MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33849
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54301
rhein1
Capability router for autonomous agents. 12 MCP tools for discovery, registrati…
— ○ ⏳ — — — — 81 —
54302
EduardoDknight
Provides secure, read-only database queries, HTTP GET requests with anti-SSRF p…
— ○ ⏳ — N/A N/A — — —
54303
SrmTech-git
ttt-mcp Claim
Exposes tic-tac-toe game tools (new_game, get_state, make_move) for Claude to p…
— ○ ⏳ — N/A N/A — — —
54304
Edison-Watch
open-edison Claim
Deterministic agentic data firewall that secures, monitors, and controls AI age…
— ○ ⏳ — — — — — —
54305
qsobad
Enables AI agents to securely access encrypted secrets (SSH keys, API tokens, p…
— ○ ⏳ — — — — — —
54306
pipeworx-io
Enables browsing and fetching curated politics and policy news feeds from vario…
— ○ ⏳ — — — — — —
54307
AmiyaBot
Provides MCP server and CLI for querying Arknights game data, including operato…
— ○ ⏳ — — — — — —
54308
si30rowj2
employees Claim
A sample employee database exposed as an MCP server, enabling AI agents to sear…
— ○ ⏳ — — — — — —
54309
Ashuqwe
MCP server that connects AI assistants to Redash, enabling listing of assets, r…
— ○ ⏳ — N/A N/A — — —
54310
mcpassistant
Enables automated testing and coverage reporting for MCP services with test exe…
— ○ ⏳ — N/A N/A — 95 —
54311
Xinyuan-LilyGO
Provides tools to search and retrieve LILYGO hardware documentation, including …
— ○ ⏳ — — — — — —
54312
kolbertistvan2
Enables AI to control cloud browsers and automate web interactions through Brow…
— ○ ⏳ — — — — 81 —
54313
difeorte
Auto-generates MCP tools for all Amazon DataZone API operations, enabling natur…
— ○ ⏳ — — — — — —
54314
medplum
Enables interaction with Medplum's FHIR data through the Model Context Protocol…
— ○ ⏳ — — — — — —
54315
theYahia
jazzcash-mcp Claim
MCP server for JazzCash mobile wallet and payments (Pakistan). Supports wallet …
— ○ ⏳ — — — — — —
54316
DonutLabs-ai
An implementation that enables interaction with the Solana blockchain through t…
— ○ ⏳ — N/A N/A — 95 —
54317
manycontacts
# ManyContacts MCP Server MCP (Model Context Protocol) server for [ManyContact…
— ○ ⏳ — — — — 81 —
54318
Hormold
Enables querying multiple AI models in parallel (Claude, Gemini, O3) and synthe…
— ○ ⏳ — — — — — —
54319
a-g-e-n-t-s
Discord Message Sending Service for Claude Desktop and KADI Agents that enables…
— ○ ⏳ — — — — — —
54320
OctopusGarage
Alcove Claim
A local-first personal information manager for knowledge, pins, tasks, and moun…
— ○ ⏳ — N/A N/A — — —
54321
jinhsueh
maacgo-mcp Claim
Taiwan SMS MCP server. Send from Claude / Cursor / Windsurf, NCC-compliant, NT$…
— ○ ⏳ — N/A N/A — — —
54322 — ○ ⏳ — N/A N/A — 95 —
54323
facundo
fordcor Claim
— ○ ⏳ — N/A N/A — 95 —
54324
ZeroTrueLCC
Enables detection of AI-generated content in text, images, video, and audio via…
— ○ ⏳ — — — — — —
54325
muaaa99-sketch
kabu-mcp Claim
A secure, read-only MCP server that connects Claude Desktop to TradingView Desk…
— ○ ⏳ — N/A N/A — — —
54326
JasonBates
whoop-mcp Claim
Provides Claude Desktop with access to WHOOP fitness data including recovery, s…
— ○ ⏳ — N/A N/A — — —
54327
LuiccianDev
Analyzes Git repository changes and generates conventional, context-aware commi…
— ○ ⏳ — N/A N/A — — —
54328
googoles
Read-only MCP server for finding, comparing, and shortlisting engineering parts…
— ○ ⏳ — — — — — —
54329
Dimitrearaujo
A Python MCP server providing AI agents with tools for local knowledge base sea…
— ○ ⏳ — N/A N/A — — —
54330
oriz-org
Provides mental models, design patterns, debugging approaches, and structured t…
— ○ ⏳ — — — — — —
54331
Yusufihsangorgel
An MCP server that lets an agent inspect and operate Redis-backed job queues, s…
— ○ ⏳ — — — — — —
54332
Thaynah
Provides resources, tools, and prompts for a Design System via MCP protocol, en…
— ○ ⏳ — — — — — —
54333
kellymears
arcana Claim
Provides tarot reading capabilities including drawing spreads, looking up card …
— ○ ⏳ — N/A N/A — — —
54334
benkeeley9
Enables AI assistants to execute SQL queries and explore databases, tables, and…
— ○ ⏳ — N/A N/A — — —
54335
SovranAMR
Enables users to select thinking depth (easy, medium, more, max) for AI respons…
— ○ ⏳ — N/A N/A — — —
54336
twkim1122
Reviews MCP servers for quality, security, and best practices, providing scores…
— ○ ⏳ — N/A N/A — — —
54337
RJrohan47
Enables reading, normalizing, validating, merging, and exporting data from Exce…
— ○ ⏳ — N/A N/A — — —
54338
jsilvanus
skosmos-mcp Claim
Wraps the Skosmos REST API to enable AI assistants to browse, search, and trave…
— ○ ⏳ — — — — — —
54339
Mhdd-24
MCP server for Notepad++ on Windows that allows opening files, checking editor …
— ○ ⏳ — N/A N/A — — —
54340
datobena
gdb-mcp Claim
MCP server that wraps gdb to enable LLMs to drive live debugging sessions, incl…
— ○ ⏳ — N/A N/A — — —
54341 — ○ ⏳ — N/A N/A — 95 —
54342
leomarviegas
ollqd Claim
Enables indexing and semantic search of codebases and documents via MCP, using …
— ○ ⏳ — N/A N/A — — —
54343
King-Proplan
ProPlan Claim
MCP server for project planning inside Claude. It tracks progress, knows your c…
— ○ ⏳ — — — — — —
54344
seajaysec
ireal-mcp Claim
Builds piano-friendly iReal Pro chord charts with deterministic layout, harmoni…
— ○ ⏳ — N/A N/A — — —
54345
Growth-Management
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OA…
— ○ ⏳ — — — — — —
54346
sorcerai
Send-decision email verification: agents get send/review/avoid with evidence, p…
— ○ ⏳ — — — — — —
54347
Vetal711
A production-ready, fully asynchronous MCP server that bridges AI agents with G…
— ○ ⏳ — — — — — —
54348
AiAgentKarl
Enables registration, monitoring, and control of IoT devices via AI agents, wit…
— ○ ⏳ — N/A N/A — — —
54349
imsm
aion Claim
A shared working-state layer for AI coding tools that provides a persistent not…
— ○ ⏳ — N/A N/A — — —
54350
lucas-denzer
n8n-mcp Claim
A Model Context Protocol (MCP) server that provides AI assistants with comprehe…
— ○ ⏳ — — — — — —
Showing 54301–54350 of 69153 servers