MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 23 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68101
olahol
SSMCP Claim
A stateless HTTP-based protocol for building MCP-compatible servers. Enables ea…
— ○ ⏳ — — — — — —
68102
mcp-tools-lab
Helps citizens and businesses navigate French bureaucracy with AI, covering tax…
— ○ ⏳ — — — — — —
68103
node2flow-th
Supabase MCP Claim
MCP server for Supabase, enabling database CRUD, storage management, auth admin…
— ○ ⏳ — — — — — —
68104
lordbasilaiassistant-sudo
MCP server for AI agents to create and manage P2P escrow deals on Base (ETH or …
— ○ ⏳ — — — — — —
68105
YforC
antoskill Claim
A package manager for Agent Skills — discover, vet, and pin them across Claude …
— ○ ⏳ — N/A N/A — — —
68106
MattiVenta-SiiliSolutionsOyj
MCP server that provides weather information for the Linnannmaa area, enabling …
— ○ ⏳ — N/A N/A — — —
68107
pfaeffli
Enables interaction with the Clockodo time tracking API, providing tools, promp…
— ○ ⏳ — N/A N/A — — —
68108
grburgess
mindgap Claim
Exposes the mindgap knowledge graph as an MCP server over stdio, providing tool…
— ○ ⏳ — N/A N/A — — —
68109
kbarbel640-del
trinitas-mcp Claim
Enables context-aware memory and multi-model orchestration through tools for st…
— ○ ⏳ — N/A N/A — — —
68110
metamesh-uga
MetaMesh-UGA Claim
Serverless edge control plane to discover, route and monetize 14,982+ MCP tools.
— ○ ⏳ — — — — — —
68111
Subrat2018
Read-only MCP server for complete, reconciled reporting from live Zendesk data,…
— ○ ⏳ — — — — — —
68112
djayatillake
Enables deep Bible study through tools for original language lexicons, morpholo…
— ○ ⏳ — — — — — —
68113
rocari
Enables AI assistants to manage ClickUp workspaces, teams, spaces, folders, lis…
— ○ ⏳ — — — — — —
68114
priyasogani8-star
A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, incl…
— ○ ⏳ — N/A N/A — — —
68115
david-constantinescu
Remote MCP server for FTC & Pedro Pathing research, providing tools to search t…
— ○ ⏳ — — — — — —
68116
agents-finance
bank Claim
The financial layer for the agent economy. Self-custody wallets, on-chain USDC …
— ○ ⏳ — — — — 81 —
68117
UjjwalKo
mcp-pypi Claim
An MCP server built with FastMCP that provides basic terminal abilities like ru…
— ○ ⏳ — N/A N/A — — —
68118
wanadev
Provides full control over GitLab epics, issues, merge requests, pipelines, and…
— ○ ⏳ — — — — — —
68119
gm4prezi
oig-leie-mcp Claim
Screens individuals and entities against the OIG LEIE exclusion list, returning…
— ○ ⏳ — N/A N/A — — —
68120
ai-engineer-devansh-singh
Stream MCP Claim
Enables deployment of MCP servers over HTTP, providing ready-to-use tools for t…
— ○ ⏳ — N/A N/A — — —
68121
askadvaith
MCP State Sidecar: durable state persistence for multi-agent AI workflows
— ○ ⏳ — N/A N/A — — —
68122
jgraph
draw.io Claim
Create diagrams in chat, rendered as live interactive draw.io diagrams. 10,000+…
— ○ ⏳ — — — — — —
68123
slapglif
Enables systematic code investigation using Monte Carlo Tree Search to explore …
— ○ ⏳ — N/A N/A — — —
68124
SteedMonteiro
A simple MCP server for local documentation with RAG capabilities, enabling AI …
— ○ ⏳ — N/A N/A — — —
68125
ragalgo
