MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43201
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
81
43202
Jongbin-kr
Organizes personal research papers by crawling arXiv metadata, embedding abstra…
N/A N/A
43203
ravi8585
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
81
43204
RadhaKrishna0018
Enables triggering Jenkins release and patch pipelines through natural language…
43205
russellsch
MCP server that gives AI models read/write access to Obsidian vaults with seman…
43206
lm203688
Enables AI agents to safely interact with MySQL/MariaDB databases, supporting r…
43207
snipework-app
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
81
43208
pickstar-2002
Enables extracting screenshots from video files at specific timestamps or inter…
N/A N/A 95
43209
gavinHuang
A Model Context Protocol server that provides access to economic calendar event…
43210
mnoomnoo
MCP server for browsing and searching your local resume and job application doc…
N/A N/A
43211 N/A N/A 95
43212 N/A N/A 95
43213
TeamTixxly
tixxly Claim
Tixxly MCP server — connect AI agents to tours, experiences, and activities
N/A N/A 83
43214
Rumblingb
Immutable audit trail for agent-to-agent interactions
N/A N/A
43215
nobitalqs
A fully modular RAG system with MCP protocol integration, enabling hybrid retri…
43216
david-choi-querypie
david-mcp7 Claim
N/A N/A 95
43217
OnStartups
An MCP server that integrates with the Agent.ai API to provide web text extract…
43218
hieuluongxuan
A Model Context Protocol (MCP) server connecting AI agents to the Polygon block…
43219
Futuremine97
quant information provider bot
N/A N/A
43220
pipeworx-io
mcp-uk-ons Claim
Enables querying UK Office for National Statistics datasets and their editions …
43221
curtis-d-williams
Validates release hygiene in local repositories with network-free, read-only to…
N/A N/A
43222
apple-techie
A middleware service that allows LLMs and AI assistants to directly interact wi…
81
43223
swnesbitt
Enables natural language access to ERA5 climate data from the Copernicus Climat…
43224
BobongKu
Gives AI agents a browser that bypasses bot detection, a MITM proxy for traffic…
N/A N/A
43225
moodRobotics
Enables AI agents to interact with Google NotebookLM for grounded, hallucinatio…
43226
iflow-mcp
WinAutoWx Claim
An MCP server for automating WeChat on Windows, enabling sending messages to fr…
N/A N/A
43227
goodmannn
An MCP server that enables users to generate AI images using the Jimeng AI API …
81
43228
Gal-Gilor
markdown-mcp Claim
Splits Markdown documents into hierarchical sections with parent-child and sibl…
43229
iamjameslennon
A Model Context Protocol server that gives Claude direct access to your D\&D Be…
N/A N/A
43230
mikz
A read-only MCP server for SimpleShop accounting data, enabling AI agents to fi…
43231
Knuckles-Team
MCP server enabling interaction with ServiceNow API for managing incidents, CMD…
43232
KohenAvocats
Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of …
N/A N/A
43233
mihai-dulgheru
Enables AI assistants to interact with Microsoft SQL Server databases via intro…
43234
TwelveTake-Studios
Enables AI assistants to read, write, organize, search, and compile Scrivener w…
N/A N/A 95
43235
centkim177-debug
sex Claim
N/A N/A 95
43236
baekhoej
Enables managing Docker containers and Compose apps on a QNAP NAS via the Conta…
43237
opastorello
Valida CPFs, confirma titularidade, descobre CPF completo a partir de dígitos p…
43238
Niels-8
An enhanced MCP server providing comprehensive financial market data endpoints …
43239
gannonh
AgentPM Claim
A planning and orchestration system for AI-driven software development that int…
N/A N/A
43240
vulpicastor
Exposes the host device's current date and time, returning local time with time…
N/A N/A
43241
GraysonCAdams
An MCP server for managing recipes, meal plans, shopping lists, and more throug…
43242
Aldric-Core
Provides a suite of 35 developer utility APIs including code formatting, data c…
81
43243
xuange520
Ruishu MCP Claim
An MCP server that bridges LLMs with dynamic real-world data by leveraging Chro…
43244
AutomateLab-tech
ai-seo Claim
MCP server for AI-SEO auditing: schema, robots.txt, llms.txt, citation scoring,…
N/A N/A
43245
selinazarzour
A remote MCP server for searching arXiv papers, extracting paper details, and g…
43246
techflavors
Enables LLMs to create PayPal invoices through a simple tool interface.
43247
Presh-AR
MCP server enabling AI models to interact with Codescan's API for listing proje…
43248
nawani-rohit
A lightweight MCP server that provides analytics on SpaceX launches, including …
43249
Gravitied
TokenHub MCP Claim
A production-packaged Model Context Protocol server for coding agents that rout…
N/A N/A
43250
frontal-labs
Enables management of GitHub workflows, issue templates, and repository configu…
Showing 43201–43250 of 45732 servers
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