MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29629
Scored
2112
Verified
16952
Complete

Last updated 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48301
kalepail
A remote MCP server deployed on Cloudflare Workers without authentication, enab…
48302
Cloudmeru
Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-gen…
N/A N/A
48303
PPiai
tiktok-mcp Claim
MCP server for TikTok that enables searching videos, users, hashtags, and fetch…
48304
LinkupPlatform
Enables AI assistants and development tools to perform intelligent web searches…
48305
Orcus2021
Enables automated code review and GitHub PR commenting through MCP integration.
N/A N/A
48306
tothienbao6a0
Enables AI agents to extract design systems, analyze components, and maintain d…
N/A N/A
48307
prmichaelsen
remember-mcp Claim
Multi-tenant memory system MCP server with vector search, relationships, and tr…
48308
haoylle
winrm-mcp Claim
MCP server for controlling a Windows guest VM over WinRM, enabling PowerShell/C…
N/A N/A
48309
vipulawl
Backlink SEO Claim
Classic SEO suites charge heavily for link indexes. This MCP gives individuals …
48310
icarus-inte01
wiki-mcp Claim
MCP server for managing a personal markdown wiki. Provides search, navigation, …
N/A N/A
48311
palimkarakshay
abap-mcp Claim
An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud re…
N/A N/A
48312
QIngyuanfl
Provides an async Python server for interacting with the PubTator3 API, exposin…
48313
iflow-mcp
Provides AI agents with enterprise-grade access to Kotlin-based Android develop…
48314
jackccrawford
token-scout Claim
Discovers LLM models in real time from cloud providers and local Ollama instanc…
48315
bpamiri
Enables AI assistants to search, analyze, and interact with Elasticsearch throu…
48316
AiAgentKarl
Provides access to worldwide labor market data including unemployment, wages, a…
48317
trendsmcp
Provides Reddit discussion volume trends, growth rates, and top trending topics…
48318
PPiai
youtube-mcp Claim
MCP server for YouTube Data API v3 enabling video search, channel lookup, trend…
48319
alphaelements
handoff-mcp Claim
Provides persistent memory for AI coding agents across sessions by saving and l…
N/A N/A
48320
jenn619
Chrome browser JS reverse engineering MCP tool for CTF/Web security, enabling d…
N/A N/A
48321
wisesky0
gitlab-mcp Claim
Enables natural language interactions with GitLab via Claude Code, supporting M…
N/A N/A
48322
cbruyndoncx
Converts Cursor agent plans into structured markdown task lists and organizes t…
N/A N/A
48323
1PercentSync
Flashlight Claim
Enables whole-codebase code search using natural language queries by leveraging…
N/A N/A
48324
Amann001
Provides weather alerts and forecasts via MCP tools, supporting both STDIO and …
48325
universal-mcp
Enables interaction with E2b's tools and services through a standardized MCP in…
48326
andrei-cb
Enables agents to request and receive user feedback during task execution throu…
N/A N/A
48327
Sacode
Empowers LLMs to scrape web pages and generate sitemaps through the Firecrawl S…
N/A N/A
48328
trekmail
A Model Context Protocol server that exposes the TrekMail API v1 as 185 agent t…
48329
Natden444
pickanagency Claim
Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from…
48330
shivam-singh-au17
Provides AI assistants with read-only access to AWS CloudWatch Logs for product…
N/A N/A
48331
liubinmaster
ctx-gen-mcp Claim
Generates progressive-disclosure code context documentation (L0/L1/L2/L3) for l…
N/A N/A
48332
Ntzy123
Enables text-only AI models to analyze images via local Ollama multimodal model…
N/A N/A
48333
serenmind
A standalone MCP server for exploring the weclapp REST API v2, providing offlin…
48334
elemenopyunome
An MCP server that gives AI agents broad control over Unreal Engine 5.7, enabli…
N/A N/A
48335
pawanpanpan
serv Claim
N/A N/A 95
48336
joewhaley
An MCP server that provides read, label, and draft access to multiple Gmail acc…
N/A N/A
48337
leandersen
mcp-football Claim
Provides live football data through MCP tools, enabling users to fetch today's …
48338
Nomads-AI-Lab
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
48339
HEPData
hepdata-mcp Claim
Enables discovery of HEPData records, tables, and data access with read-only op…
48340
jackemerick
jotae-mcp Claim
Connects Claude to Jotae for creating events, configuring WhatsApp and email au…
48341
pintar-team
MCP server for fal model discovery, execution, pricing, and local media process…
N/A N/A
48342
labeveryday
A Model Context Protocol server providing network diagnostic tools for AI agent…
48343
pdhimate
A read-only MCP server that connects Claude to your eToro account, enabling que…
N/A N/A
48344
soil-dev
loomiomcp Claim
Loomio tools for Claude. Local install via npx, org-wide via Custom Connectors.…
48345
doazvjettu
Static-analyzes Python code for lookahead bias and data leakage, preventing inv…
N/A N/A
48346
HyperBDR
beacon-mcp Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
48347
AiAgentKarl
Hive Mind Claim
Swarm intelligence for AI agents, enabling collective decision-making through w…
48348
navin2031992
Connects AI assistants to FIS IntelliMatch SQL Server database for read-only BA…
N/A N/A
48349
manfredas370
Enables finding the best-sounding pressing of an album and mood- and taste-base…
48350
automanus-io
Enables creating and deploying AI sales agents to WhatsApp and Webchat from AI …
Showing 48301–48350 of 48680 servers
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