MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33001
NguyenTrinh3008
Auto-converts FastAPI endpoints into MCP tools for semantic search, data ingest…
81
33002
TN0123
one-shot-ui Claim
Deterministic UI extraction and screenshot diffing for AI coding agents.
N/A N/A
33003
Blakeinstein
fast-mcp Claim
A minimal MCP server starter template with a simple hello-world tool and Docker…
N/A N/A
33004
az-coder-123
excel-mcp Claim
An MCP server for performing Excel file operations including read, write, and m…
N/A N/A
33005
bdbrown4
Enables AI agents to query a GitHub user's public profile, repositories, langua…
33006
dgtalquantumleap-ai
Monitor Reddit and Nairaland for product keywords with AI drafts.
N/A N/A 83
33007
navin
AI assistants are powerful, but sometimes you still need the human touch — a re…
N/A N/A 95
33008
Access Taiwan CWA weather data and forecasts for all counties and cities
N/A N/A 81
33009
rmednitzer
aiops-mcp Claim
A self-contained, security-first, EU-sovereign unified AI-operations MCP server…
33010
fntyler
test3 Claim
N/A N/A 95
33011
jaewilson07
Enables AI agents to generate and iteratively refine images, audio, and video b…
N/A N/A 95
33012
fcfrasca
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
81
33013 N/A N/A 95
33014
K1vin1906
One MCP server that routes to 12+ AI providers for text, image, and video gener…
95
33015
Atomic-Mail
Atomic Mail Claim
Programmable email inbox for AI agents — JMAP, PoW auth, stdio MCP server.
N/A N/A
33016
WhoSoEverM8
knowmind Claim
Knowledge graph & long-term memory for AI agents: recall, relations, store, sta…
N/A N/A
33017
khaleddsmksa
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
33018
benjimkh
A lightweight MCP server for GitHub with nine essential tools for reading files…
33019
TXRISK
txrisk-tools Claim
TXRISK is a bounded risk-decision MCP for wallets, approvals, transfers, webhoo…
81
33020
itsocialist
Bridges Claude Desktop, Claude Code CLI, and Claude Code for VS Code, enabling …
N/A N/A 95
33021
Centrepoint-Church
mcpbrain Claim
A local-first personal knowledge daemon that syncs Gmail, Drive, and Calendar i…
N/A N/A
33022
kujirahand
Enables AI agents to send text messages and images to Discord channels via webh…
33023
hsearcy
pantry-aide Claim
AI meal plans that fill your Kroger/Instacart cart - pantry-aware lists, all fr…
33024
Little-Grebe-Inc
Financial data and research MCP for US/CN/JP equities: filings, statements, own…
33025
ctosmsa
A Python port of the official Perplexity MCP server that enables web-grounded Q…
81
33026
junter1989k-ai
Qatar payments for AI agents — cards / Apple Pay via Tap Payments. Never holds …
33027
forloopcodes
contextplus Claim
Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server de…
N/A N/A
33028
mesolimbo
MCP server providing access to Google's Gemini 3.5 Flash API, enabling querying…
N/A N/A
33029
shining55-peach-p0lb
FORMLOVA Claim
Chat-first form service with 127 MCP tools across 25 categories. Create, manage…
81
33030
AIops-tools
CICD AIops Claim
Governed self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, …
N/A N/A
33031
xiaobenyang-com
osrs-stat Claim
Track any player's skills, activities, and boss kills. Explore leaderboards for…
N/A N/A 95
33032
mdornich
Enables comprehensive Google Drive integration through MCP, supporting file man…
81
33033
fastmcp-me
MCP Ollama Claim
Integrates Ollama's local AI models with MCP clients, enabling listing models, …
N/A N/A
33034
kage1020
docs-mcp Claim
Indexes documentation sites by base URL and serves keyword search, optional sem…
N/A N/A
33035
foursecondfivefour
AETHER_02 Claim
AETHER_02 is an MCP server written in Rust that gives AI assistants full contro…
N/A N/A
33036
gabemempin
telegram Claim
N/A N/A 95
33037
adam-nntd
Verify the authenticity of a SickSlip doctor's note from your AI assistant. Si…
81
33038
Natural language interface designed for agentic applications to manage and sear…
N/A N/A 81
33039
Apoth3osis-ai
Secure MCP router providing access to AgentPMT's pay-per-use AI tools marketpla…
N/A N/A 83
33040
m4cd4r4
mcpwrap Claim
MCP server that wraps any REST API with an OpenAPI spec, dynamically creating M…
N/A N/A
33041
justinritchie
Enables AI-assisted clan analysis for Clash of Clans by reading official API da…
33042
aria-agentworks
12-in-1 sales intelligence MCP server — company research, lead enrichment, cont…
81
33043
waqarkaleemkhan
decisions Claim
Verified US tax and money decision tools: verdict plus a pre-filled deep link t…
33044
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
81
33045
tonypepperwidow123-blip
Enables AI to manage WordPress sites with 190+ tools for complete control over …
33046
LowOrbitLab
This MCP server exposes an anti-detect Firefox browser that passes bot-detectio…
N/A N/A
33047
jovandyaz
Knowtis Claim
Create, search and manage Knowtis collaborative notes from AI assistants.
33048
utenadev
strudel-mcp Claim
Enables LLMs to interact with Strudel, a JavaScript live coding music environme…
81
33049
lilium360
myBrAIn Claim
MCP server that provides persistent memory and contextual awareness to language…
N/A N/A
33050
RoboFinSystems
RoboSystems Claim
Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and …
Showing 33001–33050 of 67181 servers
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