MCP Server Quality Scores
Independent quality analysis of 69182 public MCP servers
Last updated 4 hours, 58 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 52751 |
Imagcon
Claim
Generate PWA icon sets and iOS splash screens from a text prompt or an existing…
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| 52752 |
thatsme MCP Issuer
Claim
Enables teams to automate certificate issuance and query engagement data from t…
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| 52753 |
osidb-mcp
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MCP server for OSIDB (Red Hat Product Security's vulnerability management syste…
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| 52754 |
mcp-server
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Access scored end-of-day insights for Korean stocks and crypto to make clear, r…
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| 52755 |
SigNoz MCP server: access metrics, traces, logs, alerts, and dashboards via AI …
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| 52756 |
real-estate-listing-mcp
Claim
real-estate-listing-mcp MCP server by MEOK AI Labs
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| 52757 |
ad-agent
Claim
Turn a prompt, product link, or reference ad into a finished video ad via Creat…
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| 52758 |
TrainTools
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Recommend paper-backed diagnostics for PyTorch and Hugging Face training proble…
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| 52759 |
Manim MCP Server
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Enables Claude to create mathematical animation videos using Manim, allowing vi…
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| 52760 |
securityscorecard-mcp
Claim
Community-built, comprehensive MCP server for the SecurityScorecard API (unoffi…
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| 52761 |
A local MCP server that indexes files in a directory using Gemini Embedding 2, …
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| 52762 |
InsightSocial
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Live public data from TikTok, LinkedIn, YouTube, X, Reddit and 17 more networks…
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| 52763 |
SimDoc MCP Server
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Enables access to scientific simulation documentation and code snippets for sim…
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| 52764 |
DarkFunnels
Claim
WhatsApp AI sales agent on your own number via QR, no Meta API: audit chats, ed…
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| 52765 |
Fuse
Claim
A .NET semantic context engine for AI agents: index, map, localize, resolve, re…
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| 52766 |
Browser MCP for logged-in tasks. Uses your Chrome — credentials stay local. Zer…
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| 52767 |
SocioLogic
Claim
Conduct market research using synthetic personas and automated campaigns. Simul…
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| 52768 |
Meridian Consensus
Claim
Committee-reviewed market sizing, forecasts, and competitive landscape from Mer…
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| 52769 |
lexilint
Claim
Offline spell checker + BYOK grammar for AI assistants. Works with Claude Deskt…
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| 52770 |
Monitoring AIops
Claim
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
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| 52771 |
ai-context
Claim
Local-first MCP server: version-correct library docs, code map, and offline dri…
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| 52772 |
commit-message-ai-mcp
Claim
commit-message-ai-mcp MCP server by MEOK AI Labs
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| 52773 |
Fluduro
Claim
A personality-to-flower quiz application with MCP tools for interactive widgets…
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| 52774 |
verbalized-sampling-mcp
Claim
A Model Context Protocol server that provides Verbalized Sampling prompt templa…
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| 52775 |
Microsoft 365 & Azure admin: Graph, ARM, and the PowerShell cmdlets Graph does …
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| 52776 |
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki wit…
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| 52777 |
Official MCP server for Western Astrology by Divine API. 53 tools covering Nata…
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| 52778 |
Auten
Claim
Computer use for Claude Code, Codex, Cursor or any MCP client: your computer + …
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| 52779 |
openstates-mcp-server
Claim
Search bills, legislators, committees, and events across all 50 US states, DC, …
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| 52780 |
Google MCP Server
Claim
Integrates with Google Docs and Gmail to append content to documents and create…
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| 52781 |
diff-ai-mcp
Claim
diff-ai-mcp MCP server by MEOK AI Labs
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| 52782 |
plaid-mcp
Claim
A local MCP server that provides read-only SQL access to financial accounts via…
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| 52783 |
An MCP server that provides tools to look up and verify Australian businesses u…
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| 52784 |
AWS MCP server — call any AWS API from AI assistants, with first-class SSO re-l…
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| 52785 |
2D Assets MCP
Claim
MCP server for generating advanced mock 2D PNG assets for game prototypes.
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| 52786 |
thunder-compute
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| 52787 |
looply
Claim
Looply AI call center MCP Server - manage calls, leads, contacts, and analytics.
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| 52788 |
Levitate
Claim
Lifts local stdio MCP servers into remote Streamable HTTP endpoints for cloud-h…
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| 52789 |
mcp-server-dumplingai
Claim
Access data, web scraping, and document conversion APIs by [Dumpling AI](https:…
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| 52790 |
Birding Planner
Claim
MCP server for birding trip planning with migration forecasts, hotspot analysis…
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| 52791 |
php-container-test-mcp
Claim
An MCP server that lets AI agents run PHP unit and integration tests inside Doc…
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| 52792 |
MCP server providing Playwright test generation wizard with intelligent prompts…
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| 52793 |
TabTree
Claim
Build mind maps, kanban boards and whiteboards in your TabTree account, team sp…
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| 52794 |
aws-cost-mcp
Claim
Enables querying AWS Cost and Usage Report data via Amazon Athena for cost-effe…
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| 52795 |
Compass
Claim
Ground your LLM in EU financial, crypto and AI regulation, verbatim and cited, …
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| 52796 |
UI Design to Code
Claim
Design-to-code artifact pipeline for UI screenshots, Figma node data, and visua…
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| 52797 |
local-dfw-mcp
Claim
Your AI's DFW guide: events, appraisals, Dallas 311, crime, floods, schools, ut…
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| 52798 |
Provides tools for Dutch energy market data: day-ahead and imbalance prices, we…
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| 52799 |
trackman-mcp
Claim
Fetch your Trackman Golf stats (handicap, rounds, shots, club gapping) as MCP t…
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| 52800 |
Oraclarr
Claim
Read-only diagnostic MCP server for a self-hosted arr stack (Sonarr, Radarr, Pr…
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