MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 17 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
68001
AustinMunday
Collective episodic memory for AI coding agents — search, deposit, comment, sho…
— ○ ⏳ — N/A N/A — — —
68002
sherweb-development
Sherweb Platform MCP server to manage subscriptions and orders. Use OpenID Conn…
— ○ ⏳ — — — — — —
68003
1withall
domin8 Claim
A deterministic MCP server that enforces auditable workflows by requiring AI ag…
— ○ ⏳ — N/A N/A — 95 —
68004
agenticvault
Exposes an EVM wallet to AI agents via MCP, using AWS KMS for HSM-backed signin…
— ○ ⏳ — — — — — —
68005
AION-Analytics
Indian macro-event and sector impact intelligence for MCP workflows.
— ○ ⏳ — N/A N/A — — —
68006
neuro-flash
mcp Claim
Create content and test it on a real audience — neuroflash Digital Twins inside…
— ○ ⏳ — — — — — —
68007
klappy
A media transcoding proxy with an MCP control surface for generating optimized …
— ○ ⏳ — — — — — —
68008
malamutemayhem
110+ tools for AI agents spanning social media, finance, gaming, music, AU-spec…
— ○ ⏳ — N/A N/A — — —
68009
aaryanptl
Enables AI assistants like Claude or ChatGPT to query OpenRouter's 300+ models …
— ○ ⏳ — — — — — —
68010
cotton357
Maya MCP Claim
Enables AI assistants like Claude Desktop to control Autodesk Maya via natural …
— ○ ⏳ — N/A N/A — — —
68011
j03rul4nd
Generates professional invoices from Claude Desktop using RapidInvoice and stor…
— ○ ⏳ — — — — — —
68012
kscz0000
Automatically generates Chinese README documentation and mind maps for project …
— ○ ⏳ — N/A N/A — 95 —
68013
lucamarien
A secure MCP server for managing OPNsense firewalls through AI assistants. Prov…
— ○ ⏳ — N/A N/A — — —
68014
Auxin-io
NYC Friend Claim
Get friendly, local answers to your New York City questions. Ask about neighbor…
— ○ ⏳ — N/A N/A — 95 —
68015
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
— ○ ⏳ — — — — — —
68016
vinay1359
Dual-mode tool server for controlling Spotify through terminal or AI assistants…
— ○ ⏳ — — — — — —
68017
jpwilson
Enables AI agents to search, compare pricing, and order satellite imagery from …
— ○ ⏳ — — — — — —
68018
guirguispierre
canvasMCP Claim
Deploys a read-only MCP server to Cloudflare Workers for interacting with Canva…
— ○ ⏳ — — — — — —
68019
SalesforceDiariesBySanket
Enables interaction with Salesforce data and services via custom MCP tools, inc…
— ○ ⏳ — — — — — —
68020
Bing-Xuan-Lu
A Node.js MCP server that gives Claude Code direct access to file operations, d…
— ○ ⏳ — N/A N/A — — —
68021
gaudiolab-mcp
Gaudio Lab Audio AI — Stem Separation, DME Separation, AI Text Sync
— ○ ⏳ — — — — — —
68022
ismailsaleekh
Mobbin Agent Claim
MCP server that gives AI agents browser-based access to Mobbin for design resea…
— ○ ⏳ — N/A N/A — — —
68023 — ○ ⏳ — N/A N/A — 95 —
68024
himakarinv-stack
ai-mosaic Claim
MCP server for Angular 19+ development, providing PR review, code scaffolding, …
— ○ ⏳ — N/A N/A — — —
68025
sndworldgh
A secure, git-aware MCP server for working with local repositories, enabling fi…
— ○ ⏳ — N/A N/A — 95 —
68026
ruixingshi
Leverage Deepseek's reasoning capabilities to enhance your AI interactions. Acc…
— ○ ⏳ — N/A N/A — 95 —
68027
geraservicesuk
GeraClone MCP — discover expert clones, check operator's clone status, start ex…
— ○ ⏳ — N/A N/A — 83 —
68028
BrandonStudio
SearXNG-MCP Claim
Provides a bridge between AI assistants and SearXNG, a privacy-respecting metas…
— ○ ⏳ — — — — — —
68029 — ○ ⏳ — N/A N/A — 95 —
68030
Eomsangsik
A function-level call-graph indexer for GDScript/Godot projects, exposed as an …
— ○ ⏳ — N/A N/A — — —
68031
opensensor
Enables AI assistants to interact with Netflix Conductor Workflow Engine for tr…
— ○ ⏳ — — — — 81 —
68032
Xavierfok
Browse the web and run Google search through real Singapore mobile carrier IPs.
— ○ ⏳ — — — — — —
68033
lily95h
Enables interaction with Azure AI Foundry services including model exploration …
— ○ ⏳ — — — — 81 —
68034
ishan-parihar
Enables AI assistants to interact with Instagram by scraping profiles, posts, r…
— ○ ⏳ — — — — — —
68035
Yasirrazaa
Converts Jupyter notebooks to a simplified plain text format to reduce token us…
— ○ ⏳ — N/A N/A — 95 —
68036
enescinar
Twitter Server Claim 1
A Model Context Protocol server that allows interaction with Twitter, enabling …
— ○ ⏳ — N/A N/A — 95 —
68037
dsingh80
Local stdio MCP server that handles Google OAuth2 locally and proxies authentic…
— ○ ⏳ — N/A N/A — — —
68038
exasol
Provides an LLM access to the Exasol database via MCP tools, enabling reading o…
— ○ ⏳ — N/A N/A — — —
68039
lazymac2x
form-backend Claim
Cloudflare Workers MCP server: form-backend
— ○ ⏳ — — — — — —
68040
danii1
@memlane/mcp Claim
Connects Memlane, your personal library of saved links and notes, to AI assista…
— ○ ⏳ — — — — — —
68041
Operative-Sh
web-eval-agent Claim 1
An MCP Server that autonomously debugs web applications with browser-use browse…
— ○ ⏳ — N/A N/A — 95 —
68042
NG-Bullseye
Read-only MCP server for FinTS/HBCI banking; enables account information retrie…
— ○ ⏳ — N/A N/A — — —
68043
bknc-odoo
gmail_mcp Claim
— ○ ⏳ — N/A N/A — 95 —
68044
AsifKibria
Maintenance, recovery, and observability for Claude Code. CLI + MCP server + da…
— ○ ⏳ — N/A N/A — — —
68045
ntwkrgr
bear-mcp Claim
Enables Claude to interact with Bear notes (via better-bear-cli) for listing, s…
— ○ ⏳ — N/A N/A — — —
68046
UK Food Standards Agency + EU Reg 178/2002 + HACCP + allergen labelling complia…
— ○ — N/A N/A — 81 —
68047
dravidsajinraj-iex
Extract content and metadata from various file formats including PDF, DOC, DOCX…
— ○ ⏳ — N/A N/A — 95 —
68048
u9401066
Enables medication reference workflows including drug search, dosing calculatio…
— ○ ⏳ — — — — — —
68049
dblinick
An MCP server for PostgreSQL with index tuning, explain plans, health checks, a…
— ○ ⏳ — — — — — —
68050
stackblaze
rabbitmq-mcp Claim
Enables LLM agents to manage RabbitMQ queues, exchanges, and shovels via MCP to…
— ○ ⏳ — — — — — —
Showing 68001–68050 of 68948 servers