MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33805
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 50 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10251
MaxiGarcia13
My First MCP ⚡ Claim
A simple tutorial MCP server that provides a basic addition tool for adding two…
C 65 5⁄5 ◉ ⏳ 66 47 — 27 81 97
10252
Voidious
A lightweight, multi-tenant blob storage and diff server that helps LLM coding …
C 65 5⁄5 ◉ ⏳ 72 37 — 37 82 95
10253
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 5⁄5 ◉ ⏳ 66 43 — 34 81 96
10254
halflifezyf2680
MPM-Coding Claim
Local MCP server for reliable long-running AI coding workflows.
C 65 5⁄4 ◉ ⏳ 72 26 N/A 55 92 78
10255
pickstar-2002
Video Clip MCP ⚡ Claim 2
A Model Context Protocol server that provides video manipulation capabilities, …
C 65 5⁄5 ◉ ⏳ 57 60 — 41 78 88
10256
bleugreen
KiCad MCP Server ⚡ Claim
Enables analysis of KiCad electronic schematics through natural language querie…
C 65 5⁄4 ◉ ⏳ 78 28 N/A 26 95 91
10257
benzinamohamed
A structured tool that enables multiple AI agents to simulate reflective debate…
C 65 5⁄5 ◉ ⏳ 72 56 — 19 81 85
10258
Nawaf-TBE
MCP Server ⚡ Claim
A Node.js/TypeScript server implementing the Model Context Protocol that provid…
C 65 5⁄5 ◉ ⏳ 72 41 — 26 81 99
10259
nghiahsgs
An MCP server that enables AI agents to control a real Google Chrome instance u…
C 65 5⁄4 ◉ ⏳ 39 62 N/A 37 87 99
10260
knishioka
Cost Management MCP ⚡ Claim 1
An MCP server for unified cost tracking and analysis across AWS, OpenAI, and An…
C 65 5⁄5 ◉ ⏳ 85 57 — 60 81 36
10261
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 5⁄5 ◉ ⏳ 68 26 — 59 80 97
10262
ggerve
Provides tools for accessing coding style guidelines and best practices for var…
C 65 5⁄4 ◉ ⏳ 66 25 N/A 37 94 100
10263
SANKARAMDAS
A template for deploying authentication-free MCP servers on Cloudflare Workers,…
C 65 5⁄5 ◉ ⏳ 62 52 — 24 81 100
10264
effieklimi
A Model Context Protocol server providing LLMs with access to the Ensembl genom…
C 65 5⁄5 ◉ ⏳ 81 65 — 50 81 40
10265
ivelin-web
tempo-mcp-server ⚡ Claim 1
MCP server for managing Tempo worklogs in Jira
C 65 5⁄5 ◉ ⏳ 53 66 N/A 65 81 63
10266
SeoNaRu
Persona MCP Server ⚡ Claim
AI-powered persona analysis and Focus Group Interview (FGI) system that creates…
C 65 5⁄5 ◉ ⏳ 72 58 — 21 81 79
10267
AnCode666
AEMET-MCP ⚡ Claim 1
An MCP server that allows retrieving meteorological and climate data from Spain…
C 65 5⁄5 ◉ ⏳ 51 41 — 65 80 97
10268
hollanddd
Enables AI agents to access comprehensive Pokémon data through PokeAPI, includi…
C 65 5⁄5 ◉ ⏳ 54 62 — 23 81 100
10269
iamnotyk
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 65 5⁄4 ◉ ⏳ 66 60 N/A 30 95 65
10270
sergey-fintech
Enables searching for files by name fragments via JSON-RPC or an HTTP REST API,…
C 65 5⁄5 ◉ ⏳ 72 91 — 16 81 46
10271
yusuferenkt
A JSON-based database MCP server with JWT authentication that enables user mana…
C 65 5⁄5 ◉ ⏳ 72 75 N/A 23 95 45
10272
Piesson
Enables AI agents to take breaks and manage stress levels through various休息 act…
C 65 5⁄4 ◉ ⏳ 72 32 N/A 23 95 97
10273
Leivoo
An MCP server that crawls and parses OpenAPI JSON or Swagger UI URLs to provide…
C 65 5⁄5 ◉ ⏳ 45 62 — 35 82 98
10274
krzemienski
Shannon MCP Claim
A comprehensive Model Context Protocol server for Claude Code that provides pro…
C 65 5⁄5 ◉ ⏳ 66 100 — 24 81 38
10275
MusaddiqueHussainLabs
mhlabs_mcp_tools ⚡ Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 5⁄4 ◉ ⏳ 45 48 N/A 58 90 89
10276
xray918
