Ext Ops Panel
Open dashboard

mcpscore

Audit an MCP server and get a scored, actionable quality report in seconds.

MCP server · by mcp-box

About

mcpscore is an MCP server published by mcp-box. Marketplaces we read that list it: 1 (PyPI (MCP servers)). The last change we recorded was on 2026-11-05. As of our marketplace pass on 2026-11-05.

What it asks for

  • Runs on your machine

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.

Package

PyPI mcpscore (mcpscore on PyPI)

  • PyPI downloads/week: 1 115 (2026-11-02)
  • PyPI downloads/month: 5 928 (2026-11-02)
  • Latest version on PyPI: 1.30.0, published 2026-10-31
  • Declared version 1.31.0 is not listed on PyPI

PyPI facts come from pypi.org, PyPI downloads from pypistats.org. Each figure is the registry's own and is never added to another. A registry that publishes no figure shows none: no number is not zero.

Connect

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

Check its listing on PyPI (MCP servers)

Where it is published

MarketplaceStatusVersionFiguresVerifiedFirst seen
PyPI (MCP servers) (Open on PyPI) Listed 1.31.0 Downloads/month (PyPI): 5 928
Downloads/week (PyPI): 1 115
Forks (GitHub): 2
Stars (GitHub): 42
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. PyPI (MCP servers): released version 1.31.0 (was 1.30.0)
  2. PyPI (MCP servers): released version 1.30.0 (was 1.29.1)
  3. PyPI (MCP servers): released version 1.29.1 (was 1.29.0)
  4. PyPI (MCP servers): released version 1.29.0 (was 1.28.0)
  5. PyPI (MCP servers): released version 1.28.0 (was 1.27.0)
  6. PyPI (MCP servers): released version 1.27.0 (was 1.26.1)
  7. PyPI (MCP servers): released version 1.26.1 (was 1.25.0)
  8. PyPI (MCP servers): released version 1.25.0 (was 1.23.0)
  9. PyPI (MCP servers): released version 1.23.0 (was 1.22.2)
  10. PyPI (MCP servers): released version 1.22.2 (was 1.22.1)

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.

  • ToolGrade

    Grade MCP tool definitions for agent-readiness: score, A-F grade, fixes, est. token cost.

    by toolgrade.mike-tusa.workers.dev · MCP server

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

  • mcp-judge io.github.giachi85it-ux/mcp-judge

    Scores any MCP server before you trust it: free quick check, full paid report, 2-5 way compare.

    by giachi85it-ux · MCP server

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

  • mcp-scorecard io.github.davidmosiah/mcp-scorecard

    Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionable findings.

    by davidmosiah · MCP server

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

  • mcp com.sitecurl/mcp

    Run website audits and track site health scores, findings, and regressions from any MCP client.

    by sitecurl.com · MCP server

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

  • mcp-probe io.github.Incultnitollc/mcp-probe

    Inspect and score any MCP server 0-100 on publishability, schema and protocol before publish.

    by Incultnitollc · MCP server

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

  • McpStamp Check

    Score any remote MCP server for Claude, ChatGPT, Gemini and MCP Registry readiness.

    by theluckystrike · MCP server

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

  • mcpwatch io.github.lazymac2x/mcpwatch

    Audit MCP servers from inside Claude Code. 10 OWASP checks, A-F grade, live leaderboard.

    by lazymac2x · MCP server

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

  • agentready app.vercel.agentready-rho/agentready

    Scan any website or MCP server for agent readiness: 0-100 score, a fix per failing check. Free.

    by agentready-rho.vercel.app · MCP server

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

  • mcp-tools

    Two MCP audits. audit scores the tool definitions of a server you build against MCP-specification, Anthropic tool-design, and Claude-Code client criteria in a per-tool…

    by Melodic Software · Plugin bundle

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

  • mcp-scorecard-mcp io.github.CSOAI-ORG/mcp-scorecard-mcp

    Score any MCP server against a 100-point production-readiness rubric (static AST + PyPI +...

    by CSOAI-ORG · 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)
  • JProfiler

    Java profiling with AI agent integration. Profile CPU, memory, JDBC, HTTP and more.

    by ej-technologies · MCP server

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

  • sosa-compliance-checker

    Audit your Claude plugins, skills, and coding agents against the SOSA methodology — Supervised Orchestrated Secured Agents. Scans your entire plugin ecosystem and evaluates each…

    by MSApps-Mobile · Plugin bundle

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

  • firetiger

    Claude Code plugin for Firetiger observability workflows and MCP-powered investigations.

    by firetiger-oss · Plugin bundle

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

  • langguard-scope-mcp

    SCOPE - Security, Compliance & Operational Policy Evaluation - A Claude plugin that runs deterministic pre-flight compliance evaluation on agentic workflows. Maps every MCP tool…

    by LangGuard-AI · Plugin bundle

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

  • reco

    Reco SaaS & AI security — query app risks, shadow IT, AI agents, user posture, and access events directly from Claude Code

    by RecoLabs · Plugin bundle

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

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

  • 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 · 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

  • 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

  • vanta

    The Vanta plugin connects Claude Code to Vanta's security and compliance platform through the Vanta MCP server. It combines Vanta's test-specific remediation intelligence with…

    by VantaInc · 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 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 · 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

