MCP Server Quality Scores

Independent quality analysis of 57160 public MCP servers

57160
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 52 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
55651
andreibesleaga
Enables AI assistants to interact with EV charging infrastructure through OCHP …
55652
rootsbymenda
Enables checking food additive safety, nutrition profiles, pesticide residues, …
55653
pareelamre
Forecast future events and scan prediction-market edges.
55654
TemidireAdesiji
An MCP server that exposes core Azure services as read-mostly tools any MCP cli…
55655
Ashutosh-rajput
Enables AI agents to interact with a MySQL database using natural language, aut…
N/A N/A 95
55656
tpptrafficpump
LeafEngines is an agricultural intelligence MCP server that provides comprehens…
N/A N/A 95
55657
topvisor
MCP server for desktop notifications over stdio
N/A N/A 95
55658
fpytloun
mnemory Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
55659
ZibZob3000-gh
Enables AI agents to create, read, and manipulate Excel workbooks without Micro…
81
55660
cameroncooke
A Model Context Protocol (MCP) server that provides Xcode-related tools for int…
N/A N/A 95
55661
Writehand-Solutions
productised Claim
Build and publish AI products for coaching practices from inside Claude. 16 liv…
N/A N/A
55662
agent1st-ads-mcp
Nolas-Shadow Claim
MCP server that lets AI agents launch and manage Meta + TikTok ad campaigns aut…
N/A N/A 95
55663
wizardofweb125-lab
Enables AI agents to control Chrome browser actions like navigation, clicking, …
N/A N/A
55664
Polsia-Inc
twitter-read Claim
An MCP server for reading Twitter/X engagement data and metrics, enabling AI ag…
55665
Baltsar
MCP server that gives AI agents a private Monero wallet, enabling balance check…
55666
sathvic-kollu
standup-mcp Claim
Generates daily standup drafts from your actual GitHub, Jira, Linear, and Slack…
N/A N/A
55667
prassanna-ravishankar
clearml-mcp Claim
A lightweight Model Context Protocol (MCP) server that enables AI assistants to…
55668
sfio9190
mindkeg-mcp Claim
Helps AI coding agents remember what they learn across sessions by storing and …
N/A N/A
55669
Logan66666
novel-ranks Claim
获取番茄小说榜单数据并解密字体加密内容,支持MCP协议自动注册为工具。
N/A N/A
55670
snipework-app
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
81
55671
fastmcp-me
mcp-acp Claim
Enables management of Ambient Code Platform (ACP) sessions, including creating,…
55672
umutckem
Enables students to securely access and manage their academic data from Isparta…
55673
groundlight
An MCP server for capturing images from cameras and video streams via the frame…
N/A N/A
55674
gabrielmahia
fomu-mcp Claim
Enables interaction with Kenya's government processes by providing form checkli…
55675
Pushplayhero
Coordinates Codex and Antigravity CLI for a structured software development wor…
N/A N/A
55676
NetApp
Enables AI assistants to manage Google Cloud NetApp Volumes resources including…
55677
Augmented-Nature
Enables natural language querying and analysis of KEGG biological databases, in…
55678
cincyjosh
Integrates Kroger's public API with Claude to allow adding meal plan grocery li…
N/A N/A
55679
jiebang-tools
Offers 29 free tools for text processing, AI-powered generation, SEO optimizati…
55680
SonnyLabs
Demonstrates an MCP server with a vulnerable add tool protected by SonnyLabs pr…
N/A N/A
55681
nichsedge
KSEI MCP Claim
An unofficial MCP server for accessing KSEI (AKSes) portfolio data, including c…
N/A N/A
55682
non-npc
A Python-based server for managing and analyzing code context for AI-assisted d…
N/A N/A
55683
abhishekmprovoke
Enables AI-powered mobile app testing and automation through Appium, using Azur…
81
55684
radiahq
Enables AI agents to manage and use prepaid virtual Visa cards with hard budget…
N/A N/A 95
55685
Niopub
Enables AI assistants to book meetings, check availability, and manage Cal.com …
55686
Zfinix
gta_mcp Claim
Enables GTA Online money making with live tools for weekly bonuses, business tr…
N/A N/A
55687
Szotasz
An MCP server for the Billingo invoicing API (v3) that enables AI assistants li…
55688
mdabdullahfaruque
Enables GitHub API integration via MCP, allowing search, repository details, fi…
55689
flaco-source
Provides LLMs with direct access to official vendor PDF documentation for elect…
55690
DorukYelken
mdbp-server Claim
Enables AI systems to securely query databases using structured intents (MDBP) …
55691
pipeworx-io
Enables searching and retrieving articles, sections, and tags from The Guardian…
55692
kupsas
Provides football analytics tools including player scouting, comparisons, marke…
N/A N/A
55693
156554395
Enables image and video generation using BigModel AI's CogView and CogVideoX mo…
55694
aleksbuss
An MCP server that queries a panel of LLMs from different providers via OpenRou…
55695
jasonkim8652
An MCP server that gives LLM agents access to computational protein design tool…
55696
Sungsanmerrygoround
subway-mcp Claim
실시간 수원역 지하철 도착정보를 조회하는 MCP 서버로, 1호선과 수인분당선의 도착정보를 제공합니다.
N/A N/A
55697
commune-dev
commune-mcp Claim
Enables AI agents to read, send, and manage email and SMS through Commune's API.
N/A N/A
55698
qinisolabs
qiniso Claim
56 deterministic fact-checkers in one server (IBAN, VAT, VIN, GTIN/barcodes, na…
55699
G5317
Track how ChatGPT, Gemini & Perplexity mention, rank & cite your brand. AuraCit…
55700
hyprcat
mac-cua Claim
An open-source MCP server for macOS that lets AI control desktop apps in the ba…
N/A N/A
Showing 55651–55700 of 57160 servers