MCP Server Quality Scores

Independent quality analysis of 68965 public MCP servers

68965
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
67601
martinendara
Measure how AI assistants cite your brand. Returns measured data and ready-to-a…
— ○ ⏳ — — — — — —
67602
Hyeonu-Cha
MCP server for .NET coverage: run tests, parse Cobertura, find uncovered branch…
— ○ ⏳ — N/A N/A — — —
67603
openmost
Enables AI models to interact with Matomo analytics through a complete MCP serv…
— ○ ⏳ — N/A N/A — 95 —
67604
CSOAI-ORG
Vehicle handover compliance — NAMA Vehicle Grading, BVRLA Fair Wear & Tear, pho…
— ○ ⏳ — N/A N/A — 95 —
67605
ashark-ai-05
webcli Claim
Secure, agent-driven web data extraction MCP server that extracts structured da…
— ○ ⏳ — — — — — —
67606
jimiaki7
aster-guard Claim
Enables scanning MCP server configurations for security risks like prompt injec…
— ○ ⏳ — N/A N/A — — —
67607
Steeve-Crypto
A local, privacy-first MCP server that orchestrates Ghidra, Binary Ninja, x64db…
— ○ ⏳ — N/A N/A — — —
67608
XENOMORPH0
Enables LLM agents to analyze portfolios and execute orders on the Indian stock…
— ○ ⏳ — — — — — —
67609
PixelCove
Checks whether AI search engines cite your domain for a prompt. From $0.15/call…
— ○ ⏳ — — — — — —
67610
0x01feng
FlowSpec MCP Claim
A PRD-first multi-agent MCP server that wraps agent definitions, collaboration …
— ○ ⏳ — N/A N/A — — —
67611
sgoley
MCP server providing mortgage calculation tools and live interest rates from Ho…
— ○ ⏳ — — — — — —
67612
kodeyai
Detect and list form fields in any PDF. Fill forms with your data and receive t…
— ○ ⏳ — N/A N/A — 95 —
67613
Cicatriiz
TextToolkit Claim
A text transformation and formatting MCP server that provides common text manip…
— ○ ⏳ — N/A N/A — — —
67614
luigisaetta
Provides a blueprint for building and deploying Python MCP servers on Oracle Cl…
— ○ ⏳ — — — — — —
67615
nvdigitalsolutions
Enables AI-powered operations on WordPress sites, integrating multiple LLM prov…
— ○ ⏳ — — — — — —
67616
rvibek
Generates matplotlib charts via a FastAPI service, supporting line, bar, scatte…
— ○ ⏳ — — — — 81 —
67617
modao-dev
Enables HTML code generation from design descriptions, detailed design specific…
— ○ ⏳ — — — — — —
67618
pipeworx-io
St. Louis County GIS — St. Louis County, Missouri open geospatial data (ArcGIS)…
— ○ ⏳ — — — — — —
67619
mosafly
Enables AI coding agents to read each other's conversation history read-only an…
— ○ ⏳ — N/A N/A — — —
67620
blueblueeyes
Enables AI models to interact with SiYuan Note systems, allowing management of …
— ○ ⏳ — N/A N/A — — —
67621
grab
TinyMCP Claim
A lightweight MCP router for FastAPI that enables adding MCP tools to FastAPI a…
— ○ ⏳ — — — — — —
67622
christian-beep383
CarryFeed Claim
Resolve public X/Twitter profiles, posts, and media through CarryFeed.
— ○ ⏳ — N/A N/A — — —
67623
Anjani27
Enables AI assistants to search, filter, and extract job listings from LinkedIn…
— ○ ⏳ — — — — — —
67624
dilshaus
Stitch Wand Claim
Design token tools for Google Stitch: convert, validate, diff, lint, generate, …
— ○ ⏳ — N/A N/A — 95 —
67625
diego.otero
analytics Claim
— ○ ⏳ — N/A N/A — 95 —
67626
CSOAI-ORG
Ai Gateway MCP Server by MEOK AI Labs
— ○ ⏳ — N/A N/A — 95 —
67627
donald-ada
clickhouse Claim
Enables AI assistants to query and manage ClickHouse databases, supporting SELE…
— ○ ⏳ — — — — — —
67628
phoenix581228
An intelligent AI assistant routing and management platform that integrates 107…
— ○ ⏳ — N/A N/A — 95 —
67629
achreftlili
Code Index Claim
SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP.
— ○ ⏳ — N/A N/A — — —
67630
taka392
discord-mcp Claim
MCP server for interacting with Discord via REST API, enabling guild, channel, …
— ○ ⏳ — — — — — —
67631
saurabhav88
An MCP server that turns Claude into a full image production studio, enabling c…
— ○ ⏳ — N/A N/A — — —
67632
DevRico003
Provides AI agents and coding assistants with image generation and editing capa…
— ○ ⏳ — — — — — —
67633
skunkobi
MCP server for E.Leclerc Drive that enables searching products, managing a cart…
— ○ ⏳ — — — — — —
67634
MCP server for Prefect. Monitor and debug workflows, deployments, and automatio…
— ○ — N/A N/A — 81 —
67635
princeofscale
Enables searching, normalizing, and signal-analyzing products on Pinduoduo, wit…
— ○ ⏳ — N/A N/A — — —
67636
vaibhavGala262
A collection of MCP servers demonstrating math operations, weather data, and La…
— ○ ⏳ — N/A N/A — — —
67637
AntMesh
Create focus spaces and read user-authorized focus history summaries.
— ○ ⏳ — N/A N/A — — —
67638
ferronicardoso
Production-oriented MCP server for Microsoft SQL Server, enabling query executi…
— ○ ⏳ — — — — — —
67639
israpasos
posthog-mcp Claim
Enables interaction with PostHog analytics platform, allowing users to list pro…
— ○ ⏳ — — — — 81 —
67640
@itorisaias
Demonstrate and validate the Model Context Protocol server implementation with …
— ○ ⏳ — — — — 81 —
67641
thoraxe
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
— ○ ⏳ — — — — — —
67642
mobile.psy.div3r
clou Claim
— ○ ⏳ — N/A N/A — 95 —
67643
ikido
Enables fetching and analyzing Toggl time tracking data with intelligent parsin…
— ○ ⏳ — — — — 81 —
67644
dequive
MCP server for real-time access to Mozambican legislation, enabling search, sta…
— ○ ⏳ — — — — — —
67645
Sarks0
Enables AI assistants to analyze binaries, debug processes, and inspect kernel …
— ○ ⏳ — N/A N/A — — —
67646
jmagar
UniFi MCP Claim
Enables management of a local UniFi controller, including devices, clients, net…
— ○ ⏳ — — — — — —
67647
xiaobenyang-com
Retrieve comprehensive registration details for any domain. View nameservers, c…
— ○ ⏳ — N/A N/A — 95 —
67648
derekalia
Enables discovery, search, generation, and management of AI models via fal.ai, …
— ○ ⏳ — — — — — —
67649
rowbotik
A Bambu Lab-focused MCP server for controlling Bambu printers, manipulating STL…
— ○ ⏳ — N/A N/A — — —
67650
PalabreX
run.pay Claim
Stripe-native marketplace where AI agents discover and pay per call for API ser…
— ○ ⏳ — — — — — —
Showing 67601–67650 of 68965 servers