MCP Server Quality Scores

Independent quality analysis of 43430 public MCP servers

43430
Discovered
29451
Scored
2111
Verified
16952
Complete

Last updated 2 hours, 12 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40201
Amit-confer
Enables interaction with Gmail through the Gmail API, allowing users to list, r…
81
40202
vinvuk
Query Swedish public data from AI tools. Includes company data, SCB statistics,…
N/A N/A
40203
szge
lol-wiki-mcp Claim
N/A N/A 95
40204
manusa
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
N/A N/A 95
40205
handaas
Enables real-time monitoring and analysis of enterprise public opinion with sen…
40206
rlgjr1971
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
N/A N/A
40207 N/A N/A 95
40208
blake365
Read-only MCP server for options research with server-side filtering to reduce …
40209
picsha-ai
MCP server for Picsha AI platform enabling LLMs to search, upload, and manage d…
N/A N/A
40210
ceo
youtube Claim
N/A N/A 95
40211
praveenmenon76
A modular server for managing and registering tools, enabling extensible functi…
N/A N/A
40212
trendsmcp
Enables AI assistants to query YouTube search trends, including rising topics, …
40213
dynamicendpoints
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
N/A N/A 95
40214
az-coder-123
excel-mcp Claim
An MCP server for performing Excel file operations including read, write, and m…
N/A N/A
40215
elliot-evno
A basic MCP server with example tools including message echo functionality and …
N/A N/A 95
40216
theYahia
Enables managing Kaspi Marketplace orders through AI assistants, including list…
40217
AlexVulaj
An MCP server for integrating with Jira Server instances, enabling natural lang…
40218
Impesud
Enables AI assistants to securely query Italian legacy ERP databases (AS/400, S…
N/A N/A
40219
nikita15p
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
40220
macbeth76
Provides comprehensive desktop automation capabilities including AI-powered vis…
N/A N/A 95
40221
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
40222
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
40223
sandraschi
blender-mcp Claim
Enables AI-powered control of Blender through natural language, allowing users …
N/A N/A
40224
ladourv-hkzl
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
81
40225
egoetmann
Indexes internal code libraries and exposes them via MCP for AI agents to provi…
40226
henu-wang
Enables scanning websites for AI search readiness, generating fixes like llms.t…
40227
duyngo91
Enables analysis of Karate framework feature files, extracting dependencies and…
N/A N/A
40228
harshit-stas
browserbase Claim
N/A N/A 95
40229
jamesmehorter
Enables creating professional Word documents from markdown or structured conten…
N/A N/A
40230
chigwell
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
N/A N/A
40231
williamvd4
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing c…
N/A N/A 95
40232
anatolykoptev
Autonomous AI agent for n8n workflow automation with credential factories, exec…
40233
dropbeacon
Drop Beacon Claim 1
MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC produc…
81
40234
malkreide
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
40235
lordbasilaiassistant-sudo
ThryxProtocol v3.1 — gasless AI agent launchpad on Base. 21 tools wrap thryx.fu…
N/A N/A
40236
NOVA-3951
agents-md Claim
N/A N/A 95
40237
radi-totev
AgentAuth Claim
Identity and auth for AI agents: credentials, tokens, delegations, and permissi…
N/A N/A 75
40238
finsavvyai
ClawPipe Claim
Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediat…
N/A N/A 83
40239 N/A N/A 95
40240
pathcourse-health
Cheaper LLM inference, USDC agent payments via x402, agent identity / reputatio…
N/A N/A
40241
ragalgo
mcp--server Claim
N/A N/A 95
40242
ploughran
A mock MCP server for small parcel operations, providing tools to track package…
40243
jeebus87
reddirect Claim
Reddit MCP Server — No API Keys Required. Browse, post, comment, vote, and mana…
N/A N/A
40244
Opendraft
Opendraft Claim
N/A N/A 95
40245
manar.benkraouda
browserbase Claim
N/A N/A 95
40246
Phionx
mcp-hello Claim
N/A N/A 95
40247
thoraxe
Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShif…
40248
swift-sBi5
mistaike-ai Claim
N/A N/A 95
40249
RandomSynergy17
Manage your entire Docker infrastructure through natural language with 180 tool…
40250
getglad
Enables AI assistants like Claude to read, search, create, and manage notes in …
N/A N/A 95
Showing 40201–40250 of 43430 servers
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