MCP Server Quality Scores

Independent quality analysis of 69313 public MCP servers

69313
Discovered
→
33947
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44051
steadwing
Your autonomous 24/7 on-call engineer! Get a detailed RCA along with the solut…
— ○ ⏳ — N/A N/A — 95 —
44052
ShawneilRodrigues
Provides comprehensive mathematical differentiation capabilities using symbolic…
— ○ ⏳ — — — — — —
44053
yoniler82
An MCP server that brings the Phenom Angular Design System into Claude Code and…
— ○ ⏳ — — — — — —
44054
bughide010
hide12131232 Claim
— ○ ⏳ — N/A N/A — 95 —
44055
kctw-dev
Enables AI agents to directly control Figma Desktop via MCP, supporting UI crea…
— ○ ⏳ — N/A N/A — — —
44056
VISystems
Provides production-grade starter templates for MCP servers with permission bou…
— ○ ⏳ — N/A N/A — — —
44057
AviHack
A self-hosted MCP server that proxies MCP clients to Power BI, using your own E…
— ○ ⏳ — — — — — —
44058
mambalabsdev
Resolve company name, domain, or LinkedIn into one canonical identity with conf…
— ○ ⏳ — N/A N/A — — —
44059
iancollins27
mailsnail Claim
An open-source MCP server for sending physical mail (letters, postcards, certif…
— ○ ⏳ — — — — — —
44060
git-fabric
A central tool aggregator that routes and orchestrates multiple fabric apps thr…
— ○ ⏳ — — — — 81 —
44061
PayperAnswer Claim 1
Pay-per-call chat on GPT-6.1, Claude, Gemini and Grok over x402. No API key; a …
— ○ — — — — 67 —
44062 — ○ ⏳ — N/A N/A — 95 —
44063
neco001
Provides advanced geospatial analytics for OpenStreetMap, including neighborhoo…
— ○ ⏳ — — — — — —
44064
rschalkrce
Enables LLMs to query the RCE Cultural Heritage SPARQL endpoint using ontology …
— ○ ⏳ — — — — — —
44065
mohammadtakneshan
Read-only MCP server for Google Merchant Center, Google Search Console, Google …
— ○ ⏳ — N/A N/A — — —
44066
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
— ○ ⏳ — N/A N/A — — —
44067
atillab1
embedded-mcp Claim
Lets AI assistants read, command, and debug microcontrollers over a serial conn…
— ○ ⏳ — N/A N/A — — —
44068
Talap-creator
Real-time Claude.ai subscription awareness for AI coding assistants. Surfaces l…
— ○ ⏳ — N/A N/A — — —
44069
lcaliani
graylog-mcp Claim
Enables querying Graylog log management system for messages using natural langu…
— ○ ⏳ — — — — — —
44070
fpytloun
mnemory Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
— ○ ⏳ — — — — — —
44071
Starlight143
An MCP server that enforces runtime authorization for tool calls using Stage0 p…
— ○ ⏳ — — — — — —
44072
horoscoop.app Claim 1
Nederlandstalige horoscopen: dag, week, maand en jaar per sterrenbeeld, match, …
— ○ — — — — 67 —
44073
EquateItAu
Read-only MCP server for ClassQuill, a tutoring-business-management platform.
— ○ ⏳ — — — — — —
44074
iamdylanngo
Connects MCP-compatible clients like Claude to a MySQL database, enabling schem…
— ○ ⏳ — N/A N/A — — —
44075
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
44076
AnishAchutha05
ARIA Claim
Autonomously researches any topic: searches web, scrapes sources, extracts insi…
— ○ ⏳ — — — — — —
44077
Ansvar-Systems
Enables querying Slovenian competition data including AVK enforcement decisions…
— ○ ⏳ — — — — — —
44078
mikeysrecipes
kagi-server Claim
MCP server integrating the Kagi Search API to perform web searches using the ka…
— ○ ⏳ — — — — — —
44079
machhakiran
Enables AI to save, organize, search, and synthesize research materials using a…
— ○ ⏳ — N/A N/A — — —
44080
cbuntingde
Enables agents to maintain persistent memory through three-tiered architecture:…
— ○ ⏳ — N/A N/A — 95 —
44081
Im5tu
haus Claim
OneHaus household tools: tasks, calendar, contacts, pets, vehicles, documents a…
— ○ ⏳ — — — — — —
44082
appNucleus
A FastMCP server providing web search, scraping, image extraction, and mail pla…
— ○ ⏳ — N/A N/A — — —
44083
tedorigawa001
Enables scanning Java (Maven) projects for known vulnerabilities via natural la…
— ○ ⏳ — N/A N/A — — —
44084
mayanks
Kuvera MCP Claim
Connects AI assistants to Kuvera mutual fund portfolios, enabling real-time que…
— ○ ⏳ — — — — — —
44085
tagnonkoua-ux
Enables reading and writing to KoBoToolbox via MCP, including creating forms, d…
— ○ ⏳ — — — — — —
44086
slettmayer
An MCP server that exposes the Wunder Mobility v2 end-user API as tools, enabli…
— ○ ⏳ — — — — — —
44087
Irene-123
Enables AI assistants to diagnose, troubleshoot, and manage PC settings on Wind…
— ○ ⏳ — N/A N/A — — —
44088
sergiudanstan
openscad-mcp Claim 1
An MCP server that lets AI assistants create, edit, render, and export 3D model…
— ○ ⏳ — N/A N/A — 95 —
44089
bountyyfi
A proof-of-concept MCP server for security research demonstrating a multi-phase…
— ○ ⏳ — N/A N/A — — —
44090
hyoseop1231
An AI-powered file management system that integrates with Claude Desktop to pro…
— ○ ⏳ — N/A N/A — — —
44091
CSOAI-ORG
NIS2 Directive (EU 2022/2555) compliance for AI agents. 10 Article 21 risk-mana…
— ○ ⏳ — N/A N/A — — —
44092
siimleetberg
A MySQL MCP server providing tools to query and explore MySQL databases via std…
— ○ ⏳ — — — — — —
44093
Em-Deesha
Enables Gemini CLI and other AI assistants to manage todos (create, read, updat…
— ○ ⏳ — N/A N/A — — —
44094
pipeworx-io
Enables querying metadata from MyVariant.info, a comprehensive variant annotati…
— ○ ⏳ — — — — — —
44095
ZHANG-923-ZE
origin-MCP Claim
Enables AI assistants to control Origin 2025b for scientific plotting via natur…
— ○ ⏳ — N/A N/A — — —
44096
markswendsen-code
mcp-nextdoor Claim
An MCP server for Nextdoor that automates neighborhood feed browsing, marketpla…
— ○ ⏳ — N/A N/A — — —
44097
lugondev
Comprehensive Model Context Protocol server that enables AI agents to interact …
— ○ ⏳ — N/A N/A — 95 —
44098
TheBarmaEffect
Runtime constitutional verification for AI answers — claim reasoning, ECS, red …
— ○ ⏳ — N/A N/A — — —
44099
Mahima-Sanketh-Git
mcp-foundry Claim
An MCP server providing AI-powered weather tools via Google Generative AI, enab…
— ○ ⏳ — N/A N/A — — —
44100
PlanetMarc
Enables AI assistants to query SQL Server databases and retrieve schema informa…
— ○ ⏳ — N/A N/A — — —
Showing 44051–44100 of 69313 servers
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