MCP Server Quality Scores

Independent quality analysis of 41668 public MCP servers

41668
Discovered
29311
Scored
2099
Verified
16952
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35351
u9401066
Provides validated clinical scoring tools for AI agents via MCP, with evidence-…
35352
daniel.larson
testproject Claim
N/A N/A 95
35353 N/A N/A 95
35354
mockzilla
Mockzilla Claim
MCP server for mockzilla. Lets coding agents (Claude Desktop, Cursor, etc.) ins…
35355
harrison
ai-counsel Claim
🐍 🏠 🍎 🪟 🐧 - Deliberative consensus engine enabling multi-round debate between A…
N/A N/A 95
35356
SiwuXue
ziwei-mcp Claim
A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates a…
N/A N/A
35357
0N3X-Tech
cpcmcp Claim
N/A N/A 95
35358
vinitshahdeo
rewind-mcp Claim
Enables developers to recover their working context after interruptions by anal…
N/A N/A
35359
jekyll-001
Wraps Chrome DevTools Protocol to provide AI agents with low-level browser debu…
N/A N/A
35360
blake365
Read-only MCP server for options research with server-side filtering to reduce …
35361
vinvuk
Query Swedish public data from AI tools. Includes company data, SCB statistics,…
N/A N/A
35362
rlgjr1971
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
N/A N/A
35363 N/A N/A 95
35364
handaas
Enables real-time monitoring and analysis of enterprise public opinion with sen…
35365
praveenmenon76
A modular server for managing and registering tools, enabling extensible functi…
N/A N/A
35366
allisonwhilden
An MCP Server that enables interaction with Zoom's API through the Multi-Agent …
N/A N/A 95
35367
trendsmcp
Enables AI assistants to query YouTube search trends, including rising topics, …
35368
ceo
youtube Claim
N/A N/A 95
35369
picsha-ai
MCP server for Picsha AI platform enabling LLMs to search, upload, and manage d…
N/A N/A
35370
Impesud
Enables AI assistants to securely query Italian legacy ERP databases (AS/400, S…
N/A N/A
35371
AlexVulaj
An MCP server for integrating with Jira Server instances, enabling natural lang…
35372
theYahia
Enables managing Kaspi Marketplace orders through AI assistants, including list…
35373
nikita15p
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
35374
az-coder-123
excel-mcp Claim
An MCP server for performing Excel file operations including read, write, and m…
N/A N/A
35375
dynamicendpoints
Access sports data, news, rankings, and projections seamlessly. Retrieve the la…
N/A N/A 95
35376
henu-wang
Enables scanning websites for AI search readiness, generating fixes like llms.t…
35377
ladourv-hkzl
Real-time US state ABC (Alcoholic Beverage Control) liquor license compliance r…
81
35378
sandraschi
blender-mcp Claim
Enables AI-powered control of Blender through natural language, allowing users …
N/A N/A
35379
llyfn
MCP server for the Spotify Web API — gives Claude and other AI assistants tools…
35380
bungerr
Calculate conservative and alternative sports betting odds with expected value …
N/A N/A 95
35381
ToddFisher42
Provides real-time AI infrastructure data including LLM costs, model benchmarks…
35382
duyngo91
Enables analysis of Karate framework feature files, extracting dependencies and…
N/A N/A
35383
egoetmann
Indexes internal code libraries and exposes them via MCP for AI agents to provi…
35384
jamesmehorter
Enables creating professional Word documents from markdown or structured conten…
N/A N/A
35385
malkreide
MCP server connecting AI models to Swiss Federal Food Safety and Veterinary Off…
35386
chigwell
Exposes PyAutoGUI desktop automation functions as MCP tools, enabling mouse con…
N/A N/A
35387
williamvd4
MCP server enabling LLMs to perform browser tasks via SSE transport, allowing c…
N/A N/A 95
35388
mcp-jira-server Claim 2
MCP server for self-hosted Jira instance with Personal Access Token authenticat…
N/A N/A 81
35389
NOVA-3951
agents-md Claim
N/A N/A 95
35390 N/A N/A 95
35391
ploughran
A mock MCP server for small parcel operations, providing tools to track package…
35392
ragalgo
mcp--server Claim
N/A N/A 95
35393
finsavvyai
ClawPipe Claim
Cost-optimized LLM pipeline + 6 AI security skills (reasoning, triage, remediat…
N/A N/A 83
35394 N/A N/A 95
35395
Michibiku
Enables Claude to interact with Google Workspace services including Gmail, Driv…
81
35396
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
N/A N/A 81
35397
superyw123
copilot Claim
N/A N/A 95
35398
StonesofCreation
StackSwap Claim
Hosted HTTP MCP server for B2B SaaS GTM stack research. 8 read-only tools wrapp…
35399 N/A N/A 95
35400
Abhishekv87bit
Enables AI assistants to render 3D models by providing tools to execute OpenSCA…
N/A N/A 95
Showing 35351–35400 of 41668 servers
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