MCP Server Quality Scores

Independent quality analysis of 47628 public MCP servers

47628
Discovered
29602
Scored
2112
Verified
16952
Complete

Last updated 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47501
ASG Card Claim 1
Give AI agents autonomous virtual card management via x402 and Stellar USDC
N/A N/A 81
47502
ginkelsoft-development
mcp-hetzner Claim
Enables conversational management of Hetzner Cloud, DNS, and Storage Box infras…
47503
xiaobenyang-com
Transform and analyze text in one place. Convert case, trim whitespace, reverse…
N/A N/A 95
47504
JiayuuWang
A Type 4 OAuth MCP server that enables AI assistants to interact with HubSpot C…
47505
dungeonroll0
On-chain D&D 1v1 combat on Base. Register agents, wager ETH, fight. Loser dies …
N/A N/A 75
47506
aixsignal
Hello Claim
Greet anyone with a friendly, personalized hello. Create quick salutations for …
N/A N/A 95
47507
alexar76
**aimarket-mcp-packager** hub plugin: turn AIMarket capabilities into self-host…
47508
kioie
memex Claim
Local MCP memory for coding agents. SQLite on your machine — preferences persis…
N/A N/A
47509
cyanheads
Query U.S. Census Bureau data, variables, and geography via MCP.
N/A N/A
47510
ai-mrr4
Antalpha-MCP Claim
Helping AI better understand, route, and execute Web3. End-to-end security, tra…
81
47511
mybytecode
fetch Claim
N/A N/A 95
47512
microbiomedata
nmdc-mcp Claim
A fastmcp-based tool for writing prompts against data in the NMDC database.
47513
kodleae614
aw4eqwsd Claim
N/A N/A 95
47514
reidgoodbar
squire Claim
Remote runtimes for validation and offload jobs.
83
47515
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
47516
twn39
Enables interaction with PostgreSQL databases through MCP, supporting queries, …
47517
ponderedw
Airflow MCP Claim
Enables natural language interaction with Apache Airflow for querying DAGs, mon…
N/A N/A
47518
MCP server for Appium mobile automation on iOS and Android devices with test cr…
N/A N/A 81
47519
MindMadeLab
x-mcp-server Claim
Enables AI assistants to interact with X (Twitter) API v2 for posting tweets, s…
N/A N/A
47520
clarvia-project
clarvia Claim
AI agent tool discovery and scoring. Search 15,400+ MCP servers, APIs, and CLIs.
N/A N/A 95
47521
DarkD
darkd-skills Claim
Four specialized AI agent skills: Integral Hermeneutics (8-lens text interpreta…
47522 N/A N/A 95
47523
gusztavvargadr
A Docker-based MCP server that exposes humorous and explicit FOAAS operations f…
N/A N/A
47524
aymenfurter
bricks-use Claim
MCP server for executing Databricks SQL queries and comparing table data, suppo…
47525
elfenlieds7
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
N/A N/A 95
47526
konid Claim 1
Three translation options per phrase, casual to formal, with register context a…
N/A N/A 81
47527
MistaHolmes
An MCP server that enables a Gemini-based chatbot to fetch and summarize curren…
N/A N/A 95
47528
srotzin
Hive MCP server implementing the EIP-712 over USB/DMK ledger-bridge integration…
47529
emergentphysicslab
WaveGuard Claim
Detect anomalies in any data type using advanced wave physics simulation withou…
81
47530
Savirinc
unfragile Claim
The match graph for AI. Search 100K+ capabilities across 13K+ AI artifacts.
N/A N/A
47531
VictoriaMetrics-Community
MCP Server for VictoriaTraces. Provides integration with VictoriaTraces API and…
N/A N/A 83
47532
s2tconsulting
Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI work…
N/A N/A 95
47533
gopls-mcp
gopls-mcp Claim 1
MCP server for golang projects development: Expand AI Code Agent ability bounda…
N/A N/A 95
47534
k1y0miiii
tbro-mcp Claim
An MCP server that provides web_search and web_fetch tools returning plain text…
N/A N/A
47535
rob-long
Enables AI-powered debugging through structured logging with pattern recognitio…
81
47536
bracesproul
Template for serving FastMCP servers over Streamable HTTP within a LangGraph Se…
47537
zemi-gh
Exposes common CTF and cybersecurity tools (crypto, forensics, malware analysis…
N/A N/A 95
47538
nerdydata
mcp Claim
Search websites by source code, technology stack, analyze domains, and download…
N/A N/A 83
47539
SrmTech-git
ttt-mcp Claim
Exposes tic-tac-toe game tools (new_game, get_state, make_move) for Claude to p…
N/A N/A
47540
joaopedro17
qa-mcp Claim 1
An MCP server that enables Claude to create and manage TestRail test cases dire…
81
47541
truthanb
MCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time…
N/A N/A
47542
archimedes-market
AWS Cost Explorer + Anomaly Detection exposed as MCP tools. Surface unusual spe…
47543
lustre Claim 1
Premium Flutter UI components for AI coding agents. 46 widgets, 3 themes, light…
N/A N/A 81
47544
petitsolu
Solutions journalism podcast (FR): ecology, climate, society. Search, transcrip…
47545
alanpcf
Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks …
N/A N/A
47546
richard-luc
Enables AI tools to create, edit, and inspect KiCAD schematic files, including …
N/A N/A
47547
venkatanaveen2078909-rgb
An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of…
47548
aryaminus
astro Claim
Multi-tradition astrology. 19 modes, 18 tools. Deterministic ephemeris engine.
N/A N/A
47549
Murugarajr
OHM MCP Claim
Provides comprehensive Python code refactoring capabilities including AST-based…
N/A N/A 95
47550
Yenn503
NoctisAI Claim
Enables advanced malware development, threat intelligence analysis, and offensi…
81
Showing 47501–47550 of 47628 servers