MCP Server Quality Scores

Independent quality analysis of 33842 public MCP servers

33842
Discovered
28878
Scored
2088
Verified
16951
Complete

Last updated 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15401
brightdata
browserai-mcp Claim 1
A powerful Model Context Protocol (MCP) server that provides an access to serve…
F 30 54 76 70 N/A 45 90 91
15402
ArneJanning
Nanonets MCP Server Claim 1 2
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
F 30 55 72 36 18 77 93
15403
baryhuang
A MCP server that enables Claude to discover and call any API endpoint through …
F 30 55 100 66 N/A 63 77 93
15404
thisisbhanuj
Enables users to query both structured and unstructured data in Snowflake using…
F 30 54 68 66 N/A 23 90 82
15405
enescanguven
fal.ai MCP Server Claim 1
Provides access to over 600 AI models on fal.ai for generating and editing imag…
F 30 54 88 70 N/A 38 89 85
15406
justmywyw
test-my-mcpserver Claim 1 2
test
F 30 55 90 53 21 80 94
15407
SeoNaRu
LexGuard MCP Claim 1 2
Enables AI to search and retrieve South Korean legal information from the Natio…
F 30 55 90 46 27 76 58
15408
Lark-Base-Team
Lark Base MCP Server Claim 1 2
A Model Context Protocol server that provides LLMs with read and write access t…
F 30 55 71 66 30 76 88
15409
deepwriter-ai
Provide seamless integration with DeepWriter's AI content generation and projec…
F 30 54 92 72 N/A 54 90 96
15410
identimoji
Maintains consistent LLM interaction styles across conversations by storing emo…
F 30 55 96 71 47 77 96
15411
gvorwaller
Claude Relay Claim 1
Enables real-time communication between Claude Code instances across multiple m…
F 30 55 90 31 27 80 95
15412
prismworks-ai
prism-mcp-rs Claim 1
Enterprise-grade Rust implementation of Anthropic's MCP protocol
F 30 54 90 52 N/A 83 88 84
15413
esaio
pplog Claim 1
Official MCP server for pplog - a poem sharing service
F 30 54 72 70 N/A 66 81 97
15414
reading-plus-ai
Enables autonomous data exploration on .csv-based datasets, providing intellige…
F 30 55 66 58 47 74 85
15415
Econyx-ai
0G MCP Server Claim 1
Enables interaction with 0G.AI decentralized infrastructure including documenta…
F 30 55 78 62 29 76 89
15416
yulunjiang
A template for deploying an authentication-free MCP server on Cloudflare Worker…
F 30 55 60 68 32 78 73
15417
youware-labs
figma-pilot Claim 1
Enables AI agents to create, modify, and manage Figma designs through natural l…
F 30 55 96 63 73 77 92
15418
sevaepsteyn
RouterOS MCP Server Claim 1
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
F 30 55 74 63 43 80 97
15419
unmodeled-tyler
vessel-browser Claim 1
Built from the ground-up for agents, Vessel Browser is an open source AI browse…
F 30 54 96 0 N/A 83 85 96
15420
c-rick
Jimeng MCP Server Claim 1
Integrates Jimeng AI image and video generation services through MCP protocol, …
F 30 55 54 66 42 76 72
15421
ogoldberg
An MCP server implementation that maximizes Gemini's 2M token context window wi…
F 30 55 75 48 27 77 92
15422
corebasehq
coremcp Claim 1
A secure, tunnel-native database bridge for AI agents. Connects localhost & on-…
F 30 55 82 43 82 80 98
15423
AgentDeskAI
This application is a powerful browser monitoring and interaction tool that ena…
F 30 54 76 33 N/A 60 88 96
15424
yuvalsuede
memory-mcp Claim 1
Persistent memory + git snapshots for Claude Code. Never lose context or code.
F 30 54 72 58 N/A 69 87 100
15425
cr2007
Wordle MCP (Python) Claim 1
Fetches Wordle solutions from the Wordle API for dates ranging from May 19, 202…
F 30 55 66 20 33 80 91
15426
ChristopheZhao
Enables AI-assisted image generation from text prompts using multiple providers…
F 30 66 96 68 0 60 76 90
15427
mochow13
Provide academic paper search capabilities by querying Google Scholar through a…
F 30 66 96 10 0 15 80 96
15428
emekaokoye
RDF Explorer Claim 1
The Model Context Protocol (MCP) server provides a conversational interface for…
F 30 55 72 33 42 76 99
15429
shanejonas
openrpc-mpc-server Claim 1 2
A Model Context Protocol (MCP) server that provides JSON-RPC functionality thro…
F 30 55 96 100 50 74 74
15430
get-airlock
Maverick MCP Claim 1 2
A behavioral intelligence server that detects a user's unique interaction style…
F 30 54 90 0 N/A 27 87 96
15431
win4r
A TypeScript-based MCP server that implements a simple notes system, allowing u…
F 30 54 78 50 N/A 16 77 37
15432
ContextualAI
Contextual MCP Server Claim 1 2
A Model Context Protocol server that provides Retrieval-Augmented Generation ca…
F 30 55 45 30 27 74 90
15433
FiligranHQ
xtm-mcp Claim 1
eXtended Threat Management MCP Servers
F 30 54 66 38 N/A 51 87 96
15434
callmybot
callmybot-domoticz Claim 1
Greet anyone by name with a friendly hello. Explore the origin of 'Hello, World…
F 30 66 42 57 0 22 76 100
15435
Leghis
Leghis-smart-thinking Claim 1
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
F 30 66 94 61 0 58 76 88
15436
delt4d
Enables AI models to search and read technical discussions, customizations, and…
F 30 54 60 38 N/A 30 84 90
15437
botwith
xiaozhi-mcp Claim 1 2
A versatile MCP server framework that enables AI capabilities like remote contr…
F 30 55 54 33 58 70 86
15438
abhishekbhakat
mcp-server-code-assist Claim 1 4
A Model Context Protocol server that provides tools for code modification and g…
F 30 55 63 82 38 78 47
15439
idjohnson
This MCP server enables the generation of structured fitness content, including…
F 30 55 76 47 22 80 89
15440
CoreBaseHQ
coremcp Claim 1
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source b…
F 30 54 82 43 N/A 82 90 99
15441
MyAgentHubs
aimemo Claim 1
Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
F 30 54 78 63 N/A 84 90 90
15442
eaglelandsonce
Provides tools for automated company research, competitor identification, and b…
F 30 55 54 27 25 80 98
15443
pyroprompts
any-chat-completions-mcp Claim 1 2
Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity…
F 30 54 86 66 N/A 65 87 70
15444
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15445
waura
Civitai MCP Server Claim 1
Enables interaction with the Civitai API to search for AI models, browse images…
F 30 55 66 71 42 82 97
15446
caroline-davis
MCP Basics Claim 1 2
A centralized Model Context Protocol server that provides common development to…
F 30 54 78 56 N/A 28 82 88
15447
wowok-ai
WoWok MCP Server Claim 1
An AI-driven web3 collaboration protocol that enables users to create, collabor…
F 30 54 78 57 N/A 50 90 77
15448
jadenmaciel
Automatically enhances user prompts by applying expert-level prompt engineering…
F 30 54 84 56 N/A 39 88 96
15449
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15450
git-guocc
Enables automated collection and AI-powered filtering of public QQ channel post…
F 30 55 42 33 20 80 85
Showing 15401–15450 of 33842 servers
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