MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52001
scarr7981
A comprehensive MCP server that provides Claude with direct access to Docker, D…
N/A N/A
52002
Shweta-Mishra-ai
tokenmizer Claim
Graph-backed session memory for LLMs: checkpoint, resume, file analysis, token-…
N/A N/A
52003
alexgenovese
A fashion vertical MCP server providing tools for product SEO audits and trend …
N/A N/A
52004
frothkoetter
Enables management of Apache Ranger access policies, masking, tag-based policie…
52005
ImadMoka
Enables running multiple isolated browser sessions simultaneously and importing…
N/A N/A
52006
AIckathon-2025-08
Monitors electricity outage schedules in Ukraine's Dnipropetrovsk region, enabl…
N/A N/A
52007
bakhshb
An OpenAPI-driven MCP server for Proxmox VE that provides 2 generic tools to ex…
N/A N/A
52008
yuxin040712
MCP server that enables controlling a StackChan robot via tools like speak, emo…
52009
simplemindedbot
mnemex Claim
Temporal memory for AI with decay and reinforcement. Two-layer storage (JSONL +…
N/A N/A 95
52010
nikitatsym
jira-mcp Claim
MCP server for Jira Cloud enabling issue tracking, comments, transitions, and a…
N/A N/A
52011
Treevu-ai
Commerce for AI agents. 24 MCP tools. 68 retailers (38 verified), 8 countries, …
N/A N/A
52012
exploitintel
eip-mcp Claim
Gives AI assistants access to the Exploit Intelligence Platform for vulnerabili…
52013
jordansilly77-stack
Demo MCP server that exposes order and customer data as read-only tools for AI …
N/A N/A
52014
ArnabbLank
A minimal MCP server for GitHub that enables browsing repos, reading code, sear…
52015
TranscriptMagic
Generate transcripts from YouTube, TikTok, Instagram, and Facebook videos.
52016
granthooks
Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
52017
Rongxuan-Zhou
Exposes MuJoCo physics simulation to AI assistants via 65 MCP tools, enabling n…
52018
bsmi021
Executes Python code with safety constraints and manages Python packages throug…
N/A N/A
52019
JesusGarcia9009
lethe Claim
Context GC for LLM agents: offload large tool outputs and recall them to save t…
N/A N/A
52020
Ninjaboy249
Integrates GitHub Copilot Agent with Azure DevOps to fetch, analyze, and report…
52021
omniologynow-rgb
mcp-server Claim
Live AI agent contest platform on Solana mainnet. Compete in skill tournaments …
52022
hernaninverso
MCP server for verifying claims against evidence using natural language inferen…
52023
rajgurung
Enforces team engineering standards across Git, code review, Rails, frontend, d…
N/A N/A
52024
debitura
mcp-server Claim
Cross-border debt collection: submit and track cases handled by local partners …
52025
blackboxfoundry
livedatalink Claim
182 real-time data tools across 36 domains: sanctions, SEC, courts, finance, cy…
52026
globalsearchdata
Free — no API key required. Enrich by domain or name. Country, contacts, social…
52027
scottmills306
apc-mcp Claim
apc-mcp is a Model Context Protocol server that brings audio plugin development…
N/A N/A
52028
renl
Enables storing and retrieving text passages based on semantic meaning using lo…
N/A N/A
52029
askaudience
Ask 10,000+ synthetic European personas grounded in real survey data (ESS & WVS…
81
52030
zk-armor
Converts Sphinx documentation (RST) to Markdown optimized for LLMs, enabling ea…
N/A N/A
52031
sofiajameson20-star
nordic-data Claim
Global B2B intelligence for AI agents: 35M+ companies, 1.6M sanctions, KYB pack…
52032
rifujin123
drawio-mcp Claim
Enables AI assistants to generate professional UML diagrams (class, use case, a…
N/A N/A
52033
noah-wardlow
lerobot-mcp Claim
Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, aud…
N/A N/A
52034
cognis-digital
mcpharden Claim
Scans MCP servers for security hardening issues including capability declaratio…
N/A N/A
52035
skydeckai
MCP server providing access to US patent data (2000-2024) via Rememberizer's kn…
52036
bssth
aspro-mcp Claim
Enables LLMs to interact with the Aspro.Cloud REST API through self-describing …
52037
Shubochandrosarker
bridgistic Claim
Connect Claude to WordPress safely: signed requests, scoped keys, approvals, lo…
N/A N/A
52038
opengraph
Opengraph Claim
Extract OpenGraph metadata, scrape website content, and take automated screensh…
81
52039
Prince-1501
Enables reading the last 10 emails from your Gmail inbox via an MCP tool.
N/A N/A
52040
peter-tnc-453
Governs and automates WhatsApp messaging for AI agents with security controls l…
52041
labsfuture
Convert Revit files to XKT, IFC, or DWG and query BIM data via natural language.
52042
ellyj3rain
mousecat Claim
An MCP server for AI coding hosts that provides structured operator interaction…
52043
agentladle
It enables AI assistants (Claude, Cursor, etc.) to access SEC EDGAR data throug…
N/A N/A
52044
nds12345-ko
sgis-mcp Claim
Enables users to query Korean demographic statistics (population, households, h…
52045
expandingideas-ai
Mnemo MCP Claim
Persistent AI memory server with hybrid search and embedded sync. Enables AI ag…
52046
mrliuzhiyu
textview-mcp Claim
Connects AI assistants to TextView for persistent memory, enabling saving, sear…
52047
stevebutterworth
changeflow Claim
AI-powered web monitoring. Track any website, get structured change intelligenc…
N/A N/A 83
52048
steveafrost
Enables running an MCP server remotely on Cloudflare Workers with OAuth authent…
52049
pogorelov-labs
Drive a Flipper Zero wirelessly over Bluetooth LE from Claude.
N/A N/A
52050
christianashworth
Exposes a governed semantic layer built on dbt Core and DuckDB, enabling AI age…
N/A N/A
Showing 52001–52050 of 67226 servers