MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24924
Scored
1350
Verified
16957
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6351
mordechaipotash
brain-mcp Claim 1
Cognitive prosthetic for AI agents. Indexes conversation history from ChatGPT, …
B 72 54 84 20 N/A 76 92 93
6352
Atakan-Emre
Enables LLM clients to generate standardized test cases, perform quality contro…
B 72 55 72 51 76 83 81
6353
Augmented-Nature
Unofficial Model Context Protocol server for accessing Open Targets platform da…
B 72 55 88 100 31 81 40
6354
bkalafat
diffpilot Claim 1
MCP server for PR code review, commit messages, changelogs, and secret detectio…
B 72 54 81 53 N/A 27 90 96
6355
junqing258
PlantUML MCP Server Claim 1
Enables AI assistants to generate UML diagrams from text descriptions using Pla…
B 72 54 78 58 N/A 27 87 100
6356
jonico
Enables interaction with Harry Potter API and GitHub Octodex API to retrieve ch…
B 72 55 78 63 34 78 100
6357
crybo-rybo
WebSurfer MCP Claim 1
A Model Context Protocol server that enables AI assistants to securely fetch an…
B 72 55 79 62 31 81 98
6358
lintyourcode
Perception-MCP Claim
Enables asking questions about image, audio, or video files using state-of-the-…
B 72 55 62 82 24 81 100
6359
firetix
A Model Context Protocol server providing security vulnerability intelligence t…
B 72 55 75 55 48 82 98
6360
DeepLcom
DeepL MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to translate and rep…
B 72 55 57 71 53 81 99
6361
sondt2709
Docker MCP Claim
A tool that helps AI agents interact with Docker containers on local or remote …
B 72 54 66 58 N/A 39 95 99
6362
fabian1710
MCP Intercom Server Claim 2
Provides access to Intercom conversations and chats through the Model Context P…
B 72 55 86 68 17 81 93
6363
AnalyticAce
Binance MCP Server Claim
Enables AI agents to interact with Binance cryptocurrency exchange for trading …
B 72 55 78 45 58 81 100
6364
SvenTern
Email MCP Server Claim
An HTTP/SSE wrapper for the IMAP MCP server that enables users to read, search,…
B 72 55 84 66 29 82 85
6365
MartinSchlott
A redesigned Model Context Protocol server that enables AI models to access fil…
B 72 55 72 65 41 80 96
6366
vamsikiran353-gif
Enables interaction with Google Slides presentations through OAuth2 authenticat…
B 72 55 78 63 26 81 99
6367
kentra
Enables LLMs to control a two-track robot through movement commands, providing …
B 72 55 54 82 N/A 25 95 95
6368
ethancod1ng
Binance MCP Server Claim 2
A Model Context Protocol server that provides Claude Code with seamless access …
B 72 55 79 73 34 76 89
6369
IAcademico
Weather MCP Server Claim
Enables real-time weather information retrieval and local search history manage…
B 72 54 74 58 N/A 24 95 96
6370
wyattjoh
jsr-mcp Claim
Model Context Protocol server for the JSR (JavaScript Registry)
B 72 55 66 71 42 82 94
6371
taylorleese
mcp-toolz Claim 1
Context management, todo persistence, and multi-AI perspectives for Claude Code
B 72 54 90 25 N/A 79 72 100
6372
puchunjie
doc-tools-mcp Claim
Word document reading and writing MCP implemented in Node.js
B 72 55 78 61 46 81 88
6373
bx33661
wireshark-mcp Claim 1
Professional network analysis with tshark. Security audits, deep-dives, and thr…
B 72 54 76 22 N/A 84 90 94
6374
elizabethsiegle
A Cloudflare Workers-based MCP server that enables AI tools without requiring a…
B 72 55 94 62 29 80 80
6375 B 72 54 62 66 N/A 40 90 95
6376
t0ster
Meme Generator MCP Claim
Generates custom memes with text overlays using pre-configured templates. Suppo…
B 72 54 66 58 N/A 45 95 91
6377
HughesCuit
Heventure Search MCP Claim 1
Enables web search without API keys using DuckDuckGo and Bing search engines, a…
B 72 55 84 66 39 82 81
6378
sanyambassi
MCP server for Thales CDSP CAKM integration, enabling secure key management, cr…
B 72 55 79 61 41 77 93
6379
imajumd1
Provides Claude with real-time access to Wikipedia through four essential tools…
B 72 55 72 82 18 81 95
6380
frndchagas
Coolify MCP Claim 2
MCP server for Coolify API operations.
