MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
40351
abhijeetmohanan
An MCP server for the Groww trading platform. This enables LLM applications to …
40352
Fulviuus
Enables AI agents to interact with the Godot game engine, including project ins…
N/A N/A
40353
Slyke
A LAN-hosted MCP server for safely querying and managing OPNsense Dnsmasq DHCP …
40354
ChanthMiao
Integrates Xiaomi MiMo's multimodal API to enable understanding of images, audi…
40355
CSOAI-ORG
social-media-ai-mcp MCP server by MEOK AI Labs
N/A N/A
40356
ChannelLabAI
memocean-mcp Claim
Local-first AI Memory MCP server for AI agents to search and manage knowledge s…
N/A N/A
40357
ashish-d-d
Enables integration between HRMS systems and Snaplogic through the Model Contex…
40358
Tchoow
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
N/A N/A
40359
CCCpan
Detects Chinese sensitive/forbidden words across platforms like Xiaohongshu, Do…
40360
devrev
A Model Context Protocol server that enables searching, retrieving, creating, a…
N/A N/A 95
40361
axel-belfort
Solana DEX pool liquidity API for AI agents. Analyze pool depth across Raydium,…
81
40362
mralbertzwolle
Enables seamless integration with SnelStart accounting data, allowing users to …
81
40363
blackbirdai-team
Enables LLMs to access Blackbird AI's services through the Model Context Protoc…
40364
vozzor
bigquery-mcp Claim
Enables AI assistants to query and analyze Google BigQuery data, including sche…
40365
jorgeguberte
Provides tools to search and retrieve papers, metadata, full text, figures, and…
40366
StepFunctionLLC
An MCP server that wraps Cantera to enable LLMs to perform accurate thermodynam…
N/A N/A
40367
MCP-Mirror
Enables AI assistants to interact with Gmail through natural language, supporti…
81
40368
CSOAI-ORG
yaml-ai-mcp Claim
AI-powered yaml ai MCP server for agents. Supports validate yaml, convert yaml …
N/A N/A
40369
flo-distrify
A FastMCP runtime that lets AI tools search electronic components, prices, and …
40370
inSideos-designs
cowork-qa Claim
Goal-driven Playwright browser sessions for LLMs, with full action traces and a…
N/A N/A
40371
Skitchy
rekindle Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
N/A N/A
40372
manuelsiuro
Enables AI agents to control Android devices through natural language, supporti…
N/A N/A
40373
Cleo-Labs-IA
Cleo Skills MCP turns 45 production-grade product-compliance skills into a nati…
40374
JDSource
ClearMarket Claim
Reference data for prediction markets: graded resolution clarity, cross-venue l…
40375
xcreener
XCREENER Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
N/A N/A
40376
devndesigner6
unsubly Claim
MCP server with 12 tools enabling AI agents (Claude, ChatGPT) to manage Algoran…
40377
lucaslubi
mcp Claim
Payment firewall for AI agents: a signed, verifiable verdict on every money-mov…
N/A N/A
40378
Ciel-17
A demonstrative MCP server that exposes a query-user tool for retrieving user i…
N/A N/A
40379
santhoshraje
Fetches and parses on-chain swap transactions from blockchain wallets for LLM-b…
40380
nandanosql
Enables AI assistants to connect to and interact with PostgreSQL, MySQL, SQLite…
N/A N/A
40381
cmsappian123-bit
Enables interaction with Appian applications through the Model Context Protocol…
40382
dudegladiator
Enables to read, write, format cells, create charts, use formulas, and manage G…
40383
WingmanProtocol-Agent-Gateway
Durable self for AI agents: one-call resume, memory, real browser, free chat + …
40384
nkar123412-hub
Enables AI agents to stake tokens for skill acquisition and verify staking verd…
N/A N/A
40385
sebastianall1977
gmail-mcp5 Claim
N/A N/A 95
40386
taylor224
bell-mcp Claim
A local MCP server that rings a bell through your speakers to provide audible n…
N/A N/A
40387
mirinda-cmd
Explore a variety of implementations that enhance Large Language Models with se…
N/A N/A 95
40388
geondongkim
Local-first shared memory and coordination layer for AI coding agents: reposito…
40389
cheatbased
MCP server for ReceiptConverter that allows AI assistants to parse any receipt …
40390
swesmith-repos
mcp2mqtt Claim 1
An MCP server that bridges the physical world and AI models by enabling natural…
81
40391
J-Fidel
Low-context public task coordination for software agents.
40392
doritoman90000
A Model Context Protocol server that helps users create, validate, and optimize…
81
40393
HyperBDR
beacon-mcp Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
40394
wpwriter
wpwriter Claim
AI-powered WordPress content management. Generate posts, images, manage SEO, au…
81
40395
yashkapoor43-gif
drishti Claim
Indian media intelligence — bilingual sentiment, Tier 1 credibility, story clus…
40396
0x01feng
FlowSpec MCP Claim
A PRD-first multi-agent MCP server that wraps agent definitions, collaboration …
N/A N/A
40397
arturio-amorim
Enables AI agents to call deterministic finance tools (compound interest, loan …
40398
pmkasion
sssasd123 Claim
N/A N/A 95
40399
HUANGcvs
A local MCP server for AI image generation using ComfyUI, Claude Code, and Open…
N/A N/A
40400
kshash919
horizon-mcp Claim
Enables natural language querying of Snowflake-managed Iceberg tables via Horiz…
N/A N/A
Showing 40351–40400 of 67181 servers
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