MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
60151
skyttedk
Global mailbox and address book for AI agents, enabling asynchronous messaging …
60152
coreviz
CoreViz MCP Claim
Exposes a visual library with semantic search, tagging, editing, and management…
N/A N/A
60153
Kogollones
Extended MCP server for Discord with advanced server management capabilities in…
60154
charliecpeterson
edamcp Claim
An MCP server for Exploratory Data Analysis that automatically profiles dataset…
N/A N/A
60155
vozzor
bigquery-mcp Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
60156
sfsupplies
An MCP server that exposes SF Supplies product search API to LLM tools. Support…
60157
nikos.workflow
demo Claim
N/A N/A 95
60158
ztxtxwd
Enables AI assistants to access and analyze content from the Chinese developer …
60159
private-technology
An MCP server for GitHub Copilot that enables reading and processing Excel work…
81
60160
akshat-ilen
vyazen Claim
N/A N/A 95
60161
pascalhubacher
Enables AI assistants to manage Jira Cloud projects, issues, sprints, and more …
N/A N/A
60162
acjlabs
AU GST/ABN receipt extraction — assigns entertainment/ITC tax codes per line, n…
60163
browseagent
Enables AI agents to control web browsers through the Model Context Protocol, s…
N/A N/A
60164
rodriguez2508
A multi-agent system for code rules management using MCP, supporting search, ge…
N/A N/A
60165
rprwhite
Enables to manage Shopify store resources like products, orders, customers, inv…
60166
transoff
puppet-ai Claim
Full computer control for AI agents on macOS — see, click, type, scroll via MCP…
N/A N/A
60167
Deroino
Provides access to Jina AI's Reader, Embeddings, and Reranker APIs with tools f…
81
60168
deficlow
Search 6,500+ curated AI applications from the HyperStore directory. 8 tools (k…
60169
chenfukun
A lightweight MCP server for MongoDB 3.6+ providing read, write, metadata, and …
60170
miguel-alvarez-utn2020
Paint MCP Claim
Controls Windows Paint from Claude via GUI automation, enabling drawing of line…
N/A N/A
60171
patakuti
Semantic search and retrieval system for local documents using vector embedding…
N/A N/A
60172
PierrunoYT
Provides access to the fal-ai/recraft/v3 image generation model for creating hi…
81
60173
jclement
Multi-user wrapper around Microsoft's Azure DevOps MCP server, enabling AI agen…
60174
rcoscali
Enables GUI automation by capturing screen, controlling mouse/keyboard, and tar…
N/A N/A
60175
shuji-bonji
An MCP (Model Context Protocol) server that provides structured access to ISO 3…
N/A N/A
60176
Skeptomenos
Production-ready MCP server for Google Workspace providing broad coverage acros…
60177
mirelia
# Mirelia AI-Ready Patent Intelligence (MCP Server) A fully autonomous, machin…
81
60178
RupeshEY
A Model Context Protocol (MCP) server for managing Google Calendar events.
60179
bakhtiersizhaev
Unofficial MCP server connecting OpenEvidence to AI agents via authenticated br…
N/A N/A
60180
zeljkolivaja
A local Model Context Protocol server that enables secure interaction with self…
N/A N/A 95
60181
howecheung
webvox-mcp Claim
Enables voice robots to perform real-time web searches via the Xiaozhi platform…
60182
dominodatalab
Enables AI coding tools to build models, run jobs, track experiments, and perfo…
N/A N/A
60183
er77
A powerful Model Context Protocol server that creates intelligent graph represe…
N/A N/A
60184
bdurrett
A Python-based MCP server that generates creative dad joke prompts on any topic…
N/A N/A
60185
cortexc0de
NetMCP Claim
A professional-grade network analysis MCP server that integrates Wireshark/TSha…
60186
lvmp
Provides Flutter best practices, code analysis, and state management recommenda…
N/A N/A
60187
axel-belfort
Markdown to HTML converter API for AI agents. Convert Markdown to clean HTML wi…
81
60188
Meerkats-Ai
Enables web scraping, RSS feed processing, and Google search via the Meerkats.a…
60189
nangchang
toss-invest Claim
Enables interaction with Toss Securities API for market data, stock information…
60190
pytheum
Pytheum MCP Claim
Wraps the four public endpoints on api.pytheum.com as MCP tools so AI agents ca…
60191
mnwalker
Dive admin Claim
Lets Claude / ChatGPT / Gemini interact with a dive center's data — divers, boo…
60192
williamxhero
Safe Vision MCP enables safe and efficient local image inspection by generating…
N/A N/A
60193
Ppp111ppp111
Enables creditworthiness analysis for non-traditional borrowers using rule-base…
60194
gacabartosz
ksef-mcp Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
N/A N/A
60195
Meh-S-Eze
Provides access to YNAB (You Need A Budget) functionality through the Model Con…
81
60196
growthkit-tools
Sales intelligence for DACH & EU SMEs — lead scoring, ICP fit, CRM enrichment &…
60197
onigetoc
Automatically analyzes project dependencies to discover and download the most r…
N/A N/A
60198
megaacheyounes
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
60199
paivapiovesan
next-finance Claim
MCP Server for NEXT Finance ERP (finance.net.br) — browser login, wallets, acco…
N/A N/A
60200
xian-technology
Enables AI assistants to interact with the Xian blockchain, including wallet ma…
N/A N/A
Showing 60151–60200 of 66475 servers