  • vanta

    The Vanta plugin connects Claude Code to Vanta's security and compliance platform through the Vanta MCP server. It combines Vanta's test-specific remediation intelligence with…

    by VantaInc · Plugin bundle

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

  • stackhawk-api

    Query the StackHawk platform API for security posture reporting, findings analysis, and app management. Guides agents through authentication, data retrieval, and result…

    by stackhawk · Plugin bundle

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

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

  • 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

  • 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

  • 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

  • Sentry

    Inspect recent issues and events in Sentry from Codex.

    by OpenAI · Plugin bundle

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

Has a listing on Community GitHub marketplaces (4)
  • mcp-tools

    Two MCP audits. audit scores the tool definitions of a server you build against MCP-specification, Anthropic tool-design, and Claude-Code client criteria in a per-tool…

    by Melodic Software · Plugin bundle

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

  • Better Stack MCP

    Every Better Stack Uptime feature, plus an offline SQLite mirror and cross-resource fleet analytics

    by Servosity · MCP server

    Listed on: Official MCP Registry, Community GitHub marketplaces · 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-security-audit-pipeline

    Audit MCP servers for secrets exposure, shell injection, and supply chain risks.

    by SkillMD · Plugin bundle

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

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

    Use Datadog directly in Copilot / VS Code through a preconfigured Datadog MCP server. Query logs, metrics, traces, dashboards, and more through natural conversation.

    by datadog-labs · Plugin bundle

    Listed on: Copilot CLI: github/awesome-copilot · 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

  • token-pacman

    Visualizes live session AI-credit usage as a Pac-Man board with pellets, ghosts, fruit milestones, and game-over limits.

    by James Montemagno · Plugin bundle

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

  • bd-skills

    Helps GitHub Copilot investigate mobile app telemetry, diagnose crashes, manage [bitdrift](bitdrift.ai) workflows and dashboards, integrate the Capture SDK into iOS, Android, and…

    by bitdriftlabs · Plugin bundle

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

  • cast-imaging

    A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.

    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)
  • advanced-security

    Advanced Security plugin for GitHub Copilot.

    by github · 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

  • 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

  • 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, npm registry (MCP servers) · Describes nearly the same job

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

  • 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

  • playwright-mcp io.github.microsoft/playwright-mcp

    Playwright Tools for MCP

    by microsoft · MCP server

    Listed on: Official MCP Registry, Claude Code: claude-plugins-official, Cursor: cursor/plugins, Docker MCP Catalog, Community GitHub marketplaces · 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

  • 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

Has a listing on Docker MCP Catalog (5)
  • SonarQube MCP Server

    Analyze code quality and security with SonarQube Server or Cloud directly in AI assistants.

    by SonarSource · 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

  • SmartBear MCP

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

    by smartbear.com · MCP server

    Listed on: Official MCP Registry, Docker MCP Catalog · 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

  • Suzieq

    MCP Server to interact with a SuzieQ network observability instance via its REST API.

    by PovedaAqui · MCP server

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

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

    Grade MCP tool definitions for agent-readiness: score, A-F grade, fixes, est. token cost.

    by toolgrade.mike-tusa.workers.dev · MCP server

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

  • mcp-judge io.github.giachi85it-ux/mcp-judge

    Scores any MCP server before you trust it: free quick check, full paid report, 2-5 way compare.

    by giachi85it-ux · MCP server

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

  • mcp-scorecard io.github.davidmosiah/mcp-scorecard

    Agent-readiness scorecard for any MCP server: 10 checks, 0-100 score, actionable findings.

    by davidmosiah · MCP server

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

  • mcp com.sitecurl/mcp

    Run website audits and track site health scores, findings, and regressions from any MCP client.

    by sitecurl.com · MCP server

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

  • mcp-probe io.github.Incultnitollc/mcp-probe

    Inspect and score any MCP server 0-100 on publishability, schema and protocol before publish.

    by Incultnitollc · MCP server

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

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

  • sniffmcp-cli

    Sniff out what your AI tools are hiding: local security checks for MCP servers (hidden instructions, known malware, leaked secrets, rug pulls).

    by SomehowLiving · MCP server

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

  • cisco-ai-mcp-scanner

    A tool to scan MCP servers and tools for security findings

    by cisco-ai-defense · MCP server

    Listed on: 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

  • MCP Server for OSCAL

    AI agent tools for Open Security Controls Assessment Language (OSCAL)

    by awslabs · MCP server

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

Has a listing on npm registry (MCP servers) (5)
  • CertScore.ai

    MCP server for CertScore.ai public website risk-signal workflows.

    by certscore.ai · MCP server

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

  • @danielsogl/lighthouse-mcp

    A comprehensive Model Context Protocol (MCP) server that provides web performance auditing, accessibility testing, SEO analysis, security assessment, and Core Web Vitals…

    by danielsogl · MCP server

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

  • agent-security-scanner-mcp io.github.sinewaveai/agent-security-scanner-mcp

    Security layer for AI agents: blocks prompt injection, detects fake packages, scans vulnerabilities.

    by sinewaveai · MCP server

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

  • Jarroba Tools · Test audit

    Audits tests instead of writing them: what each one really asserts. 4 tools, local.

    by Invarato · 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.

Package data comes from the Python Package Index (pypi.org). 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