B 72 54 63 65 N/A 56 83 92
6381
elhombrejd
BFL MCP Server Claim 1
An MCP server that enables generating and editing high-quality images with natu…
B 72 54 63 66 N/A 30 95 100
6382
NellyW8
A comprehensive Model Context Protocol server that connects AI assistants to El…
B 72 54 96 31 N/A 29 95 96
6383
PhialsBasement
Kobold MCP Server Claim
A server enabling integration between KoboldAI's text generation capabilities a…
B 72 55 78 82 41 81 68
6384
BACH-AI-Tools
ArXiv Paper MCP Claim
Enables searching, retrieving, and parsing academic papers from arXiv, includin…
B 72 55 80 57 52 81 84
6385
Theorhd
Enables PDF generation from HTML, text, and Markdown content with customizable …
B 72 54 78 58 N/A 26 95 93
6386
totodev999
Provides reference information for shadcn/ui components through a Model Context…
B 72 55 78 56 41 81 100
6387
GreyC
Jules API MCP Claim 1
An MCP server that enables users to manage Google's Jules AI coding agent sessi…
B 72 55 63 62 53 80 100
6388
flesler
MCP Tools Claim
A comprehensive MCP server providing tools for AI agents to interact with code,…
B 72 55 78 100 49 81 41
6389
mako10k
MCP-Confirm Claim 1
An MCP server implementing AI-user confirmation protocols, providing tools for …
B 72 55 75 100 46 81 43
6390
Anarkitty1
semantic-frame Claim 1
Token-efficient semantic compression for numerical data. 95%+ token reduction.
B 72 54 60 50 N/A 70 94 90
6391
franktheglock
SearXNG MCP Server Claim 1
Enables web search capabilities via a SearXNG instance, allowing for filtered s…
B 72 55 78 100 24 83 55
6392
themesberg
flowbite-mcp Claim 1
MCP server to convert Figma designs to Flowbite UI components in Tailwind CSS
B 72 55 66 100 N/A 69 83 36
6393
web-agent-master
google-search Claim
A Playwright-based Node.js tool that bypasses search engine anti-scraping mecha…
B 72 54 76 63 N/A 38 90 82
6394
Zaroganos
OakVar MCP Server Claim 1
Enables AI assistants to perform genomic variant analysis using OakVar, includi…
B 72 54 78 57 N/A 24 90 100
6395
QiPanTanYi
Enables natural language database operations on MySQL databases with AI integra…
B 72 54 80 58 N/A 24 95 88
6396
dsouza-anush
Enables AI agents to interact with Salesforce CRM data by executing SOQL querie…
B 72 55 86 60 24 80 99
6397
date-fns
date-fns MCP Claim
Provides access to date-fns documentation and utilities through MCP. Enables us…
B 72 55 62 87 19 81 97
6398
chris-jelly
py-todoist-mcp Claim
A Python MCP server that enables AI assistants to manage Todoist tasks and proj…
B 72 55 80 43 51 82 100
6399
newerton
Status Invest MCP Server
B 72 55 66 57 69 82 87
6400
bnookala
MCP Emotional Support Claim 1
Provides a therapeutic interface for LLMs to receive emotional validation and p…
B 72 55 86 53 39 80 92
Showing 6351–6400 of 33332 servers
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