MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57651
bg4ff8mtdn-dotcom
An MCP server that enforces explicit task ownership acceptance and requires a p…
— ○ ⏳ — — — — — —
57652
turbyho
Exposes tools for AI assistants to query a persistent SQLite+FTS5 index of C/C+…
— ○ ⏳ — N/A N/A — — —
57653
cyanheads
Search, detail, and discovery for movies, TV, and people on The Movie Database …
— ○ ⏳ — N/A N/A — — —
57654
Hrithik-s-Raj
A production-ready MCP server that enables LLMs to create, modify, and export P…
— ○ ⏳ — N/A N/A — — —
57655
1249zts
A multi-database MCP server supporting PostgreSQL, ClickHouse, and MySQL that e…
— ○ ⏳ — — — — — —
57656
alpacax
Enables AI assistants to securely access and manage servers via Alpacon's zero-…
— ○ ⏳ — — — — — —
57657
jianlins
An MCP server that provides full-text search over documentation using Whoosh, e…
— ○ ⏳ — N/A N/A — — —
57658
flarelink-dev
Flarelink Claim
Build on the Flarelink stack — Cloudflare auth, D1, and R2 — from your AI codin…
— ○ ⏳ — N/A N/A — — —
57659
edwardpwtsoi
Provides mathematical calculation capabilities using MathJS, enabling expressio…
— ○ ⏳ — — — — — —
57660
petergarety
gdrive-mcp Claim
A Model Context Protocol (MCP) server that provides AI assistants with secure a…
— ○ ⏳ — — — — — —
57661
tadev77
batman-mcp Claim
MCP server for managing developer escalation (Batman system) to resolve inciden…
— ○ ⏳ — N/A N/A — — —
57662
Espivc
Provides five Chinese metaphysics engines (BaZi, QMDJ, ZWDS, Feng Shui, I Ching…
— ○ ⏳ — — — — — —
57663
davidmosiah
polarmcp Claim
Privacy-first unofficial Polar AccessLink v4 MCP server for AI health, sleep an…
— ○ ⏳ — N/A N/A — — —
57664
itamos-technologia
A modular MCP server that lets you add tools by dropping JavaScript files into …
— ○ ⏳ — N/A N/A — — —
57665
Domush
Builds a searchable memory bank from persona-specific PDF content and exposes i…
— ○ ⏳ — N/A N/A — — —
57666
gimslab
youtube-mcp Claim
Enables AI tools to access YouTube content, including transcript extraction, vi…
— ○ ⏳ — N/A N/A — — —
57667
gareth
reflag Claim
— ○ ⏳ — N/A N/A — 95 —
57668
hernantech
ComfyMCP Claim
Enables Claude to generate images via ComfyUI from natural language requests, a…
— ○ ⏳ — N/A N/A — — —
57669
fastmcp-me
pdf2md-mcp Claim
Converts PDF files to Markdown format using AI sampling capabilities.
— ○ ⏳ — — — — — —
57670
net9876
Enables AI agents to query an approved Terraform module registry and generate c…
— ○ ⏳ — N/A N/A — — —
57671
sugukurukabe
Enables workforce and labor market analysis for Specified Skilled Workers in Ja…
— ○ ⏳ — — — — — —
57672
lesleslie
graphics-mcp Claim
Unified MCP server for graphics manipulation with multiple backends.
— ○ ⏳ — N/A N/A — — —
57673
DovgiyA
Enables developers to check system service status, retrieve project documentati…
— ○ ⏳ — N/A N/A — — —
57674
teresjsiu
A FastMCP-based server that provides complete Slack integration for Cursor IDE,…
— ○ ⏳ — N/A N/A — 95 —
57675
woraphol-j
MCP Server for the LINE Shopping API, enabling AI agents and tools to interact …
— ○ ⏳ — — — — — —
57676
JesseGdotIO
Enables AI agents to call deterministic finance and quant APIs (e.g., DCF, Blac…
— ○ ⏳ — — — — — —
57677
lukleh
A secure MCP server for Grafana that provides read-only access by default, with…
— ○ ⏳ — — — — — —
57678
shubham4038
A Model Context Protocol (MCP) server for PostgreSQL that provides safe, struct…
— ○ ⏳ — — — — — —
57679
TriangleLabs
Search for high-resolution UI design inspirations from Dribbble by simply enter…
— ○ ⏳ — N/A N/A — 95 —
57680
judas-priest
VecMory Claim
An MCP server that provides AI agents with a contextual memory system, storing …
— ○ ⏳ — — — — — —
57681
sassoftware
This MCP server enables natural language scoring with SAS Viya, allowing users …
— ○ ⏳ — — — — — —
57682
njirolu
@deay/mcp Claim
MCP server providing AI assistants with comprehensive documentation about @deay…
— ○ ⏳ — N/A N/A — — —
57683
shieldyguy
stm32-mcp Claim
Enables Claude Code to build, flash, and communicate with STM32 hardware over S…
— ○ ⏳ — N/A N/A — — —
57684
pipeworx-io
mcp-pvgis Claim
Enables querying PVGIS solar radiation and typical meteorological year data thr…
— ○ ⏳ — — — — — —
57685
moellerm1968
MailMCP Claim
Enables reading, sending, and managing emails via IMAP/SMTP through natural lan…
— ○ ⏳ — N/A N/A — — —
57686
schlpbch
Enables users to get weather forecasts, snow conditions, air quality, and locat…
— ○ ⏳ — N/A N/A — — —
57687
alraico
fffinstill Claim
MCP server for fffinstill — A Research Lab for Your Investment Ideas
— ○ ⏳ — — — — — —
57688
InfoseekAI
Search Google, Skyscanner, Skiplagged, Booking.com in real time. Get your API k…
— ○ ⏳ — — — — 81 —
57689
lightningfaucet
mcp-server Claim
Give AI agents a Bitcoin wallet with Lightning Network payments and L402 suppor…
— ○ ⏳ — N/A N/A — 95 —
57690
Rukhsar24081998
Integrates with Google Docs and Gmail for AI-driven document editing and email …
— ○ ⏳ — N/A N/A — — —
57691
codingsasi
DDEV MCP Claim
Enables AI assistants to automate DDEV development environments, including proj…
— ○ ⏳ — N/A N/A — — —
57692
alikayalll43-sudo
kayamcp Claim
Enables AI agents to visually interact with LibreSprite for real-time pixel art…
— ○ ⏳ — N/A N/A — — —
57693
elliot-evno
A basic MCP server built with FastMCP framework that provides simple utility to…
— ○ ⏳ — N/A N/A — 95 —
57694
pipeworx-io
MCP server providing access to Montgomery County, MD open data through the Socr…
— ○ ⏳ — — — — — —
57695
scidonia
rocq-piler Claim
MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabl…
— ○ ⏳ — N/A N/A — — —
57696
Cole-Will-I-Am
A local-first, model-agnostic MCP server that stores personal health data in a …
— ○ ⏳ — — — — — —
57697
autousers-ai
autousers Claim
Evaluate UX with AI personas and human raters directly from MCP-aware clients l…
— ○ ⏳ — — — — — —
57698
ashishmerani
Connects Claude Desktop to Yodlee financial data, enabling account management, …
— ○ ⏳ — — — — — —
57699
pipeworx-io
mcp-kitsu Claim
Enables searching and retrieving anime and manga data from Kitsu's catalogue, i…
— ○ ⏳ — — — — — —
57700
alglb123
Wraps Quartus II 9.1 command-line tools into MCP tools, enabling AI agents to c…
— ○ ⏳ — N/A N/A — — —
Showing 57651–57700 of 69111 servers