MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

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50632
Discovered
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29751
Scored
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2112
Verified
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16952
Complete
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Last updated 54 minutes ago

Grade Distribution

Score Distribution

Newly Added

mcp F Altoviz MCP Server F Thrivee — Personal Finance Intelligence F Ezi Home Services F voip.ms F

Biggest Gainers

Wisely x402 Agent-Payment Infrastructure +48 Graffeo Coffee Roasting +46 mkdshare.DEV +45

Biggest Drops

Serverless-DB-Oracle -46 dime-experiment-tools -45 FreelanceOS -44
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50601
CSOAI-ORG
email-validator-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
50602
brainfuel
MCP Browser Claim
Native macOS browser exposing an MCP server so AI agents can drive a real WKWeb…
 — ○ ⏳ — N/A N/A — — —
50603
rb58853
A simple MCP server implementation in Python using FastMCP and FastAPI, providi…
 — ○ ⏳ — — — — — —
50604
paullippert
A comprehensive Model Context Protocol server for PocketBase that provides both…
 — ○ ⏳ — N/A N/A — 95 —
50605
AmirTlinov
A universal MCP server that enables AI agents to securely manage PostgreSQL dat…
 — ○ ⏳ — — — — 81 —
50606
CaptainCrouton89
Enables AI assistants to create, manage, and break down tasks into subtasks wit…
 — ○ ⏳ — N/A N/A — — —
50607
SafiePublic
Enables to retrieve device information, images, media, location, thumbnails, an…
 — ○ ⏳ — — — — — —
50608
fastmcp-me
Enables AI assistants and applications to interact with Airtable bases through …
 — ○ ⏳ — — — — — —
50609
sondt2709
Cloud VM MCP Claim
Manages and views virtual machines across multiple cloud providers (AWS, Azure,…
 — ○ ⏳ — — — — — —
50610
adrienlupo
mcp-strava Claim
Minimalist Strava integration for Claude with 7 focused tools for querying athl…
 — ○ ⏳ — — — — — —
50611
smartaces
render_mcp Claim
A guide to deploy a remote MCP server on Render.com and connect it to Anthropic…
 — ○ ⏳ — — — — — —
50612
goww7
ActTrace Claim
MCP server for EU AI Act compliance, providing risk classification of AI featur…
 — ○ ⏳ — N/A N/A — — —
50613
deplo
deplo.sh Claim
Deploy static sites, files, and JSON APIs instantly from any AI agent. No confi…
 — ○ ⏳ — — — — 81 —
50614
xiaobenyang-com
— ○ ⏳ — N/A N/A — 95 —
50615
JigsawStack
Convert Speech to Text using JigsawStack AI Models.
 — ○ ⏳ — N/A N/A — 95 —
50616
bhsantos11
A Model Context Protocol server that provides access to messages from an extern…
 — ○ ⏳ — N/A N/A — 95 —
50617
GenAICPA
Provides comprehensive flight tracking capabilities using the OpenSky Network A…
 — ○ ⏳ — — — — — —
50618
daedalus
mcp-manimgl Claim
Exposes manimgl mathematical animation functionality as MCP tools, enabling LLM…
 — ○ ⏳ — N/A N/A — — —
50619
mariadb-RupeshBiswas
A read-only BigQuery MCP server with auto-LIMIT injection, dry-run cost guard, …
 — ○ ⏳ — — — — — —
50620
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
 — ○ ⏳ — N/A N/A — 95 —
50621
bkichler
monarch-mcp Claim
MCP server that bridges Claude to Monarch Money for personal-finance analysis a…
 — ○ ⏳ — — — — — —
50622
ctxinf
Enables key-value storage operations using multiple backends (memory, filesyste…
 — ○ ⏳ — — — — — —
50623
pengpongpang
An implementation that connects to locally running Anki, enabling card review a…
 — ○ ⏳ — N/A N/A — 95 —
50624
cicicalex
engine Claim
AIN bias & stability engine: finance, gaming, AI, crypto. 68 tools across 11 ca…
 — ○ ⏳ — N/A N/A — 75 —
50625
martin-nmc8
An MCP (Model Context Protocol) server that exposes the Vincario API to AI agen…
 — ○ ⏳ — — — — 81 —
50626
stephen
pubnub-mcp Claim
— ○ ⏳ — N/A N/A — 95 —
50627
joepangallo
Track AI agent fleet performance, costs, anomalies, and trends.
 — ○ ⏳ — N/A N/A — 95 —
50628
YawLabs
A small AWS MCP for AI assistants: one server, one config entry, SSO re-auth ba…
 — ○ ⏳ — N/A N/A — — —
50629
sdtempo
Get personalized workout recommendations based on your menstrual cycle phase. A…
 — ○ ⏳ — N/A N/A — 95 —
50630
mcph Claim 1
mcp.hosting — one install, all your MCP servers, managed from the cloud
 — ○ — N/A N/A — 81 —
50631
davidmosiah
delx-memory Claim
Local-first persistent memory MCP: shared SQLite key/value store, searchable, T…
 — ○ ⏳ — N/A N/A — — —
50632
mark-nelson
US drone airspace intelligence and mission planning. Query 11 FAA data layers, …
 — ○ ⏳ — — — — 81 —
Showing 50601–50632 of 50632 servers
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