MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50201
getaiready
AST-aware TypeScript/JavaScript codebase exploration for AI agents, providing h…
N/A N/A
50202
UVU-Store
A Model Context Protocol server that provides comprehensive access to the Shopi…
50203
GuiLopes29
brain-mcp Claim
Enables automatic knowledge capture and injection of guardrails for AI assistan…
N/A N/A
50204
saselvan
A local-first Graph-RAG system combining ChromaDB with metadata-based graph rel…
N/A N/A
50205
klogins-hash
MCP server that enables SSH access and terminal commands for Railway containers…
N/A N/A
50206 N/A N/A 95
50207
sargonpiraev
Enables AI assistants to interact with the GitLab API, providing over 1000 tool…
N/A N/A
50208
NovadaLabs
novada-mcp Claim
One MCP server. All web data. Search, scrape, crawl, proxy, and AI research — i…
50209
rom-baro
Security scanning for AI coding tools (Claude Code, Cursor, Windsurf) including…
N/A N/A
50210
harrison
ai-counsel Claim
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between A…
N/A N/A 95
50211
manar.benkraouda
browserbase Claim
N/A N/A 95
50212
R0MADEV
Signal MCP Claim
An MCP server that runs developer tooling commands (tests, linters, etc.) and r…
N/A N/A
50213
xqzimgz
tax-law-mcp Claim
Provides access to Japanese tax law data from official sources via a local web …
N/A N/A
50214
polarpoint-io
MCP server for HolmesGPT that provides runbook search, gap detection, AI-assist…
50215
FraanW
A powerful MCP server that integrates MATLAB with AI, allowing you to execute M…
N/A N/A
50216
james-julius
An MCP server for the Microsoft Advertising (Bing Ads) API. Gives an MCP client…
N/A N/A
50217
cristianaboitiz-eng
Unified MCP server for Argentine legal sources, enabling access to 11 databases…
N/A N/A
50218
lisearantes
Enables interaction with Azure DevOps Boards through the Model Context Protocol…
81
50219
ursaayush
Ableton MCP Claim
Enables full control of Ableton Live from AI assistants, including transport, t…
N/A N/A
50220
AnxiangTechnology
Provides design capabilities including requirement analysis, visual token extra…
N/A N/A
50221
cynco-labs
@cynco/mcp Claim
Enables AI agents to read and write Cynco accounting data, including querying b…
50222
G12789
Bridges a vision model to enable text-only models like DeepSeek to describe ima…
N/A N/A
50223
ryotaro-tanaka
An MCP server that scouts truly beginner-friendly open-source issues from GitHu…
N/A N/A
50224
ampcome-mcps
Stripe MCP Claim
Enables integration with Stripe APIs through function calling, supporting opera…
50225
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
N/A N/A
50226
Drew-Goddyn
Enables interaction with Buildkite CI/CD to list organizations, pipelines, buil…
50227
xiexie-qiuligao
A local evidence recorder that captures screenshots, recordings, notes, and sum…
N/A N/A
50228
konashevich
Searches AustLII for Australian legislation and case law, enabling AI agents to…
50229
Neksi11
Provides AI-powered, context-aware development guidance with tools for coding r…
N/A N/A
50230
Hrishikesh332
Enables video indexing with TwelveLabs by uploading local video files and track…
N/A N/A
50231
kms9
GGB Web MCP Claim
A Model Context Protocol server that enables AI to interact with GeoGebra for m…
N/A N/A
50232
Shooooooooo
nvim-mcp Claim
Make Neovim feel like Cursor. This MCP server gives an agent full control over …
N/A N/A
50233
BDuba
MCP server that exposes the Pinchtab browser API for token-efficient web scrapi…
N/A N/A
50234
mclarkson
Manages blood pressure readings (create, read, update, delete) via an MCP serve…
50235
rusnetru
A single MCP server that lets any agent see and act on the screen across native…
N/A N/A
50236
ente0
mcpstrike Claim
MCP server that connects an LLM via Ollama to security tools for autonomous or …
50237
EdibleTuber
A secure, sandboxed MCP server that provides Void Editor with safe filesystem a…
N/A N/A
50238
opestro
Provides tools for AI assistants to interact with a WooCommerce store, enabling…
50239
2lab-ai
A Model Context Protocol (MCP) server that provides a bridge to Anthropic's Cla…
N/A N/A
50240
egyptianego17
An MCP server that enables AI assistants to send emails via SMTP, supporting si…
50241
fastmcp-me
Reddit MCP Claim
Enables browsing, searching, and reading Reddit posts, comments, and subreddits…
50242
yzanbo
MCP server to control Arc Browser on macOS via AppleScript, enabling tab, windo…
N/A N/A
50243
m2ai-mcp-servers
Extracts brand identity (colors, typography, spacing) from any website and gene…
N/A N/A
50244
rohans2
Enables AI agents to create, read, update, and manage Google Sheets data and st…
50245
ngoctranfire
Lets any MCP-compatible AI client interact with Discord — send messages, manage…
50246
Goryalera
Exposes Yandex DataLens operations as tools for Claude, enabling API health che…
50247
Sub-lime-time
obsidian-mcp Claim
A Python MCP server for accessing and managing Obsidian vaults, providing tools…
N/A N/A
50248
jbertus
openart-mcp Claim
Automates OpenArt.ai character and video workflows using Playwright, exposing t…
N/A N/A
50249
bankableco
Enables AI assistants to interact with Google Sheets for reading, writing, and …
50250
gavinsomers
Parses an Obsidian vault and exposes structured context (notes, blocks, tasks, …
N/A N/A
Showing 50201–50250 of 66502 servers