MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29734
Scored
2112
Verified
16952
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49051
Winter279
gobox-mcp Claim
Enables AI agents and automation tools to interact with the Gobox e-commerce pl…
49052
itisaevalex
An MCP server that provides tools and resources to access company financial fil…
49053
tensakulabs
discord-mcp Claim
Enables LLMs to read and send Discord messages, list servers and channels, and …
N/A N/A
49054
waifuai
Enables chatting with an AI waifu character through MCP tools, with user manage…
49055
clarilayer
ClariLayer Claim
Individual-analyst context layer over MCP: bootstrap, reconcile, and remember y…
49056
rezapars
Enables querying client onboarding status and basic client info (name, family) …
49057
asbis
ShapeItUp Claim
Enables AI agents to write TypeScript to create, render, verify, and export par…
49058
JessiP23
Enables weather data retrieval and analysis through an MCP server interface wit…
N/A N/A 95
49059
wolfcoming
Enables remote control of Android devices via ADB, including screen operations,…
N/A N/A
49060
simonamsharp
A model routing advisor for autonomous agents — get cost-optimised LLM recommen…
81
49061
friedice5467
Automates mobile game dailies on BlueStacks via ADB using a dual-LLM architectu…
N/A N/A
49062
mcp-tool-shop-org
Provides a local, queryable mirror of changelogs from Anthropic and related AI …
N/A N/A
49063
yyf
MCP2OSC Claim
Enables natural language control of OSC (OpenSoundControl) messages, allowing u…
N/A N/A
49064
alexcc4
Enables AI assistants to securely interact with MySQL databases, including list…
N/A N/A
49065
tntclaus
MCP server that enables AI agents to join Jitsi Meet rooms, send/receive chat, …
N/A N/A
49066
weekend-project-space
Enables RSS feed management using the Fever API, supporting retrieval of feeds,…
49067
Beerspitnight
Enables Claude Code CLI or Desktop to interact with Spotify for playlist curati…
N/A N/A 95
49068
david-steel
Public MCP for OTP (orgtp.com). Query cross-org best practices, learnings, publ…
N/A N/A
49069
Narasimhan-Lab
tacc-mcp-bio Claim
Enables Claude Code to interact with a TACC or SLURM HPC cluster for bioinforma…
N/A N/A
49070
alyiox
MCP server for Walmart Connect Ads APIs (Sponsored Search + Display)
N/A N/A
49071
priyanshi9692
Enables automated Python code quality checks including linting, complexity anal…
N/A N/A
49072
fedepellegrini
ACDP reference MCP server for promo-code resolution and checkout feedback.
N/A N/A
49073
Rendershot
Enables AI agents to capture screenshots and generate PDFs from URLs or HTML vi…
49074
dachivadachkoria
Enables AI-powered automated testing, security scanning, code review, and maint…
N/A N/A
49075
ByTermi
MCP_Python Claim
MCP server deployed on Azure Functions that provides a LearnAgent tool to searc…
49076
marketcaper
Marketcaper lets AI clients compare crypto, stocks, fiat currencies, GDP, and b…
81
49077
mehdi-loup
zapper-mcp Claim
An MCP server that exposes the Zapper DeFi portfolio API, enabling LLMs to quer…
49078
Semantic API Claim 1
Search and discover any API using natural language. 163+ providers with auto-di…
N/A N/A 69
49079
romaine-life
mcp-grafana Claim
In-cluster MCP server for read-only diagnostics of Grafana, Prometheus, Alertma…
49080
CarbonCashmere
x402-mcp Claim
177 crypto market intel endpoints with auto x402 USDC micropayments from your A…
N/A N/A
49081
MCP-Mirror
Enables image generation using Google's Gemini 2 API with customizable paramete…
81
49082
woodwosj
An Odoo module that embeds an MCP server, enabling AI agents to directly access…
49083
thinktraveller
Unifies academic literature retrieval from multiple sources like Scopus, ArXiv,…
95
49084
stanley17112000-1yps
**GetCurrentOffer** is a remote MCP server that lets AI agents search live cred…
81
49085
pickstar-2002
Enables downloading videos from 1000+ platforms including YouTube, Bilibili, Ti…
81
49086
wangyuxin0707
MCP server for deterministic Vivado FPGA automation including project scaffoldi…
N/A N/A
49087
jooyoungseo
Enables LLMs to extract bibliographic metadata from URLs and identifiers like D…
81
49088
gallardo.kevin0
my-project Claim
N/A N/A 95
49089
adrianmarin1976
Local business data for SW Riverside County CA (Temecula, Murrieta, Menifee, La…
81
49090
cwt
Enables AI assistants to interact with Mercurial repositories, supporting versi…
49091
clauxel
Approval receipts for AI browser purchases.
49092
EasyDeploy-AI
A Model Context Protocol (MCP) server that exposes the EasyDeploy public REST A…
49093
Crocodile-beep
Connects AI agents to Telegram via the official TDLib library, enabling tools l…
N/A N/A
49094
dcc-mcp
dcc-mcp-fpt Claim
Bridges AI assistants to Autodesk ShotGrid (Flow Production Tracking) data, ena…
49095
eXpresser-UXM
Enables querying and managing daily store sales data stored in CSV files, inclu…
N/A N/A
49096
ryanStark24
sfgraph Claim
A local, privacy-first knowledge graph for Salesforce orgs. It live-syncs your …
N/A N/A
49097
rhinocap
Raven Claim
Design intelligence for AI-generated UI — principles, patterns, content, brand,…
N/A N/A
49098
Kryptoskatt
Enable AI assistants to interact seamlessly with the DefiLlama API by translati…
N/A N/A 95
49099
fr0ster
MCP server for SAP Cloud ALM, providing 54 tools across 9 services to manage fe…
49100
DeFiRe-business
SwapWizard Claim
Non-custodial DeFi for AI agents: swaps, concentrated liquidity (V3/V4) zaps + …
Showing 49051–49100 of 50103 servers
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