Get daily, noise-free market insights for Korean stocks and crypto with scored …
— ○ ⏳ — N/A N/A — 95 —
68126
extend-hq
extend Claim
Turn documents into structured data: parse, extract, classify, split, and fill …
— ○ ⏳ — — — — — —
68127
Google Drive Claim 2
Google Drive integration with file operations, folder navigation, search, and s…
— ○ — N/A N/A — 61 —
68128
baddif
gmail-send Claim
Enables AI agents to send emails via Gmail using App Password authentication wi…
— ○ ⏳ — — — — — —
68129
OliveriGuido
A Model Context Protocol server that lets LLM clients answer business questions…
— ○ ⏳ — — — — 81 —
68130
GK-Leyton
Provides read-only access to SQL Server databases via Claude Desktop, with mult…
— ○ ⏳ — — — — — —
68131
themewireco
Synchronity Claim
Enables AI assistants to search, compare, and buy products across connected Woo…
— ○ ⏳ — N/A N/A — — —
68132
L-Chris
chatlab-mcp Claim
MCP server for ChatLab that automates the chatlab-cli in headless HTTP mode, en…
— ○ ⏳ — N/A N/A — — —
68133
Meerkats-Ai
A powerful Model Context Protocol (MCP) server implementation for seamless Goog…
— ○ ⏳ — — — — — —
68134
koutaxd2-dev
Alegra MCP Claim
Enables querying and managing Alegra inventory and products through natural lan…
— ○ ⏳ — — — — — —
68135
mayank2424
Enables LLM clients to interact with Harvest time tracking accounts for managin…
— ○ ⏳ — — — — — —
68136
florinel-chis
gomag-mcp Claim
A Model Context Protocol server for the Gomag Public API that provides 48 typed…
— ○ ⏳ — — — — — —
68137
lazymac2x
Enables regex testing, replacement, splitting, validation, explanation, escapin…
— ○ ⏳ — — — — — —
68138
oneKn8
mcp-memory Claim
Provides persistent memory with semantic search for MCP-based AI agents, enabli…
— ○ ⏳ — N/A N/A — — —
68139
chrischall
zola-mcp Claim
Zola wedding planning for Claude — vendors, budget, guests, seating, registry, …
— ○ ⏳ — N/A N/A — — —
68140
pianosa-labs
TripLedger Claim
Travel ledger for AI: journeys, stays, expenses, tax-residency day counts and S…
— ○ ⏳ — — — — — —
68141
ivan-escribano
MCP Eleven Claim
An open-source MCP server that turns any AI assistant into a football data anal…
— ○ ⏳ — N/A N/A — — —
68142
defibabylon
Trace Claim
An MCP server that transforms Claude into an honest CV co-pilot, mechanically v…
— ○ ⏳ — N/A N/A — — —
68143
jackculpan
FlightQueue Claim
TSA wait times, predictions, FAA delays, and baggage stats for 8,000+ airports.
— ○ ⏳ — — — — — —
68144
ScientiaAI
Textile design AI: print-ready upscaling, seamless repeats, colourways, screen …
— ○ ⏳ — N/A N/A — — —
68145
vasylenko
markfetch Claim
Fetches any URL and returns clean markdown, using a real Chrome fingerprint to …
— ○ ⏳ — — — — — —
68146 — ○ ⏳ — N/A N/A — 95 —
68147
ged-pawel
An MCP server for construction tools that calculates wall formwork material tak…
— ○ ⏳ — — — — — —
68148
myat-kyaw-thu
mcp-connect Claim
A dead simple MCP server for exposing your app functions to AI agents like Clau…
— ○ ⏳ — N/A N/A — — —
68149
pinchasn81
Enables logging and retrieving activity data from DynamoDB, supporting activity…
— ○ ⏳ — N/A N/A — — —
68150
Chukwuebuka-2003
Enables personalized AI tutoring by allowing students to upload PDF/DOCX study …
— ○ ⏳ — — — — 81 —
Showing 68101–68150 of 68948 servers