MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41151
div0ky
Oreo Pudding Claim
Enables LLM clients to interact with Apple Calendar (iCloud) via CalDAV, suppor…
41152
HarjjotSinghh
An MCP server that enables AI agents to play Minecraft with full bot capabiliti…
41153
AimenHallou
engain-mcp Claim
Enables programmatic Reddit growth campaign management via the Engain API, incl…
41154
akashrajpurohit
catchintent Claim
N/A N/A 95
41155
PauloCalazans
Enables managing SAP Cloud Integration iFlows, packages, configurations, deploy…
41156
Agostynah
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
N/A N/A
41157
corralimited
mcp Claim
Visual-diff & change-detection tools that catch agentic UI drift for coding age…
N/A N/A
41158
abhijeetmohanan
An MCP server for the Groww trading platform. This enables LLM applications to …
41159
Fulviuus
Enables AI agents to interact with the Godot game engine, including project ins…
N/A N/A
41160
Slyke
A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
41161
ChanthMiao
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
41162
CSOAI-ORG
social-media-ai-mcp MCP server by MEOK AI Labs
N/A N/A
41163
ChannelLabAI
memocean-mcp Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
N/A N/A
41164
ashish-d-d
Enables integration between HRMS systems and Snaplogic through the Model Contex…
41165
Tchoow
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
N/A N/A
41166
CCCpan
Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Do…
41167
devrev
A Model Context Protocol server that enables searching, retrieving, creating, a…
N/A N/A 95
41168
axel-belfort
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
81
41169
mralbertzwolle
Enables seamless integration with SnelStart accounting data, allowing users to …
81
41170
blackbirdai-team
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
41171
vozzor
bigquery-mcp Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
41172
jorgeguberte
Provides tools to search and retrieve papers, metadata, full text, figures, and…
41173
StepFunctionLLC
An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynam…
N/A N/A
41174
MCP-Mirror
Enables AI assistants to interact with Gmail through natural language, supporti…
81
41175
CSOAI-ORG
yaml-ai-mcp Claim
AI-powered yaml ai MCP server for agents. Supports validate yaml, convert yaml …
N/A N/A
41176
flo-distrify
A FastMCP runtime that lets AI tools search electronic components, prices, and …
41177
inSideos-designs
cowork-qa Claim
Goal-driven Playwright browser sessions for LLMs, with full action traces and a…
N/A N/A
41178
Skitchy
rekindle Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
N/A N/A
41179
manuelsiuro
Enables AI agents to control Android devices through natural language, supporti…
N/A N/A
41180
Cleo-Labs-IA
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
41181
JDSource
ClearMarket Claim
Reference data for prediction markets: graded resolution clarity, cross-venue l…
41182
xcreener
XCREENER Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
N/A N/A
41183
devndesigner6
unsubly Claim
MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algoran…
41184
lucaslubi
mcp Claim
Payment firewall for AI agents: a signed, verifiable verdict on every money-mov…
N/A N/A
41185
Ciel-17
A demonstrative MCP server that exposes a query-user tool for retrieving user i…
N/A N/A
41186
santhoshraje
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
41187
nandanosql
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
N/A N/A
41188
cmsappian123-bit
Enables interaction with Appian applications through the Model Context Protocol…
41189
dudegladiator
Enables to read, write, format cells, create charts, use formulas, and manage G…
41190
WingmanProtocol-Agent-Gateway
Durable self for AI agents: one-call resume, memory, real browser, free chat + …
41191
nkar123412-hub
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
N/A N/A
41192
sebastianall1977
gmail-mcp5 Claim
N/A N/A 95
41193
taylor224
bell-mcp Claim
A local MCP server that rings a bell through your speakers to provide audible n…
N/A N/A
41194
mirinda-cmd
Explore a variety of implementations that enhance Large Language Models with se…
N/A N/A 95
41195
geondongkim
Local-first shared memory and coordination layer for AI coding agents: reposito…
41196
cheatbased
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
41197
swesmith-repos
mcp2mqtt Claim 1
An MCP server that bridges the physical world and AI models by enabling natural…
81
41198
J-Fidel
Low-context public task coordination for software agents.
41199
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
41200
HyperBDR
beacon-mcp Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
Showing 41151–41200 of 67197 servers
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