

    by Servosity · MCP server

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

  • Servosity MCP

    Fleet-wide backup triage, stale-backup detection, and cross-engine analytics for any MCP agent.

    by Servosity · MCP server

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

  • protect-mcp com.scopeblind/protect-mcp

    Fail-closed Cedar policy gate + Ed25519 signed receipts for agent tool calls. Denies on any error.

    by scopeblind.com · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • RocketCyber MCP

    CLI and MCP server for RocketCyber Managed SOC: triage, MTTR, and posture analytics.

    by Servosity · MCP server

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

  • dynatrace-managed-mcp io.github.dynatrace-oss/dynatrace-managed-mcp

    MCP server for Dynatrace Managed to access logs, events, and metrics.

    by dynatrace-oss · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers), Community GitHub marketplaces · Describes nearly the same job

Has a listing on Copilot CLI: github/awesome-copilot (5)
  • go-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Go using the official github.com/modelcontextprotocol/go-sdk. Includes instructions for best practices, a…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • TimeBase

    Explore and query TimeBase streams, schemas, QQL, symbols, and server status via MCP.

    by epam · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot, PyPI (MCP servers) · Describes nearly the same job

  • BLEA

    Safe BLE diagnostics, evidence workflows, and guarded automation for AI agents.

    by Nitmi · MCP server

    Listed on: Official MCP Registry, Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • typescript-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in TypeScript/Node.js using the official SDK. Includes instructions for best practices, a prompt for generating…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

  • kotlin-mcp-development

    Complete toolkit for building Model Context Protocol (MCP) servers in Kotlin using the official io.modelcontextprotocol:kotlin-sdk library. Includes instructions for best…

    by Awesome Copilot Community · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · Describes nearly the same job

Has a listing on Copilot CLI: github/copilot-plugins (5)
  • mcp-apps

    Generate MCP App widgets for MCP tools. Produces self-contained HTML widgets using the MCP Apps protocol.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • canvas-apps

    Build Power Apps Canvas Apps using the Canvas Authoring MCP server.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • microsoft-365-agents-toolkit

    Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • workiq

    Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.

    by microsoft · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes nearly the same job

  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    by github · Plugin bundle

    Listed on: Copilot CLI: github/copilot-plugins · Describes a similar job

Has a listing on Cursor: cursor/plugins (5)
  • Tailscale

    Let Grok Bot reach MCP servers on your private Tailscale network: connect your own tailnet, or your team's company tailnets turned on by a team admin, with each member using their…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Vanta

    Query and remediate compliance tests, controls, frameworks, risks, and vulnerabilities in Vanta.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • PostHog MCP

    Work with PostHog from chat: query product analytics and run SQL, manage feature flags and experiments, triage error tracking issues, and review session replays, surveys, and…

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Statsig

    Inspect and manage feature gates, experiments, dynamic configs, and metrics.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

  • Agent Compatibility

    CLI-backed repo compatibility scans plus agents that audit startup, validation, and docs against reality.

    by Cursor · Plugin bundle

    Listed on: Cursor: cursor/plugins · Describes nearly the same job

Has a listing on Docker MCP Catalog (5)
  • Dynatrace-mcp io.github.dynatrace-oss/Dynatrace-mcp

    [DEPRECATED] Dynatrace MCP Server. Migrate to dynatrace-for-ai or Dynatrace Remote MCP Server.

    by dynatrace-oss · MCP server

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

  • Opik

    Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

    by comet-ml · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers) · Describes nearly the same job

  • Kagi Search

    The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

    by kagisearch · MCP server

    Listed on: Docker MCP Catalog · Describes nearly the same job

  • Prometheus MCP Server

    MCP server providing Prometheus metrics access and PromQL query execution for AI assistants

    by pab1it0 · MCP server

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

  • stackhawk com.stackhawk/stackhawk

    An MCP server that provides interaction with StackHawk's security scanning platform.

    by stackhawk.com · MCP server

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

Has a listing on Official MCP Registry (5)
  • MCP Canary

    Inspect any remote MCP server: transport, protocol, tools, and side-effect hints. No tool calls.

    by mcpcanary.com · MCP server

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

  • neo4j-mcp-canary io.github.neo4j-labs/neo4j-mcp-canary

    Neo4j MCP Canary — The canary goes first so the rest of us know what's coming

    by neo4j-labs · MCP server

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

  • VerifyMCP

    Independent trust scores, tool surfaces and change history for MCP servers.

    by verifymcp.io · MCP server

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

  • MCP Scan — weekly registry health scans

    Weekly scans of MCP servers for availability and consistency, with a public dashboard.

    by mcp-scan.rowb.app · MCP server

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

  • mcp-anything

    Meta-MCP gateway: search, inspect and call any MCP server from the public registries.

    by Dror-Bengal · MCP server

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

Has a listing on PyPI (MCP servers) (5)
  • digline

    Read, measure and explain LLM eval runs of a digline suite. Cannot promote a baseline.

    by digline.dev · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • mcp-audit

    Scan, enumerate, and risk-score every MCP server configured on your machine.

    by saagpatel · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • Assurance

    Checks what an agent did NOT read. Coverage over a retrieval step or a folder.

    by i-ops-hq · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • sentry com.mcparmory/sentry

    Track errors, manage performance alerts, and configure dashboards and monitors

    by mcparmory.com · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

  • Rootly

    Incident management, on-call scheduling, and intelligent analysis powered by Rootly.

    by rootly.com · MCP server

    Listed on: Official MCP Registry, PyPI (MCP servers) · Describes nearly the same job

Has a listing on npm registry (MCP servers) (5)
  • Small Print

    Check an MCP server, skill or plugin before your agent uses it: tool text on record, changes graded.

    by smallprint.dev · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • DSH Plugin Certification

    Read-only MCP server exposing the dsh-plugin-certification registry for DeepSeek Harness plugins.

    by PerryLink · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • mcp com.dechonet/mcp

    30 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, history, pivots.

    by dechonet.com · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • mcp-probe-kit io.github.mybolide/mcp-probe-kit

    Spec-driven dev workflow MCP: start_* orchestration, memory, GitNexus, quality gates.

    by mybolide · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

  • Fettle

    Uptime monitoring — monitors, incidents, heartbeats, maintenance windows, status page incidents

    by fettle.sh · MCP server

    Listed on: Official MCP Registry, npm registry (MCP servers) · Describes nearly the same job

Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.

Want this mark on your plugin in our catalog?

Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works

You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. 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