MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29865
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58001
arunksingh16
A FastMCP server that provides AI assistants with access to Microsoft Entra (Az…
58002
axel-belfort
HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: s…
81
58003
lzlrd
MCP server for RealFaviconGenerator to generate favicon sets, audit live sites …
N/A N/A
58004
Jtuppack
Provides tools to search and enrich people and companies, retrieve job postings…
N/A N/A
58005
AryanManral27
Provides current weather information for any location and generates AI-powered …
58006
pelaris
Pelaris Claim
AI fitness coaching through any MCP-compatible AI assistant. 21 tools for perso…
81
58007 N/A N/A 95
58008
ragna999
An MCP server that gives AI agents real-time Solana DeFi intelligence — smart m…
N/A N/A 95
58009
crsxmd
Rewindex Claim
Auto-snapshot tool for AI agents. Reduces the risk of AI agents breaking your c…
N/A N/A
58010
PGYER
Enables uploading and managing iOS/Android apps on the PGYER platform through M…
58011
ChessMess
Lets AI assistants control the physical Return to Dark Tower board game tower v…
N/A N/A
58012
ema-security
Verifies AI agent wallets, domains and manifests before any transaction. Return…
N/A N/A 95
58013
vishnu-mouli-102408
Enables searching for keywords in files with support for case-sensitive/insensi…
N/A N/A 95
58014
raunakkathuria
lexilint Claim
Offline spell checker + BYOK grammar for AI assistants. Works with Claude Deskt…
N/A N/A 95
58015
hGf-hansheng
ca Claim
N/A N/A 95
58016
abaiii168
Free MCP server for World Cup 2026 fixtures, local kickoff times, and Dataset J…
N/A N/A
58017
jimmystridh
An MCP server for Sweden's largest grocery chain Willys. Enables controlling yo…
N/A N/A
58018
tirthanzh
Provides tools to search and retrieve detailed information about airports and s…
58019
leolilley
Kiwi MCP Claim
A unified MCP server that consolidates directives, Python scripts, and knowledg…
81
58020
bitshelf
Provides serial debugging for embedded Linux targets, enabling boot log capture…
58021
zygou-31
Enables MCP-compatible clients to interact with an Immich photo management inst…
58022
srinipusuluri
Provides tools for searching flights, creating and canceling bookings, and retr…
N/A N/A
58023
philglazer
Enables searching and discovering machine learning papers, state-of-the-art ben…
81
58024
andyliszewski
grounding-ai Claim
Ingests pdf and epub documents for LLM-retrieval (RAG)
N/A N/A
58025
IgniteUI
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
N/A N/A 81
58026
oliverkraft93-ops
chemistry Claim
Deterministic MCP for AI agents: drug discovery, ADMET, docking, LNPs, DoE, ret…
58027
Illuminati-Networks
Enables managing Illuminati Networks CDN zones, object storage, and account (in…
58028
rjadhavJT
Automates the creation of standardized documentation by extracting information …
81
58029
simiancraft
A Model Context Protocol server for Gmail that lets AI assistants read, send, s…
58030
CyranoB
Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…
N/A N/A 95
58031
getgapup
100+ MCP tools for AI agents: content metadata, trade intelligence, business-ex…
58032
phelps-matthew
Enables Claude to access and search a local Zotero library by querying metadata…
N/A N/A 95
58033
rishabhsfdc
A local web search MCP server that uses stealth Chromium to bypass CAPTCHAs and…
N/A N/A
58034
baanish
A minimal MCP server that exposes web search via Synthetic's API, providing a s…
N/A N/A
58035
LeonMare
vozclara Claim
Generate Knowledge Packs — summary, flashcards, quiz, transcript — from any You…
58036
ariburaco
A Model Context Protocol server that provides semantic search and intelligent a…
N/A N/A
58037
artryazanov
MCP server that fetches raw HTML content from a given URL to provide web contex…
58038
shikato
mcp-instana Claim
Enables seamless interaction with the IBM Instana observability platform, allow…
N/A N/A
58039
mathomhaus
guild Claim
Shared context, memory, and task coordination across AI coding agents. Single G…
N/A N/A
58040
artem-amplemarket
Enables access to Amplemarket's knowledge base through Pylon's API. Supports se…
81
58041
matpb
Read-only access to MySQL databases with query sanitization, Cloud SQL Proxy su…
58042
Mnehmos
Trace MCP Claim
Static analysis engine that detects schema mismatches between data producers (l…
81
58043
sani-savaliya
cortex-brain Claim
An MCP server that enables AI agents to search, read, and contribute to a struc…
N/A N/A
58044
vespo92
QBO-MCP-TS Claim
Enables QuickBooks Online integration for financial management with CRUD operat…
N/A N/A
58045
AbiyuLingga
ltagent-mcp Claim
Generates, simulates, and inspects LTspice circuits via MCP tools and resources…
N/A N/A
58046
yauhen-l
Text2Event Claim
Extracts calendar events from natural-language text, with .ics and calendar lin…
58047
md-ammar-97
Enables appending formatted content to Google Docs and creating styled Gmail dr…
58048
praveen-radakirouchenane
A CLI tool to scaffold and manage new MCP-compatible server projects with uv, i…
N/A N/A
58049
oovz
MCP server for reading, querying, and filtering local JSON files with extended …
N/A N/A
58050
manfredas370
Enables finding the best-sounding pressing of an album and mood- and taste-base…
Showing 58001–58050 of 58579 servers