MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50951
valuein
valuein.biz Claim
Institutional-grade SEC financial data for AI agents — in one line of config. …
81
50952
pp-szkolenia
Enables AI agents to scrape job offers and filter them based on user-defined cr…
N/A N/A
50953
ia23a-lachnita
ui-diff-mcp Claim
Enables comparison of mobile app screenshots against design mockups, with Calor…
50954 N/A N/A 95
50955
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
N/A N/A
50956
Oolab-labs
patchwork-os Claim
MCP bridge server for patchwork-os. Boots a stdio-HTTP bridge with MCP introspe…
50957
alpacahq
Enables AI agents to control Adobe After Effects for project inspection, compos…
N/A N/A
50958
hussainn7
mcp-vision Claim
A local autonomous AI agent that watches your screen, understands the visual la…
N/A N/A
50959
inngest
A Model Context Protocol server that provides AI coding agents with access to u…
N/A N/A 95
50960
tomschell
Auto-captures decision context from multi-agent workflows to preserve the 'why'…
N/A N/A
50961
gtrotter13
thewardn-mcp Claim
Governance wrapper for MCP servers that intercepts and evaluates every Claude t…
N/A N/A
50962
Aminetwiti
mcpgrowcrm2 Claim
N/A N/A 95
50963
bp46
A security interceptor for AI agents that mitigates prompt injections and data …
N/A N/A
50964
xiaobenyang-com
atlas-docs Claim
Discover and browse docs across libraries and frameworks. Search topics, skim h…
N/A N/A 95
50965
freyzo
Enables AI assistants to search arXiv's research repository, download papers, a…
N/A N/A 95
50966
wyre-technology
MCP server for Kaseya VSA — endpoints, patches, procedures, alarms, and tickets…
50967
eucomplyhub
MCP server for EU AI Act compliance classification with multi-jurisdiction over…
N/A N/A
50968
ravi8585
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
81
50969
protae5544
ifieldsgood Claim
แผนการปรับแต่ง: ระบบอัตโนมัติในการกรอกแบบฟอร์ม PDF กรณีการใช้งานเป้าหมาย (6): การ…
N/A N/A 95
50970
trendsmcp
Provides news sentiment scores, media volume trends, and historical coverage da…
50971
sebafo
Enables interaction with Azure AI Agent Service by automatically discovering ag…
50972
jarrodcoulter
An MCP server that provides Nmap scanning tools such as ping, port scans, servi…
N/A N/A
50973
technoriver
chordsynth Claim
Render a chord progression to WAV. Supports 28 named presets or custom chord st…
N/A N/A 95
50974
DasDarki
PixelLabRat Claim
MCP server for generating style-consistent pixel art assets from PixelLab API, …
N/A N/A
50975
tandem
Tandem Docs Claim
Tandem Docs is a remote MCP server for helping agents learn how to install, ope…
81
50976
aswego123
A Model Context Protocol (MCP) server that exposes KiCad PCB design automation …
N/A N/A
50977
MCP-Mirror
Enables AI assistants to interact with and manage Google Cloud Platform resourc…
81
50978
yuplin2333
MCP Long Context Reader is a Python-based toolkit designed to overcome the cont…
N/A N/A
50979
jianjungki
Enables fetching HuggingFace daily papers for today, yesterday, or a specific d…
50980
amitds1997
Enables connecting to Amazon Redshift and executing SQL queries with read-only …
50981
fatherlinux
mcp-pcloud Claim
A Model Context Protocol (MCP) server for pCloud cloud storage. Enables AI assi…
N/A N/A
50982
Master0fFate
A session-scoped memory layer for LLMs that enables AI assistants to explicitly…
N/A N/A
50983 N/A N/A 95
50984
ryan-m-bishop
docrag Claim
Provides RAG (Retrieval Augmented Generation) access to technical documentation…
N/A N/A
50985
smithery
Notion Claim
Manage your workspace by searching, creating, and updating pages or databases. …
81
50986
harshadk99
Simulates sensitive internal tools as a honeypot to detect unauthorized access …
50987
RT123-new
contextgit Claim
A deterministic, local-first memory engine for AI assistants that provides vers…
N/A N/A
50988 81
50989
vincent2021
Adds team-gateway mode and Microsoft SSO to Odoo MCP, allowing business users t…
50990
omniologynow
AI-powered business intelligence MCP server. 7 tools for competitive analysis, …
N/A N/A 95
50991
Alir3z4
tb-query Claim
MCP server for querying and analyzing TensorBoard event files, enabling AI agen…
N/A N/A
50992
annas-tracksuit
Enables remote MCP client connections with WorkOS AuthKit authentication, suppo…
81
50993
gits5213
MCP server for end-to-end QA automation: generates test scenarios, discovers Pl…
N/A N/A
50994
qso
An MCP server that provides AI-powered image generation through Google Gemini m…
81
50995
yeshsurya
An MCP (Model Context Protocol) server that provides tools for interacting with…
81
50996
Hellek1
Enables read-only access to Interactive Brokers data including contracts, marke…
50997
gobeyondidentity
Enables AI agents to directly manage Beyond Identity resources such as identiti…
N/A N/A
50998
Vedhasagaran
An MCP server that enables AI assistants to interact with the DhanHQ trading pl…
50999
TechGuyVN
zimbra-mcp Claim
MCP server for reading and sending emails via IMAP and SMTP, designed for Zimbr…
N/A N/A
51000
LPDigitale
Enables to manage your Outlook mailbox via Microsoft Graph (write access) with …
Showing 50951–51000 of 57160 servers