MCP Server Quality Scores

Independent quality analysis of 67286 public MCP servers

67286
Discovered
32341
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 56 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59651
woshilaohei
A production-grade long-term memory MCP server that enables AI agents to persis…
59652
pipeworx-io
mcp-statcan Claim
MCP server providing access to Statistics Canada time-series data via web data.
59653
WinstonFassett
An MCP server that enables searching Genius.com for artists, songs, and albums,…
59654
bioanywhere
Connects AI assistants to GitLab projects, enabling natural language queries fo…
81
59655
railsblueprint
An MCP server that enables AI assistants to control a real browser with your ex…
59656
thomasjerard
Enables natural language queries to PostgreSQL by converting questions to SQL u…
N/A N/A
59657
hanxing95
Search Google and major search engines through Talordata SERP API for AI agents…
N/A N/A
59658
abasensei
Agent coordination protocol bridging A2A and MCP. Register, discover, and coord…
81
59659
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
N/A N/A
59660 N/A N/A 95
59661
ChrisArrington
Connects Claude to your Yahoo Fantasy Baseball team, enabling lineup management…
N/A N/A
59662
maxturazzini
PVGIS MCP Claim
MCP server that estimates photovoltaic production using the European Commission…
59663
ImRonAI
telnyx-ai Claim
N/A N/A 95
59664
mohamadalhusseinie
OpenMemBrain Claim
OpenMemBrain is the intelligent membrane for AI coding memory. It autonomously …
N/A N/A
59665
goldenpath-ai
Enables AI agents to consult with multiple AI models (GPT, Gemini, Grok, etc.) …
59666
theYahia
getir-mcp Claim
MCP server for Getir partner API (Turkey). Manage orders, products, pricing, an…
59667
koorosh-alt
A Context-as-a-Service MCP server that maintains structured, graph-based contex…
81
59668
jarod-vyent
An MCP server for XRP Ledger identity features including DIDs, credentials, mul…
59669
atalhens
A Model Context Protocol server for Nutanix Virtual Machine Management APIs, en…
59670
koalyptus
ls-apis-mcp Claim
MCP server for searching and discovering 4,000+ public APIs
N/A N/A
59671
forgemeshlabs
Scans websites to evaluate agent-readiness and produce an ASO Score Report acro…
N/A N/A
59672
Lynsoft
Open-source MCP server that interfaces with FortiMail Engine API for email secu…
N/A N/A
59673
leash06
Enables querying real-time weather and 5-day forecasts for any city using the O…
59674
devstroop
Enables interaction with Penpot, the open-source design platform, through tools…
59675
oneill9
Community-built server providing real-time London transport data via the TfL Un…
N/A N/A
59676
quokkapix
Local MCP adapter for private, browser-based QuokkaPix image workflows.
N/A N/A
59677
syntheticgio
An MCP server that gives Claude access to NCBI Datasets v2 — search genome asse…
N/A N/A
59678
christ0pper
extrapify Claim
Structured web context infrastructure for AI agents. Extract reliable schema-gu…
59679
qinisolabs
floodwise Claim
England flood-risk by postcode from official Environment Agency open data (OGL)…
N/A N/A
59680
ashuashu20691
Enables AI-powered database operations on Oracle Autonomous Database via natura…
59681
FlowCastle
FlowCastle Claim
Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platfo…
59682
chienchuanw
spotify-mcp Claim
Enables Claude to control Spotify playback, search tracks/albums/artists/playli…
N/A N/A
59683
timotheeiss
A local stdio MCP server that exposes compact semantic observations from UI ele…
N/A N/A
59684
mamit514
Provides easy access to Quasar Framework documentation through the Model Contex…
N/A N/A
59685
jan-rezab
mindmaps Claim
Create and read mind maps on CloudMindMaps from Claude and other AI assistants.
N/A N/A
59686
pjv4yj
Enables secure access to Tor/onion services with content filtering and safety g…
N/A N/A
59687
Grayhood144
An MCP server that enables AI coding tools to save, list, and read code snippet…
N/A N/A
59688
Lucas-Servi
An MCP server for querying the KEGG bioinformatics database, providing tools, r…
59689
HDesign987
Enables publishing TikTok videos via the TikTok Content Posting API, supporting…
59690
akram-side-projects
Notebook MCP Claim
Provides AI assistants with deep semantic and runtime understanding of Jupyter …
N/A N/A
59691
jasionchen-coder
Modular monolithic FastAPI shared AI service platform providing config center, …
59692
zssty2010
Enables AI assistants to generate images and videos via the Agnes AI API, suppo…
59693
arisloth
Enables fetching live crypto market data from Binance, Bybit, and Hyperliquid v…
59694
jambonz
This server exposes jambonz verb schemas and developer documentation as MCP too…
59695
bockenstette1
seedflip Claim
100+ curated design systems for AI coding agents. Design taste, not guesswork.
N/A N/A 95
59696
filhocf
A Python MCP server for SonarQube, enabling AI agents to query projects, issues…
59697
Atksz98
Provides AI assistants with access to 102 curated UK Government technology stan…
81
59698
yessGlory17
JobVerify Claim
Detect fake recruiter & job-offer scams with free OSINT — an MCP server for Cla…
59699
Artur-ershov
nb-mcp Claim
A remote MCP server that gives Claude the ability to generate and edit images w…
59700
anomalyarmor-uib0
AnomalyArmor Claim
Data observability for AI agents. Query alerts, monitor freshness, investigate …
81
Showing 59651–59700 of 67286 servers