MCP Server Quality Scores
Independent quality analysis of 69236 public MCP servers
Last updated 45 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 47201 |
LLMemory
Claim
Enables VS Code agent mode to search and retrieve context from your LLMemory va…
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| 47202 |
Writeathon MCP Server
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Enables users to interact with the Writeathon platform for managing cards, spac…
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| 47203 |
Manim MCP Server
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Enables Claude to create mathematical animation videos using Manim, allowing vi…
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| 47204 |
firefox-relay-mcp
Claim
Enables managing Firefox Relay masks (random and domain) via MCP tools, includi…
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| 47205 |
weather-mcp
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Exposes weather data from the free Open-Meteo API via decorator-driven MCP tool…
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| 47206 |
xAI Grok MCP Bridge
Claim
Enables using the xAI Grok CLI as an MCP sub-agent for code review, asking ques…
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| 47207 |
indmoney-mcp
Claim
Read-only INDmoney portfolio access for Claude — Indian stocks, mutual funds, U…
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| 47208 |
A local MCP server that indexes files in a directory using Gemini Embedding 2, …
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| 47209 |
MCP Java Backend Suite
Claim
A comprehensive MCP toolkit for Java backend developers, providing 35 tools acr…
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| 47210 |
MCP UJI Academic Server
Claim
Enables querying academic data from Universitat Jaume I, including subjects, de…
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| 47211 |
SimDoc MCP Server
Claim
Enables access to scientific simulation documentation and code snippets for sim…
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| 47212 |
Enables AI assistants to search LinkedIn's Ad Library for sponsored ads, job po…
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| 47213 |
code-review-mcp
Claim
Enables comprehensive code reviews using multiple AI models (O3, Gemini, Claude…
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| 47214 |
Provides access to GitHub v3 REST API functionality through STDIO mode with Fas…
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| 47215 |
mcp-iso8859-writer
Claim
Enables writing and editing files in ISO-8859-1 encoding, automatically convert…
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| 47216 |
Laddro Career
Claim
Tailor resumes, generate cover letters, render CVs as PDF, and browse 22+ templ…
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| 47217 |
PP/DS MCP Server
Claim
Enables AI-assisted planning inquiries by exposing PP/DS OData APIs as MCP tool…
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| 47218 |
mcp-transport-feeds
Claim
Enables browsing and fetching transport and mobility news feeds from curated so…
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| 47219 |
mcp-recall-md
Claim
Enables semantic search over local markdown note collections using vector embed…
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| 47220 |
why-did-you-render-mcp
Claim
Bridges unnecessary React re-render data from the browser to coding agents, ena…
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| 47221 |
trazabilidad-mcp
Claim
MCP server that exposes code tracing capabilities including journey flows, HTTP…
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| 47222 |
0g-chain-mcp
Claim
Production-ready MCP server for 0G Chain blockchain operations, enabling wallet…
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| 47223 |
csv-explorer-mcp
Claim
A Model Context Protocol server for exploring and analyzing CSV files, providin…
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| 47224 |
SocioLogic
Claim
Conduct market research using synthetic personas and automated campaigns. Simul…
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| 47225 |
chem-inventory-mcp
Claim
MCP server for managing chemical inventory with SQLite. Enables search, detail …
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| 47226 |
Provides unrestricted access to your development environment with filesystem op…
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| 47227 |
canvas-mcp
Claim
Enables AI agents to interact with Canvas LMS via its REST API for reading cour…
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| 47228 |
An MCP server that provides Korean weather information from the Korea Meteorolo…
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| 47229 |
toolvend
Claim
DNS, RDAP, LEI/KYB, DMARC/SPF, sitemaps, web extraction, VAT, QR. Paid per call…
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| 47230 |
Monitoring AIops
Claim
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
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| 47231 |
Meridian Consensus
Claim
Committee-reviewed market sizing, forecasts, and competitive landscape from Mer…
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| 47232 |
Check if a US stock is halal (Sharia-compliant), with the dates its verdict cha…
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| 47233 |
Advanced MCP server for Godot 4.6+ with 63 professional tools, enabling AI-assi…
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| 47234 |
Maya MCP Server
Claim
Enables AI-assisted 3D modeling and scene control in Autodesk Maya through natu…
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| 47235 |
ai-context
Claim
Local-first MCP server: version-correct library docs, code map, and offline dri…
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| 47236 |
commit-message-ai-mcp
Claim
commit-message-ai-mcp MCP server by MEOK AI Labs
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| 47237 |
Enables interaction with Google Search Console via MCP, offering search analyti…
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| 47238 |
mcp-server-blog
Claim
A demo MCP server illustrating production patterns including OAuth 2.0 token va…
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| 47239 |
Fluduro
Claim
A personality-to-flower quiz application with MCP tools for interactive widgets…
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| 47240 |
verbalized-sampling-mcp
Claim
A Model Context Protocol server that provides Verbalized Sampling prompt templa…
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| 47241 |
Microsoft 365 & Azure admin: Graph, ARM, and the PowerShell cmdlets Graph does …
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| 47242 |
macOS Calendar & Reminders MCP server (24 tools). Native Swift EventKit, iCloud…
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| 47243 |
openstreetmap-mcp-server
Claim
Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap dat…
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| 47244 |
Execute KQL in AI prompts via NL2KQL with schema discovery and Azure Data Explo…
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| 47245 |
Reviewable workspace discovery and private HTML review creation via stdio MCP.
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| 47246 |
Self-hosted multi-user memory for AI agents: a human-readable Markdown wiki wit…
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| 47247 |
CodeForge MCP
Claim
A self-hosted MCP server that provides a single execute_code tool, enabling age…
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| 47248 |
Enables AI assistants like Claude to interact with humans through intuitive GUI…
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| 47249 |
AiAgentWalletMCP
Claim
Enables AI agents to access a marketplace of paid tools by automatically handli…
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| 47250 |
Auten
Claim
Computer use for Claude Code, Codex, Cursor or any MCP client: your computer + …
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