MCP Server Quality Scores

Independent quality analysis of 69468 public MCP servers

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69468
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34112
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2112
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Last updated 2 hours, 32 minutes ago

Grade Distribution

Score Distribution

Newly Added

WhatsAble for WhatsApp Business F Stashhh F Chess Coach F Metodix — training log for coaches F LongSpan F

Biggest Gainers

Airport Pickups London +31 MacTech Federal Market +23 Data Center Index +12

Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
34501
green-api
MCP gateway for WhatsApp via Green API: messaging, contacts, groups and instanc…
 — ○ ⏳ — — — — — —
34502
vynn-mcp Claim 1
Self-improving AI workflows with backtesting, prompt optimization, and scheduli…
 — ○ — N/A N/A — 81 —
34503
kuraki5336
An MCP server that enables AI tools to interact with the Lalaleap project manag…
 — ○ ⏳ — N/A N/A — — —
34504
leinay633-maker
A local MCP server that forwards tools from an upstream experiment platform and…
 — ○ ⏳ — — — — — —
34505
r-space-technology-ltd
rspace Claim
R.Space — the real estate OS for the UAE. The platform powers every side of th…
 — ○ ⏳ — — — — 81 —
34506
Skhaaall
CodeGuard Claim
MCP server that analyzes TypeScript/Prisma projects, builds dependency graphs, …
 — ○ ⏳ — N/A N/A — — —
34507
chucho-ai
Find vacation rentals worldwide by describing the trip, check host prices and b…
 — ○ ⏳ — — — — — —
34508
CSOAI-ORG
hash-utils-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — — —
34509
awslabs
Enables AI agents to assess AWS environments against the AWS Security Reference…
 — ○ ⏳ — — — — — —
34510
Pibot-Dev
Enables sending SMS messages and checking delivery status and credit balance vi…
 — ○ ⏳ — N/A N/A — — —
34511
Avinava
CLI + MCP toolkit for Anypoint Platform that enables deploying applications, ta…
 — ○ ⏳ — — — — — —
34512
ZendIQ
ZendIQ Claim
Solana swap safety for agents: free token screen, $0.01 swap verdict, $0.02 bui…
 — ○ ⏳ — N/A N/A — — —
34513
KyaniteLabs
mcp-video Claim
Guardrailed FFmpeg video MCP server with Hyperframes and repurposing tools.
 — ○ ⏳ — N/A N/A — — —
34514
hrushikeshkothem
Enables natural language filesystem operations (create, list, delete directorie…
 — ○ ⏳ — N/A N/A — — —
34515
go2
mcp-server Claim
— ○ ⏳ — N/A N/A — 95 —
34516
thiagozf
test Claim
— ○ ⏳ — N/A N/A — 95 —
34517
swarmclawai
swarmskills Claim
A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 to…
 — ○ ⏳ — N/A N/A — — —
34518
cyanheads
Search US court opinions, federal dockets, judges, citations, and oral argument…
 — ○ ⏳ — — — — — —
34519
Courouge
EU customs code search (HS, NC8, TARIC): tariff classification and duty rates
 — ○ ⏳ — N/A N/A — — —
34520
3doptix
3DOptix Claim
Optical design, simulation and analysis with GPU-powered ray tracing. Import fr…
 — ○ ⏳ — — — — — —
34521
akiraKido
Enables checking build status, starting/canceling builds, and managing Unity Cl…
 — ○ ⏳ — N/A N/A — — —
34522
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools for…
 — ○ ⏳ — N/A N/A — 95 —
34523
lazymac2x
Cloudflare Workers MCP server: agent-workflow-engine
 — ○ ⏳ — — — — — —
34524
Ismail-2001
Provides a secure, schema-aware PostgreSQL database agent for LLMs, enabling na…
 — ○ ⏳ — — — — — —
34525
sovantica
engrava Claim
MindQL queries, hybrid search, and a thought graph - read/write memory for AI a…
 — ○ ⏳ — N/A N/A — — —
34526
trendsmcp
Provides TikTok hashtag trend data including volume growth, viral spikes, and h…
 — ○ ⏳ — — — — — —
34527
omkargs
Local MCP server for reading/sending email via Gmail and managing Google Calend…
 — ○ ⏳ — N/A N/A — — —
34528
csabakecskemeti
agent-hub Claim
A private message hub that allows multiple Claude Code instances to communicate…
 — ○ ⏳ — N/A N/A — — —
34529
granoflow
Granoflow Claim
Connect AI agents to Granoflow for tasks, reviews, and spaced-review memory car…
 — ○ ⏳ — N/A N/A — — —
34530
ga815647
Enables creating and sharing Fellow Aiden brew profiles as brew.link URLs throu…
 — ○ ⏳ — — — — — —
34531
suhailtajshaik
Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, e…
 — ○ ⏳ — — — — 81 —
34532
MCP-Mirror
An MCP server that enables LLMs to interact with Ashby's Applicant Tracking Sys…
 — ○ ⏳ — — — — 81 —
34533
mazamaka
Measured latency & uptime for AI inference APIs, by region. Exposes a get_ai_ap…
 — ○ ⏳ — — — — — —
34534
dmytro-yemelianov
Barvinca MCP Claim
Inspect ACC administration data and run bounded, approval-gated bulk user workf…
 — ○ ⏳ — — — — — —
34535
wynandw87
Integrates YouTube with Claude Code, enabling video transcript retrieval, searc…
 — ○ ⏳ — N/A N/A — — —
34536
yangfeng20
Enables AI agents to dynamically register and query MySQL-compatible databases …
 — ○ ⏳ — — — — — —
34537
lazymac2x
Cloudflare Workers MCP server: email-validator
 — ○ ⏳ — — — — — —
34538
AI-for-anyone
An intelligent game assistant for Red Alert, based on LangGraph and MCP, provid…
 — ○ ⏳ — N/A N/A — — —
34539
incultnitollc
mcp-probe Claim
Inspect and score any MCP server 0-100 on publishability, schema and protocol b…
 — ○ ⏳ — N/A N/A — — —
34540
iabdullah215
An MCP server that enables LLMs to query and reason over Active Directory attac…
 — ○ ⏳ — N/A N/A — — —
34541
negm17111995
Book hotels worldwide — search, price, prebook & book across 249 countries. 65 …
 — ○ ⏳ — — — — — —
34542
jj13jp
mcp-gateway Claim
Aggregates multiple child MCP servers into a single MCP server endpoint, enabli…
 — ○ ⏳ — N/A N/A — — —
34543
Northy9
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
 — ○ ⏳ — — — — — —
34544
Labs64 NetLicensing MCP server for AI-driven software license lifecycle managem…
 — ○ — N/A N/A — 69 —
34545
deepdik
Basic MCP server demonstrating tools for arithmetic operations (add, subtract) …
 — ○ ⏳ — — — — — —
34546
sdk03
A Model Control Protocol server that provides news scraping capabilities for Kh…
 — ○ ⏳ — N/A N/A — 95 —
34547
ctoth
Enables precise code extraction from 30+ languages using tree-sitter parsing, a…
 — ○ ⏳ — N/A N/A — — —
34548
axel-belfort
AI-powered fact-checking API for AI agents. Verify any factual claim with web e…
 — ○ ⏳ — N/A N/A — 95 —
34549
spaceship-mcp Claim 1
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
 — ○ — N/A N/A — 81 —
34550
Lucasvicentedasilva
MCP Turso Claim
Integrates Turso Cloud databases with Model Context Protocol, enabling CRUD ope…
 — ○ ⏳ — N/A N/A — — —
Showing 34501–34550 of 69468 servers
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