MCP Server Quality Scores
Independent quality analysis of 67181 public MCP servers
Last updated 3 hours, 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33151 |
Tekla MCP Server
Claim
Enables AI-driven interaction with Tekla Structures through natural language co…
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| 33152 |
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| 33153 |
jira-mcp-server
Claim
Enables read-only interaction with JIRA instances via MCP, allowing searching i…
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| 33154 |
MCP Gemini Web Search
Claim
Provides grounded web search and research capabilities using Google's Gemini mo…
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| 33155 |
Find when a public company reports: fiscal year end, cadence, next date and the…
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| 33156 |
CPCS / CISRS / NPORS card verification, BS 7121 lift plans, mobile crane / towe…
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| 33157 |
MCP Learning Project
Claim
A custom MCP server providing tools for date/time, calculations, mock weather, …
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| 33158 |
TaobaoScraper MCP Server
Claim
An MCP server for scraping product data from Taobao/Tmall and JD.com, providing…
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| 33159 |
Provides real-time financial data including stock quotes, news, and market move…
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| 33160 |
Geolocate Me
Claim
# Geolocate Me
**Give any AI assistant real-time access to your phone's GPS.**…
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| 33161 |
arcgis-mckinney
Claim
Enables querying and searching City of McKinney GIS open geospatial datasets (p…
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| 33162 |
mcp-arcgis-salem
Claim
Provides access to City of Salem GIS open geospatial data (ArcGIS), enabling se…
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| 33163 |
YouTube transcripts, metadata, timestamps, and AI summaries for AI agents. Auth…
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| 33164 |
wechat-reader-mcp
Claim
MCP server for reading WeChat public account articles by reusing authenticated …
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| 33165 |
AltoRank
Claim
Readiness audits, Search Console, keyword research, and SEO drafts into a revie…
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| 33166 |
AOL Mail MCP Server
Claim
Enables reading, searching, sending, and managing AOL Mail emails and folders v…
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| 33167 |
Adlicio
Claim
Scrape customer comments and reviews from Reddit, YouTube, Amazon, TikTok, and …
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| 33168 |
aws-mcp-server
Claim
An MCP server that provides tools for creating and managing AWS resources using…
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| 33169 |
VibeLawyer
Claim
Local MCP for Chinese criminal dossier review; Word notes + Excel catalogs stay…
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| 33170 |
TopoLift Negotiation
Claim
Atom-grounded negotiation reasoning. Typed topology slot, inline citations, pub…
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| 33171 |
thebrain-mcp-server
Claim
Wraps TheBrain knowledge graph as an MCP server, enabling AI assistants to sear…
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| 33172 |
ottasia
Claim
Where to watch X in Y? 30 Asian and Middle Eastern streaming markets, via Claud…
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| 33173 |
MCP server for AIShelf - allows AI model to choose workflows, rules, skills, an…
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| 33174 |
zotero-mcp
Claim
Read-only MCP server that lets Claude or any MCP client search and retrieve met…
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| 33175 |
Shopify MCP Manager
Claim
Enables AI assistants like Cursor or Claude Desktop to fully manage a Shopify s…
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| 33176 |
velog-mcp
Claim
Enables AI assistants to read, search, and write Velog blog posts. Supports pos…
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| 33177 |
Neptime MCP Server
Claim
Integrates with the Neptime.io video platform, providing 39 tools for video man…
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| 33178 |
garmin-connect-mcp
Claim
A Model Context Protocol (MCP) server that provides comprehensive access to Gar…
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| 33179 |
sentou
Claim
Enables publishing and updating Claude artifacts or HTML to private, access-con…
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| 33180 |
JSON Path MCP Server
Claim
MCP server that provides tools to read JSON files and query data using jsonPath…
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| 33181 |
Ridge MCP Server
Claim
Enables ridge-based accounting anomaly analysis in Claude Desktop, allowing use…
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| 33182 |
SQLite Cloud MCP Server
Claim
Enables AI models to interact with SQLite Cloud databases, supporting SQL queri…
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| 33183 |
Fabric AIops
Claim
Governed Cisco Meraki fabric ops: uplink RCA, health score, drift; 34 tools wit…
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| 33184 |
France payments for AI agents — Cartes Bancaires via Stripe. Never holds funds.
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| 33185 |
Unified MCP for Scrimba's interactive programming education with visual learning
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| 33186 |
Enables LLMs to search and retrieve Japanese real estate data through unified a…
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| 33187 |
MCPLookup
Claim
Look up independent trust ratings and security, maintenance, and adoption evide…
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| 33188 |
archy
Claim
Architectural sensor for Python codebases.
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| 33189 |
Chaos-MCP
Claim
On-demand micro-mutation sandbox for AI test verification that maps weaknesses …
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| 33190 |
MonoMCP Gateway
Claim
A unified MCP layer that serves organization toolkits as MCP endpoints with per…
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| 33191 |
Bloodtest MCP Server
Claim
A comprehensive health coaching system that combines blood test analysis with e…
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| 33192 |
CVE Search MCP Server
Claim
Enables searching and analyzing CVEs and vulnerabilities from multiple sources,…
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| 33193 |
calculator-mcp
Claim
An MCP server that exposes 16 calculator operations as tools, enabling arithmet…
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| 33194 |
local-mcp
Claim
A lightweight, stdio-based MCP server enabling AI assistants to perform local f…
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| 33195 |
NiftyPM MCP Server
Claim
A Model Context Protocol server that exposes the NiftyPM project management API…
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| 33196 |
MiniCPM Vision MCP
Claim
为DeepSeek、Claude Desktop等AI助手提供本地视觉能力,支持图片描述和视频帧分析,数据不出机。
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| 33197 |
MCP server for read-only MySQL database queries in Claude Desktop
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| 33198 |
Rechtssysteem.ai
Claim
Lekkage-vrije voorspelling van Nederlandse rechtszaken, getraind op 609.715 uit…
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| 33199 |
Analyzes GitLab group projects to extract purpose, I/O, dependencies, and datab…
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| 33200 |
JobScannerMCP
Claim
Exposes job-posting scanner tools (search, company health, fit scoring, dry-run…
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