MCP Server Quality Scores
Independent quality analysis of 67286 public MCP servers
Last updated 4 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 58351 |
public_promo
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| 58352 |
test-test-test
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| 58353 |
bouldinsai
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| 58354 |
openmetadata-mcp-server
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OpenMetadata MCP — 170 tools for metadata, lineage, search, data quality, and O…
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| 58355 |
AdCraft MCP Server
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Enables AI-powered generation of platform-optimized ad copy for Facebook, Googl…
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| 58356 |
system-mcp
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Exposes system telemetry tools to retrieve CPU, memory, disk, battery, network,…
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| 58357 |
mcp-oraclefusion
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Read-only access to Oracle Fusion Cloud ERP data via natural language queries, …
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| 58358 |
vivado-mcp-agent
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MCP server for deterministic Vivado FPGA automation including project scaffoldi…
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| 58359 |
brunopark-mcp
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AI-orchestrated security testing via 6 Python tools (recon, port scan, subdomai…
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| 58360 |
Read-only Base mainnet reader. Verifies x402 payment settlements + AFTA federat…
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| 58361 |
ai-persona
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An MCP protocol server that supports multi-AI personality summoning and collabo…
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| 58362 |
Process Map Server
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Enable AI-powered process analysis, chart generation, and optimization recommen…
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| 58363 |
Review Guru MCP Server
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Enables searching and retrieving Sri Lankan business reviews and doctor profile…
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| 58364 |
A remote MCP server that lets you analyze HTTP request logs and WAF/Firewall ev…
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| 58365 |
checko-mcp
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Enables AI assistants to search and retrieve data about Russian companies, entr…
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| 58366 |
mle_kit_mcp
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Provides ML engineering tools including local/remote bash, text editor, file se…
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| 58367 |
mcp-apps-demo-engine
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An extensible MCP server and generative UI engine for hosting interactive B2B e…
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| 58368 |
Lets AI coding assistants control and inspect a live Chrome browser through MCP…
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| 58369 |
Elite Reasoning MCP
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A 66-tool reasoning pipeline that intercepts prompts to classify intent, check …
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| 58370 |
costwright
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Static worst-case token-budget analysis for LLM-agent workflows using AST analy…
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| 58371 |
File Extractor Service
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Extract content and metadata from various file formats including PDF, DOC, DOCX…
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| 58372 |
Search the web with full-page retrieval and contextual results. Translate text …
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| 58373 |
Skillroute MCP
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Provides AI agents with a structured library of engineering skills, best practi…
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| 58374 |
mcp-gpu-server
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Exposes NVIDIA GPU metrics (info, utilization, VRAM, temperature) via MCP tools…
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| 58375 |
A minimal MCP server deployed on AWS Lambda and API Gateway using AWS CDK, enab…
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| 58376 |
Umbraco MCP Server
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Enables AI models to interact with Umbraco CMS, retrieving and manipulating con…
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| 58377 |
MCP Vision Server
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Enables Claude Code to describe images and extract text using Kimi/Moonshot vis…
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| 58378 |
Sherweb Platform MCP server to manage subscriptions and orders. Use OpenID Conn…
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| 58379 |
Word Memory Tool
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Manage and review vocabulary efficiently using spaced repetition and AI-powered…
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| 58380 |
vistoya
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The Vistoya MCP server gives AI agents direct access to a curated, multi-brand …
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| 58381 |
blatui
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shadcn/ui for Laravel Blade — discover, read and install BlatUI components, blo…
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| 58382 |
Scout MCP Server
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Enables web search, scraping, extraction, and crawling through an MCP interface…
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| 58383 |
Apple Notes MCP
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Comprehensive Apple Notes MCP server for local macOS note management.
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| 58384 |
microbeFunction_mcp
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Supports querying and downloading MGnify genome data and performing KEGG functi…
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| 58385 |
VisionToolMCP
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Enables text-only agents to process images by accepting image files, base64 dat…
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| 58386 |
SpecDown MCP Server
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Gives AI assistants direct read/write access to SpecDown Markdown spec document…
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| 58387 |
Excalidraw MCP Server
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Enables AI agents to create, modify, and share diagrams on a live Excalidraw ca…
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| 58388 |
varta-mcp
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Spam classification MCP server for AI agents that classifies messages as SPAM, …
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| 58389 |
ai-rotom
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MCP server for Pokémon battle advising: provides type matchups, damage calculat…
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| 58390 |
Airport Lounge List
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Search 8,500+ airport lounges and check access by card or membership.
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| 58391 |
ocpi-sdk
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MCP server for the OCPI SDK that enables AI-assisted communication with EV char…
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| 58392 |
Postal address validation API for AI agents. Parse and validate addresses world…
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| 58393 |
linkedin-mcp-server
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Local LinkedIn MCP server for posting to LinkedIn from Claude. 9 tools — create…
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| 58394 |
ZUUZ Pipeline MCP Server
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Provides product overview, proof points, case studies, pricing, and comment sty…
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| 58395 |
unreal-ai-connection
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Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket …
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| 58396 |
MCP Time Server
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A remote MCP server that provides tools for getting the current time in differe…
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| 58397 |
mcp-odbc
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A Python MCP server that connects to any ODBC data source and exposes schema di…
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| 58398 |
mcp-enterprise-agent
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An enterprise-grade MCP server that enables LLM agents to securely interact wit…
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| 58399 |
tb-query
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MCP server for querying and analyzing TensorBoard event files, enabling AI agen…
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| 58400 |
telnyx-hi-ron
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