MCP Server Quality Scores

Independent quality analysis of 67291 public MCP servers

67291
Discovered
32348
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
62551
agentpatternscatalog
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding a…
62552
Fromzy1
An MCP server that enables AI assistants to diagnose network and service proble…
62553
seankrux
harpa Claim
N/A N/A 95
62554
ahmetbarut
Enables AI agents to interact with Jira Cloud, including listing boards and iss…
62555
tickiti
tickiti-mcp Claim
An MCP server that exposes the Tickiti helpdesk API to AI assistants, enabling …
62556
chinpeerapat
Enables job search and scraping across multiple job boards (LinkedIn, Indeed, G…
62557
agentic-ph
Provides unified search across multiple icon libraries with fuzzy search, cachi…
62558
MrTechi-Dev
Enables AI assistants to retrieve, search, and compare procurement documents us…
N/A N/A
62559
kamegoro
frameshot Claim
Enables AI agents to render and screenshot isolated UI components instantly acr…
N/A N/A
62560
Wesley-Gomes93
Autonomous QA testing MCP server that analyzes, fixes, and learns from test fai…
N/A N/A
62561
saksham-jain177
GitBridge Claim
Enables AI assistants to analyze GitHub repositories, including fetching reposi…
62562
applehell
MCP server providing persistent, searchable memory management for AI workflows,…
62563
soydachi
An MCP server that automates CI/CD pipeline creation, analysis, and security en…
62564
camcarre
hevymcp2 Claim
N/A N/A 95
62565
3DStreet
3dstreet Claim
Drive an open 3DStreet scene tab from Claude Desktop or Claude Code via MCP too…
N/A N/A
62566
snakaya
vibsync Claim
One shared brain for your AI coding agents: team memory, agent Q&A, tasks, and …
62567
muhammedehab35
Enables Claude to store and retrieve information with semantic search using Qdr…
62568
Androsh7
Enables LLMs to create, destroy, and manage AWS EC2 instances, including runnin…
81
62569
salitaba
A comprehensive MCP server for analyzing Maven jar files in the local repositor…
N/A N/A
62570
akari2600
magika-mcp Claim
Enables AI-powered file type detection using Google Magika, identifying file ty…
N/A N/A
62571 N/A N/A 95
62572
Sheikh-Muhammad-Mujtaba
A comprehensive MCP server for ERPNext providing generic, doctype-agnostic acce…
62573
mlstudios-ai
A tutorial implementation MCP server that enables analysis of CSV and Parquet f…
N/A N/A 95
62574
print-yuhuan
A MCP server that exposes QQ bot capabilities over Streamable HTTP, enabling cl…
62575
199-biotechnologies
Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) …
N/A N/A 95
62576
luiscanaveral
Enables AI agents to search, retrieve, and answer grounded questions over procu…
N/A N/A 95
62577
SmartFactory-KL
aas-mcp Claim
MCP server enabling AI assistants to perform full CRUD operations on Asset Admi…
62578
scoringengine
Provides programmatic access to all Scoring Engine API functionality for managi…
62579
jessef1983
Enterprise-safe MCP server that enables Claude Enterprise to access approved on…
62580
llmops-pro
Provides a pay-per-query web search tool for AI agents via Lightning Network sa…
62581
OilpriceAPI
oilpriceapi Claim
Real-time oil, gas, and commodity prices for Brent, WTI, natural gas, and 40+ c…
N/A N/A 83
62582
Kodeas
Enables AI clients to quote, ship, track, void, and manage shipments via the De…
62583
thananauto
Provides utility tools including random jokes, current weather, and name-based …
62584
flightdb
FlightDB Claim
FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfilte…
62585
elibarnett
kie-mcp Claim
MCP for kie.ai: 45+ image, 70+ video, 20+ audio models with model intelligence
N/A N/A
62586
metricasboss
Integrate the Trasty API with your agents to access monthly usage data seamless…
81
62587
Misko4b
Tarot card meanings for love, and answers to the most-asked love questions, in …
62588
Schedule Docker builds via Windows Task Scheduler — survives VS Code terminal t…
N/A N/A 81
62589
Arkel-ai
Provides tools to interact with the Attio API, enabling management of resources…
N/A N/A
62590
TheJoshGriffith
ai-brain Claim
Enables AI assistants like Claude and Codex to read, write, search, and travers…
62591
TGPCQuotes
A Cloudflare Workers-hosted MCP server that provides basic mathematical operati…
81
62592
Apurv428
sarvam-tools Claim
An MCP server providing tools for speech-to-text, translation, language detecti…
N/A N/A
62593
NG-Bullseye
Reports your Claude subscription usage (5-hour and weekly limits) with a foreca…
N/A N/A
62594
khushi-nayal
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
62595
datalattice
Enables to perform actuarial chain-ladder reserving calculations, including IBN…
N/A N/A
62596
arturseo-geo
MCP server for on-page SEO auditing and JSON-LD schema validation, providing to…
62597
pipeworx-io
Enables AI agents to search, query, and explore datasets from the Centre-Val de…
62598
geraservicesuk
GeraNexus MCP (placeholder) — open Agentic Commerce Protocol by Gera Services. …
N/A N/A 95
62599
NeverDrunkMasterQian
Enables AI agents to store and recall memories in a spherical coordinate space …
N/A N/A
62600
kambleakash0
ast-editor Claim
AST-targeted code editing MCP server with 28 surgical tools for structural edit…
N/A N/A
Showing 62551–62600 of 67291 servers