MCP Server Quality Scores

Independent quality analysis of 66447 public MCP servers

66447
Discovered
31779
Scored
2112
Verified
16953
Complete

Last updated 7 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
64001
edgarriba
prolink Claim
Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and …
81
64002
tripathysagar
A full-featured MCP server with 96 tools for the Kaggle API, enabling users to …
N/A N/A
64003
shibing624
Provides current weather and multi-day forecasts for any location worldwide, in…
64004
RaphaEnterprises-AI
MCP server for the Argus E2E Testing Agent, enabling AI coding assistants to pe…
N/A N/A
64005
coe0718
Deskbrid Claim
Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. …
N/A N/A
64006
sanketjoshi2012
Enables conversational AI to fetch live World Cup matches, standings, results, …
64007
Wesley-Gomes93
Autonomous QA testing MCP server that analyzes, fixes, and learns from test fai…
N/A N/A
64008
DouganRedhammer
Enables AI assistants to look up World of Warcraft character information and re…
64009
Patheras
gyibb-mcp Claim
Cited product-review verdicts from real user voices — free remote MCP, no API k…
64010
tadeukaiba
Generates AI images using Google Gemini and uploads them to S3-compatible stora…
64011
jabbawocky
statuscraft Claim
MCP server that checks the live status of 3831 software services in real time. …
N/A N/A
64012
marfarin
Enables AI agents to read and write MoySklad inventory, orders, reports, and do…
64013
juananpe
Provides tools for searching and downloading images using Google Image Search A…
N/A N/A
64014
C0inFlips
One MCP server that pairs Binance execution with ChainVector market intelligenc…
64015
idean3885
Enables automatic collection and AI analysis of Slack messages to create organi…
64016
nontracey
agnes-mcp Claim
MCP server that exposes Agnes AI's text, image, video, and multimodal capabilit…
64017
Dumpling-AI
Access data, web scraping, and document conversion APIs by [Dumpling AI](https:…
81
64018
ManideepMuddagowni
Enables AI-driven customer support ticket processing, including classification,…
64019
kupsas
Provides football analytics tools including player scouting, comparisons, marke…
N/A N/A
64020
j2c214c
Millimeter-precision furniture & storage product data for AI agents. Search by …
81
64021
songyi-noh
Enables management of Azure Key Vault secrets and certificates, including creat…
81
64022
evidai
xstocks Claim
Buy tokenized US stocks (xStocks) on Solana via Jupiter DEX in USDC. Daily cap.…
N/A N/A
64023
asdfas988
Enables AI agents to fetch any web page as clean markdown or screenshot it, tur…
64024
nalyDzzz
Read-only MCP server for reconciling SimpleFIN bank data against Firefly III le…
N/A N/A
64025
regenrek
Oplink Claim
Enables creating no-code agent workflows by combining multiple MCP servers into…
N/A N/A
64026
enesmanan
Provides read and write access to multiple SQLite databases through the Model C…
N/A N/A
64027
lakehouse-42
MCP server for Lakehouse42, enabling code-first tool discovery, hybrid search, …
64028
GuerthCastro
A read-only MCP server for PostgreSQL. Connect any MCP-compatible AI agent to y…
81
64029
jessalva7
Enables AI assistants to search for real-time flights between airports using th…
N/A N/A
64030
bemoregt
octave-mcp Claim
Enables Claude Code to run GNU Octave code for numerical computation, plotting,…
N/A N/A
64031
triumsebas
An MCP server that delegates coding and sysops work to cheaper agents via durab…
N/A N/A
64032
beneb89
changegamer Claim
Agent-first resource directory for AI agents: protocols, security, RAG, memory,…
64033
andeya
Relay Claim
Adds a human-in-the-loop checkpoint to MCP-capable AI coding agents, enabling t…
N/A N/A
64034
CooperCyberCoffee
This MCP server connects Claude Desktop to OpenCTI for AI-augmented threat inte…
N/A N/A
64035
fastmcp-me
A database-backed MCP server that acts as a project memory bank, enabling AI as…
N/A N/A 95
64036
chipsxp
Captures webpage styles and HTML, converts CSS to Tailwind, and applies extract…
N/A N/A
64037
fani-ko
QGISMCP Claim
QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), al…
N/A N/A
64038
robertnowell
konid-ai Claim
A language expression coach MCP server that provides native-sounding translatio…
64039
karaokmert
A secure and optimized MCP server for integrating ClickUp project management, e…
64040
vinicius-saraiva
Turns your Garmin watch into a sailing analytics tool by combining GPS data fro…
N/A N/A
64041
bookedsolidtech
discord-ops Claim
A Discord MCP server with multi-guild project routing, enabling messaging, mode…
64042 N/A N/A 95
64043
dvori9359-blip
Enables users to retrieve real-time weather forecasts for Israeli cities by aut…
N/A N/A
64044
pipeworx-io
Enables search and query of City of Seattle GIS open geospatial datasets such a…
64045
AiAgentKarl
MCP server giving AI agents access to US political finance data: campaign contr…
64046
bhuvanabala
VINdata Claim
VIN decoding and European vehicle data for automotive workflows.
64047
rosecat2359
A versatile MCP server that adds vision capabilities (image analysis, OCR, imag…
64048
duelist2021jp
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
N/A N/A
64049
alessio-web-dev
MCP server for posting to Twitter/X, Reddit, LinkedIn, Instagram, and email via…
N/A N/A
64050
majiayu000
remem Claim
Local-first persistent memory for Claude Code and OpenAI Codex CLI. A single Ru…
N/A N/A
Showing 64001–64050 of 66447 servers