MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41501
joeseesun
A local MCP gateway that unifies multiple LLM providers, API keys, routing, and…
N/A N/A
41502
pipeworx-io
Enables querying Japanese government statistics from e-Stat, including metadata…
41503
tjameswilliams
Local speech-to-text transcription using Microsoft's VibeVoice-ASR model with s…
N/A N/A
41504
brentdemark
Enables Claude to read, search, send, and manage Gmail messages and threads thr…
41505
Raffaele86
Enables SEO analysis via Ahrefs API v3, providing tools for domain rating, back…
41506
prompted365
Enables MCP clients to access and use a vast library of tools from Toolhouse fo…
41507
monet88
mcp_flutter Claim
N/A N/A 95
41508
awslabs
Enables AI agents to assess AWS environments against the AWS Security Reference…
41509
norhther
Delta-MCP Claim
Token-efficient MCP reimplementation with progressive tool discovery, result ha…
41510
Vikas-O7
AI-native Experience Decisioning lifecycle automation for Adobe Journey Optimiz…
41511
iprashantraj
Discord MCP server with 46 tools for channels, messages, forums, webhooks, memb…
N/A N/A
41512
influqa
Hosted email MCP for AI agents with inboxes, send/receive, memory, recovery, an…
41513
nikkomiu
incus-mcp Claim
MCP server for managing Incus containers and VMs via the incus CLI. Supports op…
N/A N/A
41514
Paisins
Exposes LSP features (definition, hover, references, etc.) over MCP, spawning a…
N/A N/A 95
41515
lilaflo
Enables AI clients to manage Trilium Notes with full CRUD operations, search, c…
N/A N/A 95
41516
Victor200525
MCP server that offers basic arithmetic operations (addition, subtraction, mult…
41517
tools-for-agents
agent-hq Claim
An MCP server that provides shared memory, kanban board, and agent registry for…
N/A N/A
41518
atharvpatwardhan
Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena,…
41519
CallZero-ai
Enables AI assistants to make phone calls via CallZero service, with tools for …
N/A N/A
41520
estrenuo
An MCP server that enables AI assistants to interact with OmniFocus on macOS vi…
N/A N/A
41521
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A 83
41522
geckod22
An MCP server for converting images to WebP or AVIF formats using the sharp lib…
N/A N/A
41523
SahilSheikh12299
MCP server that enables intent search over Python call graphs inside Cursor, re…
N/A N/A
41524
ryanvo162
An MCP server that enables AI assistants to create, read, and edit Google Slide…
41525
csitte
mailwarden Claim
A native Gmail MCP server providing full mailbox control via the live Gmail API…
41526
adambrand
Enables secure file transfer operations with remote Linux and Windows systems v…
81
41527
sandeepreddygantla
Integrates multiple MCP servers with LLM capabilities for browser automation an…
N/A N/A
41528
mdnishath
wp-ultra-mcp Claim
Turns any WordPress site into an MCP server, allowing AI clients to directly co…
41529
HongjieRen
An MCP server that enables Claude Code to concurrently consult Codex and Gemini…
N/A N/A
41530
sssst1118
Enables AI assistants to query local conversation transcripts and relationship …
N/A N/A
41531
Mr-Money01
MCP server for the Monei API that gives AI agents access to wallets, transfers,…
N/A N/A
41532
sandraschi
AI-driven USB logic analyzer control via FastMCP. Captures digital traces, deco…
N/A N/A 95
41533
ebrandler
McPortfolio Claim
Enables LLM-driven portfolio optimization using natural language, providing too…
N/A N/A
41534
uwmyuan
Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimi…
N/A N/A
41535
PaulMRamirez
Enables AI assistants to interact with Yamcs mission control systems through na…
81
41536
Dex865378
Advanced MCP server for Godot 4.6+ with 63 professional tools, enabling AI-assi…
N/A N/A 95
41537
marcossei22
Enables AI agents to manage events, races, and batches on Eventor via auto-gene…
41538
apiccelli
Integrates Brewteco APIs with AI assistants, enabling natural language queries …
N/A N/A 95
41539
AIops-tools
Governed SolarWinds Orion + PRTG + Zabbix ops: SWQL, alert rollup, health, 42 t…
N/A N/A
41540
aircodelabs
Grasp Claim
An open-source self-hosted browser agent that provides a dockerized browser env…
81
41541
rvibek
Generates matplotlib charts via a FastAPI service, supporting line, bar, scatte…
41542
AmyJeanes
MCP server that analyzes images with Google's Gemini vision models, allowing ag…
41543
terros-inc
Enables interaction with the Terros platform's User API to manage and retrieve …
81
41544
Thethirdone3
A demonstration MCP server that exposes a mock merchant catalog with tools for …
N/A N/A
41545
CodeCraftersLLC
Enables MCP clients to speak by running local voice models using Chatterbox Tur…
N/A N/A
41546
doublegate
Enables AI assistants to execute 463 CyberChef data manipulation operations—inc…
41547
zzuisa
Provides access to Deutsche Bahn's timetable data through MCP, enabling real-ti…
41548
cristoferlabs
An MCP server that bridges Claude with AutoCAD, enabling to generate architectu…
41549 N/A N/A 95
41550
mnot
webcal-mcp Claim
A read-only MCP server that exposes iCalendar feeds as queryable tools for LLM …
N/A N/A
Showing 41501–41550 of 66534 servers
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