MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56451
Flowtrica
MCP server implementing progressive disclosure for skill instructions, loading …
56452
anthonyjbolo
Safe Facebook Pages publishing with brand-voice, image-required & anti-duplicat…
N/A N/A
56453
LogicMem
Provides persistent memory, reasoning, agent-to-agent sharing, and immutable au…
56454
africanmarketos591
Relational-readiness and market-permission tools for African and high-context m…
56455
Ant-0n3
Connects Claude to Garmin Connect data for personalized running coaching, inclu…
56456
NeelContractor
Enables users to add, list, and summarize expenses, and exposes expense categor…
N/A N/A
56457
pipeworx-io
Access U.S. state legislative data including bills, legislators, and votes acro…
56458
stan-default
Create and manage LinkedIn ad campaigns as drafts via natural language, support…
56459
FuriousApe
Self-hosted MCP server that scrapes LinkedIn jobs using your authenticated sess…
N/A N/A
56460
huber
Enables access to Fronius solar inverter data via the MCP protocol, allowing re…
56461
shibing624
为AI应用提供高质量网页搜索和结构化知识模态卡,涵盖新闻、天气、百科等领域。
56462
acscpt
beebjit-mcp Claim
Lets an AI application instantiate, connect to, drive, capture output from, and…
N/A N/A
56463
Ceeon
Enables image generation using Jimeng AI (Doubao Seedream 4.0) via APICore, sup…
N/A N/A
56464
atri-jar
aurum-mcp Claim
Queries Aurum design system components, tokens, icons, Figma node IDs, and chan…
56465
rmednitzer
aiops-mcp Claim
A self-contained, security-first, EU-sovereign unified AI-operations MCP server…
56466
cphoskins
MCP server for the Nimble CRM API, enabling management of contacts, deals, note…
56467
aloryanirakan-cqmg
Auto-repair middleware for crypto trading bots. Automatically detects and fixes…
81
56468
meetvaghani12
hiring-mcp Claim
Enables candidates to apply to your open roles through an AI agent using Model …
56469
pipeworx-io
Enables querying Open Beauty Facts product data through natural language, using…
56470
VictorNain26
An MCP server that enables AI agents to search, retrieve, and curate free stock…
56471
gixia-org
Logs and analyzes AI assistant conversations, including file operations and too…
N/A N/A
56472
MatiasLaukka
A local MCP server for managing Markdown notes, enabling create, list, read, se…
N/A N/A
56473
fastmcp-me
Provides fast file searching across Windows, macOS, and Linux using platform-na…
N/A N/A
56474
vosesoftware
Enables Monte Carlo risk modeling in Excel via conversation, including model bu…
N/A N/A
56475
Spider-Chat
Access your Spider Chat flows, memories, and facts from Claude Desktop with fas…
56476
BitingSnakes
pytorch-mcp Claim
A full-featured MCP server for PyTorch documentation workflows, providing tools…
56477
malkreide
MCP server providing access to Swiss cultural heritage data including ISOS town…
56478
mcpflow
workos-mcp Claim
This MCP server allows agents to interact with the WorkOS API.
56479 N/A N/A 95
56480
andrewkriley
imessage-mcp Claim
An MCP server that exposes Apple iMessage as tools for AI assistants, enabling …
N/A N/A
56481
usecortex
Provides tools for storing, searching, and managing memories with knowledge-gra…
N/A N/A
56482
iflow-mcp
Blowback Claim
Integrates front-end development servers with AI tools, enabling browser automa…
N/A N/A
56483
voidreapercmxcix
An MCP server that enables local AI models to automatically generate lyrics and…
N/A N/A
56484
bauneAustin
aseprite_mcp Claim
Enables AI sprite generation and semantic tools for Aseprite, allowing LLMs to …
N/A N/A
56485
MabrokaMedia
Enables AI assistants to manage Davoxi voice agent platform resources such as b…
N/A N/A
56486
ggilligan12
kibana-mcp Claim
Enables AI assistants to manage Kibana security alerts, rules, and exception li…
N/A N/A
56487
Monasik
An external MCP server for diagnosing Minecraft servers via backup analysis, lo…
N/A N/A
56488
DeHor-Labs
Ferramentas fiscais brasileiras: CNPJ, NF-e, IBS/CBS, ICMS, Simples Nacional, N…
N/A N/A
56489
charlesmooredev
This MCP server enables Claude to speak summaries, announcements, and explanati…
N/A N/A
56490
AiAgentKarl
Real-time earthquake data and seismic monitoring for AI agents via the USGS Ear…
56491
konid Claim 1
Three translation options per phrase, casual to formal, with register context a…
N/A N/A 81
56492
Akpughe
ultramem-mcp Claim
Give any MCP client durable, cross-session memory by exposing an UltraMem deplo…
56493
mzkrasner
MCP server providing secure Twitter access via agent-twitter-client for profile…
56494
ChrisArrington
Connects Claude to your Yahoo Fantasy Baseball team, enabling lineup management…
N/A N/A
56495
JiayuuWang
A Type 4 OAuth MCP server for the Asana API, enabling AI assistants to manage w…
56496
feelautom
tia-connect Claim
First industrial-grade MCP server for Siemens TIA Portal. Program PLC/HMI (SCL…
N/A N/A 95
56497
stephenlb
pubnub-mcp Claim
N/A N/A 95
56498
GongRzhe
Google Calendar integration in Cursor IDE. This server enables AI assistants to…
N/A N/A 95
56499
Andreymi
An MCP server that breaks down complex concepts into fundamental logical compon…
N/A N/A
56500
libraz
formulon-mcp Claim
MCP server for Excel-compatible formula evaluation and workbook operations, ena…
N/A N/A
Showing 56451–56500 of 56925 servers