MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29747
Scored
2112
Verified
16952
Complete

Last updated 34 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16201
Ai-Quill
Scraper.is MCP Server Claim 2
Enables extracting data from websites using natural language prompts, allowing …
F 25 55 84 70 54 78 91
16202
alexpota
deploy-mcp Claim 1
Universal deployment tracker for AI assistants with live status badges and depl…
F 25 55 96 45 86 80 93
16203
linancn
TianGong-LCA-MCP Server Claim 1 4
A Model Context Protocol server that supports both STDIO and SSE protocols for …
F 25 55 57 100 49 78 37
16204
mirecekd
An MCP server for generating videos through Amazon Nova Reel 1.1 using AWS Bedr…
F 25 55 61 43 52 82 95
16205
profullstack
mcp-server Claim 1
A comprehensive MCP server aggregating 20+ tools including SEO optimization, do…
F 25 55 90 35 55 80 88
16206
sensact-agents
Sensact Claim 1
An authenticated remote MCP server for user-owned devices and one-shot capabili…
F 25 66 66 35 0 31 80 99
16207
Noosbai
PrusaMCP Claim 1
An intelligent 3D printing assistant that enables users to analyze meshes, gene…
F 25 55 78 61 35 78 88
16208
MorDavid
A modular external attack surface mapping tool integrating tools for automated …
F 25 54 66 43 N/A 20 84 90
16209
rbidou
pyrasp Claim 1
PyRASP is a Runtime Application Self Protection package for Python-based Web Se…
F 25 55 50 37 N/A 45 77 91
16210
snussik
An optimized Model Context Protocol server for document OCR processing using Mi…
F 25 55 78 68 27 76 97
16211
jessebautista
Enables interaction with self-hosted OpenProject instances through the MCP prot…
F 25 55 54 71 29 78 95
16212
markswendsen-code
mcp-hertz Claim 1 2
Enables AI assistants to interact with the Hertz car rental service through hea…
F 25 55 90 63 30 80 89
16213
markswendsen-code
mcp-drizly Claim 1 3
An MCP server that enables AI assistants to search for alcohol products, manage…
F 25 54 75 63 N/A 30 90 94
16214
Msparihar
A server that provides web scraping and intelligent content searching capabilit…
F 25 66 84 71 0 52 80 89
16215
xiaobenyang-com
sbwsz Claim 2
A server based on Model Context Protocol (MCP) that provides query and search f…
F 25 66 72 65 0 50 71 12
16216
sumitvairagar
Simple MCP Server Claim 1 2
A TypeScript starter template for building MCP servers with example tools (echo…
F 25 54 78 51 N/A 26 90 96
16217
sadiuysal
mem0 MCP Server Claim 1 2
A TypeScript implementation of the Model Context Protocol server that enables c…
F 25 55 96 68 28 78 78
16218
holon-run
webmcp-bridge Claim 1
Bridge local MCP clients to browser WebMCP tools through Playwright, using nati…
F 25 55 96 67 N/A 69 82 93
16219
pdwi2020
mcp-server-colab-exec Claim 1
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
F 25 54 66 46 52 89 91
16220
xiaobenyang-com
bingcn Claim 2
A Chinese Bing search tool based on MCP protocol, which supports calling throug…
F 25 66 72 65 0 50 76 12
16221
mksglu
context-mode Claim 2 3
Context window optimization for AI coding agents. Sandboxes tool output, 98% re…
F 25 54 85 31 N/A 72 90 96
16222
vuetifyjs
mcp Claim 1
🤖 A Model Context Protocol (MCP) library for use with Agentic chat bots
F 25 66 96 66 91 87 80 95
16223
AceDataCloud
mcp-nanobanana-pro Claim 1
MCP server for NanoBanana AI image generation and editing
