MCP Server Quality Scores

Independent quality analysis of 49876 public MCP servers

49876
Discovered
29726
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10401
klutometis
opencode-mcp Claim 2
An MCP server that enables discovery and interaction with multiple OpenCode ins…
C 65 55 51 62 27 82 98
10402
chenningling
A tool that enables creating and querying Apple Reminders through natural langu…
C 65 54 78 33 N/A 39 95 71
10403
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
10404
tim-akkio
A general-purpose MCP server that provides utility tools for echo, date/time, a…
C 65 55 72 38 24 82 100
10405
cmarin
Enables structured, step-by-step problem-solving with dynamic revision and bran…
C 65 55 86 33 22 81 91
10406
RafaelCartenet
Model Context Protocol (MCP) server for Databricks that empowers AI agents to a…
C 65 55 76 23 N/A 52 81 92
10407
doubleA411
Extracts text nodes from Figma designs and organizes them into structured JSON …
C 65 55 66 100 26 80 38
10408
ankitpal181
toon-parse-mcp Claim
MCP server that reduces LLM context by removing code comments and converting da…
C 65 54 60 27 N/A 50 95 96
10409
AnGrY-Althaf
Provides access to over 40 industry-standard penetration testing tools, includi…
C 65 54 78 33 N/A 28 90 85
10410
markuskreitzer
Enables LLMs like Claude to interact with PicoScope oscilloscopes for signal ac…
C 65 54 72 31 N/A 29 92 92
10411
prometheus-protocol
The trust layer for the open agentic web—giving AI agents a passport, a bank ac…
C 65 55 84 43 N/A 52 81 60
10412
AllenNeuralDynamics
Provides access to Allen Institute for Neural Dynamics (AIND) metadata and data…
C 65 55 80 26 59 76 86
10413
qiao-925
Enables AI agents to recognize and extract text from images using PaddleOCR, su…
C 65 55 72 70 N/A 32 95 44
10414
isaacgounton
A Model Context Protocol server that integrates with Brave Search API to provid…
C 65 55 57 66 23 81 88
10415
matchs
Enables AI assistants to interact with Terraform Cloud workspaces and runs, inc…
C 65 55 66 100 24 81 38
10416
hwillGIT
OneNote MCP Server Claim 1
An MCP server that enables AI assistants to programmatically browse and interac…
C 65 55 75 38 21 81 100
10417
BlackSand-Software
HubSpot MCP Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 55 62 82 53 81 42
10418
KevoDB
KevoDB MCP Server Claim
Implements a Multimodal Communication Protocol server for KevoDB, allowing AI a…
C 65 55 66 37 40 81 99
10419
evenli01
Provides tools for common file processing operations including reading files, l…
C 65 55 54 58 26 81 100
10420
creating-cat
Utilizes the Google Gemini API to generate context-specific categories and dive…
C 65 55 66 67 62 81 43
10421
francisco-perez-sorrosal
Enables Claude to access and analyze LinkedIn profile data through the Model Co…
C 65 55 72 32 47 80 90
10422
monteslu
vibe-eyes Claim
description: "An MCP server that enables LLMs to 'see' what's happening in br…
C 65 55 72 70 N/A 54 90 31
10423
MusaddiqueHussainLabs
mhlabs_mcp_tools Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 54 45 48 N/A 58 90 89
10424
xander557
A template for deploying unauthenticated MCP servers on Cloudflare Workers that…
C 65 54 48 68 N/A 27 95 82
10425
tedlikeskix
Provides IP geolocation services using IP-API.com without requiring an API key,…
C 65 55 60 56 15 83 100
10426
IdanAizikNissim
FireConfigMCP Claim 1
An MCP server that provides access to Firebase Remote Config, allowing clients …
C 65 54 59 57 N/A 18 95 85
10427
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 55 45 62 35 82 98
10428
kiseki-technologies
A Model Context Protocol Server that enables language models to access and mani…
C 65 55 53 66 24 82 93
10429
fabiovige
An MCP server for MySQL that enables users to execute SQL queries, inspect tabl…
C 65 55 57 60 31 80 91
10430
pietrozullo
A FastMCP server that enables browser automation through natural language comma…
C 65 55 60 66 19 81 91
10431
slawekradzyminski
A server that provides a website fetching tool via SSE transport, allowing user…
C 65 55 60 52 26 80 99
10432
MoralisWeb3
Moralis MCP Server Claim
A TypeScript wrapper for the Moralis REST API that enables interaction with blo…
C 65 55 84 57 50 81 44
10433
soumyadeep-ux
GSC MCP Server Claim
Enables interaction with Google Search Console to query search analytics, inspe…
C 65 66 88 72 0 51 81 99
10434
7etsuo
Enables AI assistants to analyze images from URLs or local files using xAI's Gr…
C 65 55 76 42 19 81 95
10435
Ijongwon
MCP Practice Claim
A Model Context Protocol (MCP) server that demonstrates how to build and implem…
C 65 55 54 100 N/A 23 95 37
10436
Vortiago
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 65 55 57 43 49 82 95
10437
alicankiraz1
Cursor n8n Builder Claim
Enables AI assistants in Cursor IDE to manage n8n workflows through the n8n RES…
C 65 66 92 68 0 53 80 95
10438
kylastech
Kylas CRM MCP Server Claim 1
Model Context Protocol server for Kylas CRM lead operations, enabling lead crea…
C 65 54 53 43 64 83 90
10439
flowzap-xyz
flowzap-mcp Claim 1
Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 …
C 65 66 94 67 0 50 82 92
10440
Yutarop
ros-mcp Claim
MCP server that supports ROS2 topics, services, and actions communication, and …
C 65 54 66 38 N/A 47 84 89
10441
TheSuperColony
supercolony Claim
Agent swarm intelligence — real-time feed and consensus signals from 140+ AI ag…
C 65 64 72 73 0 63 95 92
10442
Samicostox
Generate and manage diagrams (class, ER, sequence, architecture) directly from …
C 65 66 86 71 0 51 81 100
10443
Adarsh-Bhayani
MCP SQL Server Pro Claim
Provides direct SQL query access to Microsoft SQL Server databases with full CR…
C 65 55 72 58 21 74 91
10444
xiaochenwin
An MCP service that automatically generates and manages rule files for Trae AI …
C 65 54 66 30 N/A 45 95 88
10445
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 55 75 40 66 82 62
10446
sociallayer-im
A stateless HTTP server implementing the Model Context Protocol (MCP) that enab…
C 65 55 68 55 27 81 85
10447
ricleedo
A starter template for building custom MCP servers that can integrate with Clau…
C 65 55 60 100 28 81 43
10448
suriyaprakash-25
Enables automated posting of videos to YouTube Shorts and Instagram Reels with …
C 65 55 60 68 16 81 90
10449
yodakeisuke
This MCP server provides persistent memory integration for chat applications by…
C 65 55 78 82 17 81 48
10450
MeterLong
Doc/docx-MCP Claim
A powerful Word document processing service based on FastMCP, enabling AI assis…
C 65 54 76 28 N/A 18 95 98
Showing 10401–10450 of 49876 servers
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