Download Douyin videos without watermarks and extract audio text automatically.…
C 65 5⁄5 ◉ ⏳ 66 47 N/A 41 81 84
10277
AnGrY-Althaf
Provides access to over 40 industry-standard penetration testing tools, includi…
C 65 5⁄4 ◉ ⏳ 78 33 N/A 28 90 85
10278
TheValverde
An MCP server that enables AI agents to interact with the SpaceTraders API, man…
C 65 5⁄4 ◉ ⏳ 57 41 N/A 39 95 90
10279
neatobandit0
Qt Pilot ⚡ Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 5⁄4 ◉ ⏳ 53 33 N/A 57 90 97
10280
captainChaozi
Search Intent MCP ⚡ Claim
An MCP-based service that analyzes user search keywords to determine their inte…
C 65 5⁄5 ◉ ⏳ 48 72 — 25 80 96
10281
BlackSand-Software
HubSpot MCP ⚡ Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 5⁄5 ◉ ⏳ 62 82 — 53 81 42
10282
cxt9
Neo4j MCP ⚡ Claim 1
Enables LLMs to interact with Neo4j graph databases using natural language to e…
C 65 5⁄5 ◉ ⏳ 66 58 — 24 80 90
10283
qingyun-ag2
Giphy MCP Server ⚡ Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 65 5⁄4 ◉ ⏳ 60 50 N/A 21 95 90
10284
rahulthedevil
Jira-Context-MCP ⚡ Claim
MCP server to provide Jira Tickets information to AI coding agents like Cursor
C 65 5⁄5 ◉ ⏳ 72 35 — 45 81 91
10285
Samicostox
Generate and manage diagrams (class, ER, sequence, architecture) directly from …
C 65 6⁄6 ◉ ⏳ 86 71 0 51 81 100
10286
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 5⁄5 ◉ ⏳ 62 43 — 44 82 93
10287
limehawk
Dokploy MCP Server ⚡ Claim
Enables AI models to interact programmatically with Dokploy servers to manage p…
C 65 5⁄5 ◉ ⏳ 48 58 — 39 82 99
10288
grafana
Grafana UI MCP Server ✓ ⚡ Claim
Provides AI assistants with comprehensive access to Grafana's React component l…
C 65 6⁄6 ◉ ⏳ 90 76 0 59 76 91
10289
commercetools
An MCP server that enables AI agents to interact with the commercetools Composa…
C 65 5⁄5 ◉ ⏳ 75 40 — 66 82 62
10290
yjqian19
Enables extraction of EXIF metadata from JPG and PNG images using publicly acce…
C 65 5⁄5 ◉ ⏳ 60 61 — 26 81 90
10291
zchaffee1
MCP Server ⚡ Claim
A server implementing Model Coupling Protocol for HDF5 file operations, Slurm j…
C 65 5⁄4 ◉ ⏳ 60 31 N/A 37 95 99
10292
zh19980811
AutoCAD MCP Server ⚡ Claim
A server that enables natural language interaction with AutoCAD through large l…
C 65 5⁄4 ◉ ⏳ 66 28 N/A 36 95 97
10293
guanshilong
Extracts title, author, and content (in Markdown format) from WeChat official a…
C 65 5⁄5 ◉ ⏳ 72 53 — 19 81 90
10294
r3-yamauchi
Enables safe management of MCP server configuration files for AWS Q Developer a…
C 65 5⁄4 ◉ ⏳ 54 72 N/A 41 92 58
10295
BACH-AI-Tools
Zoopla MCP Server ⚡ Claim
Enables access to UK property listings, price estimates, agent information, and…
C 65 5⁄5 ◉ ⏳ 56 100 — 45 81 35
10296
jojodiaz
Test MCP Server Claim 1
A basic MCP server implementation for testing purposes. Communicates via stdio …
C 65 5⁄4 ◉ ⏳ 68 51 N/A 24 84 87
10297
Sunwood-ai-labs
This TypeScript-based MCP server enables users to manage and summarize text not…
C 65 5⁄5 ◉ ⏳ 78 67 — 21 80 66
10298
IBM
Enables AI agents to integrate with IBM Storage Insights for seamless observabi…
C 65 5⁄5 ◉ ⏳ 66 38 — 49 80 92
10299
jimfilippou
things-mcp ⚡ Claim 1
A Model Context Protocol (MCP) server that provides seamless integration with t…
C 65 5⁄4 ◉ ⏳ 78 35 N/A 29 95 80
10300
hwillGIT
OneNote MCP Server ⚡ Claim 1
An MCP server that enables AI assistants to programmatically browse and interac…
C 65 5⁄5 ◉ ⏳ 75 38 — 21 81 100
Showing 10251–10300 of 69093 servers
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