MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52401
Kiara1616
An MCP server for autonomous AI agents to scan and detect hardcoded secrets, AP…
— ○ ⏳ — N/A N/A — — —
52402
abossard
Enables AI assistants to control a local LedFX instance through natural languag…
— ○ ⏳ — N/A N/A — — —
52403
twn39
Enables interaction with PostgreSQL databases through MCP, supporting queries, …
— ○ ⏳ — — — — — —
52404
willianpinho
Read-only static scanner for MCP / agent-gateway production-readiness. The `sca…
— ○ ⏳ — N/A N/A — — —
52405
AStheTECH
Enables interaction with Polymarket prediction markets through read-only access…
— ○ ⏳ — — — — — —
52406
ihrpr
Enables programmatic interaction with Jupyter notebooks, allowing reading, edit…
— ○ ⏳ — N/A N/A — — —
52407
fastmcp-me
Enables web search using Perplexity AI's API, allowing users to search the web …
— ○ ⏳ — — — — — —
52408
camposdelima
A unified MCP server for Google Workspace APIs providing tools for Chat, Gmail,…
— ○ ⏳ — N/A N/A — — —
52409
PlatAid
A GCP-hosted MCP server for Google Analytics GA4 where each user logs in with t…
— ○ ⏳ — — — — — —
52410
dklymentiev
screenbox Claim
Provides AI agents with isolated virtual desktops containing a real Chromium br…
— ○ ⏳ — — — — — —
52411
pipeworx-io
Ebird Claim
eBird MCP — Cornell Lab of Ornithology citizen-science bird observations
— ○ ⏳ — — — — — —
52412
mbucknam
retavyn Claim
Retavyn provides persistent memory for Claude, automatically storing and inject…
— ○ ⏳ — N/A N/A — — —
52413
vosesoftware
Enables Monte Carlo risk modeling in Excel via conversation, including model bu…
— ○ ⏳ — N/A N/A — — —
52414
ABIvan-Tech
Indexes project source files into a local Zvec vector database and provides sem…
— ○ ⏳ — N/A N/A — — —
52415
nivlewd1
MCP server for professional prompt engineering and agentic scaffolding, with cl…
— ○ ⏳ — — — — — —
52416
AegisPrivacy
Provides AI agents with private, pay-per-request internet access through reside…
— ○ ⏳ — — — — — —
52417
zriyansh
Enables interaction with CustomGPT.ai agents through the Model Context Protocol…
— ○ ⏳ — N/A N/A — — —
52418
ubeydtalha
MCP tools for managing your self-hosted Supabase instance. Combines Edge Functi…
— ○ ⏳ — N/A N/A — — —
52419
zm1990s
Exposes Palo Alto Networks Strata Cloud Manager API via MCP, enabling AI assist…
— ○ ⏳ — — — — — —
52420
matr1xp
A production-ready MCP server for UberEats automation, featuring Redis-backed s…
— ○ ⏳ — N/A N/A — — —
52421
connectimtiazh
Gives AI agents persistent memory with bi-temporal tracking, automatically extr…
— ○ ⏳ — — — — 81 —
52422
kynosure-ai
Free hosted MCP server for EU compliance, enabling search across 8 frameworks, …
— ○ ⏳ — — — — — —
52423
melihzafer
goal-engine Claim
Provides persistent goal-tracking with external evaluation for agentic CLIs, en…
— ○ ⏳ — N/A N/A — — —
52424
raj-rubicon
Analyzes raw email headers and emails for phishing, spoofing, and BEC using AI …
— ○ ⏳ — N/A N/A — — —
52425
tiansern92-collab
worldcup-mcp Claim
MCP server exposing live 2026 FIFA World Cup group standings and Round-of-32 br…
— ○ ⏳ — N/A N/A — — —
52426
mso-docs
An AI-powered documentation navigator that enables intelligent search, summariz…
— ○ ⏳ — N/A N/A — — —
52427
KORThomasJeong
vault-mcp Claim
A remote MCP server that enables language models to search, read, and write not…
— ○ ⏳ — — — — — —
52428
notpoiu
Enables AI agents to interact with a running Roblox game client to execute Lua …
— ○ ⏳ — N/A N/A — — —
52429
Clement-Okolo
Provides real-time weather alerts and forecasts for US locations by integrating…
— ○ ⏳ — — — — — —
52430
ivan-loh
mcp-excel Claim
Enables querying Excel and CSV files using SQL via natural language, allowing A…
— ○ ⏳ — N/A N/A — — —
52431
aaronsb
Connects AI assistants to an Obsidian vault as a semantic knowledge graph, enab…
— ○ ⏳ — N/A N/A — — —
52432
GRAMMAC1
error2fix Claim
Provides coding agents with compressed failure context via MCP, reducing the ne…
— ○ ⏳ — N/A N/A — — —
52433
mov2day
QE-MCP Claim
A Python-based MCP server that enforces configurable Quality Assurance automati…
— ○ ⏳ — N/A N/A — — —
52434
nutstrut
Verifies signed SAR v0.1 settlement receipts offline using Ed25519 signatures a…
— ○ ⏳ — N/A N/A — — —
52435
RainbowAC
A Model Context Protocol server that wraps RPA-Python to enable AI models to di…
— ○ ⏳ — N/A N/A — — —
52436
IvanTereshin
yougile-mcp Claim
A production-grade Model Context Protocol server for YouGile that lets AI agent…
— ○ ⏳ — — — — — —
52437
pipeworx-io
Enables querying and searching open geospatial datasets from the City of Dublin…
— ○ ⏳ — — — — — —
52438
catlog22
Integrates with Claude Code to execute AI-powered code analysis and workflow au…
— ○ ⏳ — N/A N/A — — —
52439
skillzmarket
Enables AI assistants to search, get info, call, and review paid AI skills on S…
— ○ ⏳ — — — — — —
52440
jpaoad31
basecamp-mcp Claim
Enables interacting with Basecamp projects, todos, messages, chats, and more th…
— ○ ⏳ — N/A N/A — — —
52441
ryss30
Self-service creative engine: a living market-signal feed, narratives your expe…
— ○ ⏳ — — — — — —
52442
mychaelconnolly
A security-first MCP server and paired agent skill for the PhishFort Unified Cl…
— ○ ⏳ — N/A N/A — — —
52443
johnpapa
starwars Claim
Provides access to the SWAPI Star Wars API, enabling users to query characters,…
— ○ ⏳ — — — — — —
52444
tskovlund
mcp-score Claim
AI-powered music notation server that lets you create and edit scores using nat…
— ○ ⏳ — N/A N/A — — —
52445
zayedrais
An MCP server using Google's Agent Development Kit with multiple specialized ag…
— ○ ⏳ — N/A N/A — — —
52446
aicontentdrop
Make AI videos, images, ads and short dramas from a description, priced first. …
— ○ ⏳ — — — — — —
52447
pipeworx-io
mcp-diff Claim
Computes line-level diffs between two texts, returning added/removed lines and …
— ○ ⏳ — — — — — —
52448
yassinech-99
A Model Context Protocol (MCP) server that enables LLMs to interact with the Vi…
— ○ ⏳ — N/A N/A — — —
52449
jack-whimvy
MCP server that connects AI coding tools to VibeCompass projects for reading co…
— ○ ⏳ — N/A N/A — — —
52450
mfbaig35r
Exposes a dependency graph of strategic sourcing artifacts and analyses as an M…
— ○ ⏳ — N/A N/A — — —
Showing 52401–52450 of 69182 servers