MCP Server Quality Scores

Independent quality analysis of 46053 public MCP servers

46053
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
43001
andrewbartels1
Python MCP server for SolidWorks automation with 109 tools covering the full CA…
N/A N/A
43002
nanwer
Enables Claude to plan trips by performing live searches against Google Flights…
N/A N/A
43003
kkoba23
Enables Claude Desktop/Code to read and edit Poranos AI NPC scenarios and conve…
N/A N/A
43004
grupr-ai
MCP server to interact with Grupr agents, enabling polling new messages, postin…
N/A N/A
43005
meAmitPatil
Enables interaction with Calendly's scheduling platform via MCP, allowing users…
43006
rex
A macOS-only MCP server that exposes Apple Reminders to AI clients, enabling cr…
N/A N/A
43007
observer-protocol
Verified merchants accepting agentic payments on Lightning/L402/BOLT12/USDT — s…
43008
indiekitai
pg-health Claim
Archived MCP server for PostgreSQL health monitoring; functionality merged into…
N/A N/A
43009
Selenium39
MCP server for Creem.io providing tools to manage subscriptions, products, paym…
43010
TechNickAI
Machina Claim
AI's home on your Mac: gives AI agents remote access to iMessage, Notes, Remind…
43011
Vicks9070
datadog-mcp Claim
Enables AI assistants to query and manage Datadog observability data including …
43012
chris
nexonco-mcp Claim
N/A N/A 95
43013
XXXxx7258
MCP server for 萌娘百科 (Moegirl Wiki) that allows searching entries and fetching p…
43014
thsmale
Interact with USASPENDING.gov to track government spending over time, search by…
43015
getterdoneinc
Enables AI agents to post tasks, manage escrow, approve work, and pay human gig…
43016
ServiceStack
MCP server for generating images and audio using Google's Gemini AI models.
43017
AAAxianyu
Automates GitHub Pull Request analysis using AI, integrating webhooks, OpenAI, …
43018
LewenW
Cross-project memory sharing for Claude Code and Cowork. Stop teaching Claude t…
N/A N/A
43019
dcondrey
Enables Claude AI to seamlessly interact with Scrivener projects for document m…
N/A N/A
43020
Cyreslab-AI
A Model Context Protocol (MCP) server for accessing the CIRCL CVE SEARCH API, p…
43021
ankur106
Enables AI assistants to start and manage LLDB debugging sessions, including lo…
N/A N/A
43022
MariaDB
mcp-kp Claim
N/A N/A 95
43023
m2ai-mcp-servers
n8n Advisor Claim
Enables AI assistants to review workflow status in n8n instances, including act…
43024
nerd-exam
NerdExam Claim
Search 2,700+ IT certification practice exams from Microsoft, Cisco, CompTIA, A…
N/A N/A 95
43025
novica-ai
SendFast Claim
Agent-native marketing email: draft, edit, screenshot, and send from your verif…
43026
Michael-Obele
DocShark Claim
DocShark is an MCP server that scrapes and indexes documentation websites, enab…
N/A N/A
43027
a2al
A2AL Daemon Claim
Makes any AI agent globally reachable and discoverable—no cloud, domain, or por…
N/A N/A
43028
khairu-aqsara
A Model Context Protocol (MCP) server that provides seamless access to Moodle d…
43029
lambda-capture
MCP server that enables semantic search over macroeconomic data using the Lambd…
43030
Nathanael-R
kaleidoscope Claim
MCP server for responsive web app preview and inspection. It allows previewing …
N/A N/A
43031
marcelofmatos
An MCP server that enables AI assistants to execute SQL queries, list tables, a…
43032
cxzzzz
wavekit-mcp Claim
An MCP server that provides AI assistants with a persistent, sandboxed Python e…
N/A N/A
43033
Agent Cost Allocator MCP — multi-tenant LLM cost attribution for chargeback bil…
81
43034
Twine2546
Enables interaction with Twilio API services including messaging, voice, and St…
81
43035
RepoMend-dev
Security scanning MCP server that connects Claude to RepoMend findings, enablin…
43036
Jongbin-kr
Organizes personal research papers by crawling arXiv metadata, embedding abstra…
N/A N/A
43037
ravi8585
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
81
43038
RadhaKrishna0018
Enables triggering Jenkins release and patch pipelines through natural language…
43039
russellsch
MCP server that gives AI models read/write access to Obsidian vaults with seman…
43040
lm203688
Enables AI agents to safely interact with MySQL/MariaDB databases, supporting r…
43041
snipework-app
Query live Upwork freelance market intelligence directly from your AI agent. Ge…
81
43042
pickstar-2002
Enables extracting screenshots from video files at specific timestamps or inter…
N/A N/A 95
43043
gavinHuang
A Model Context Protocol server that provides access to economic calendar event…
43044
mnoomnoo
MCP server for browsing and searching your local resume and job application doc…
N/A N/A
43045 N/A N/A 95
43046 N/A N/A 95
43047
TeamTixxly
tixxly Claim
Tixxly MCP server — connect AI agents to tours, experiences, and activities
N/A N/A 83
43048
Rumblingb
Immutable audit trail for agent-to-agent interactions
N/A N/A
43049
nobitalqs
A fully modular RAG system with MCP protocol integration, enabling hybrid retri…
43050
david-choi-querypie
david-mcp7 Claim
N/A N/A 95
Showing 43001–43050 of 46053 servers
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