F 25 66 84 0 0 66 80 96
16224
windopper
Takeoff. Claim 1
AI trend collect service
F 25 54 36 55 N/A 30 92 97
16225
sib-swiss
sparql-llm Claim 1
🦜✨ Chat system, MCP server, and reusable components to improve LLMs capabilitie…
F 25 54 72 67 N/A 82 90 91 JU
16226
tuckerschreiber
need Claim 2
AI agents hallucinate package names. need gives them a verified index of 10,000…
F 25 66 90 10 0 53 71 98
16227
AceDataCloud
mcp-seedance Claim 2
MCP server for ByteDance Seedance AI video generation
F 25 55 84 0 71 80 99
16228
agentward-ai
agentward Claim 1 2
Permission control plane for AI agents. MCP proxy that enforces least-privilege…
F 25 55 90 43 N/A 66 76 94
16229
cseguinlz
doubletick-cli Claim 2 3
Email read tracking via Gmail. Send tracked emails, check if they were opened w…
F 25 66 66 62 0 50 76 95
16230
olwalgeorge2
Automates GitHub issue-to-PR workflows using specialized AI agents (analyst, ar…
F 25 55 78 68 24 76 94
16231
tiovikram
Enables AI models to search the web for current information before generating r…
F 25 55 96 71 40 78 93
16232
easingthemes
moltbook-mcp Claim 1 2
Moltbook MCP server: post, comment, upvote, DMs, communities. API key auth.
F 25 55 78 82 N/A 64 77 90
16233
AceDataCloud
mcp-sora Claim 1
MCP server for OpenAI Sora AI video generation
F 25 55 84 0 72 80 100
16234
AceDataCloud
mcp-seedream-pro Claim 1
MCP server for ByteDance Seedream AI image generation
F 25 55 88 0 71 80 94
16235
davidamom
Snowflake MCP Service Claim 1 3
A Model Context Protocol server that provides access to Snowflake databases for…
F 25 55 75 70 41 76 96
16236
soriat
A demonstration server that showcases how to collect user input dynamically usi…
F 25 55 72 100 N/A 31 90 48
16237
mnemox-ai
idea-reality-mcp Claim 1
Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, P…
F 25 66 72 10 0 92 61 91
16238
freelancernasimofficial
A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CL…
F 25 55 100 100 N/A 36 92 46
16239
gcorroto
Asterisk S2S MCP Server Claim 2 3
MCP Server for automated conversational phone calls using Asterisk with Speech-…
F 25 55 51 70 50 76 93
16240
SGFGOV
Medusa MCP Server Claim 1 2
A Model Context Protocol server that provides a scalable backend solution for e…
F 25 55 71 58 57 80 71
16241
DynamicEndpoints
This MCP server implements VariousPolicies according to CSA BOD 25-01 requireme…
F 25 55 96 68 29 78 100
16242
iTophua
iterminal Claim 1 2
MCP Server for iTerminal SSH Connection Manager - Control SSH servers through C…
F 25 54 57 52 N/A 61 87 96
16243
reddit
Devvit MCP Claim 1
A companion MCP server for writing applications on Reddit's developer platform …
F 25 55 80 61 73 80 86
16244
hfzhae
Zydsoft MCP Server Claim 2
Enables medical symptom guidance and disease consultation through the Zydsoft A…
F 25 55 80 42 50 74 3
16245
Aderix
vantagate-mcp-server Claim 1 2
VantaGate MCP Server & OpenAPI integration - Human-in-the-Loop for AI Agents
F 25 54 90 77 N/A 51 81 93
16246
Defozo
DDC/CI Control Bridge Claim 1
Control monitor brightness, contrast, power and input via DDC/CI with MCP and M…
F 25 54 88 71 N/A 74 92 96
16247
devalexandre
A tool that enables automated browser control using Pyppeteer within the MCP fr…
F 25 55 60 28 37 74 97
16248
manamurah
An AI-optimized Model Context Protocol server for querying Malaysian consumer g…
F 25 55 92 58 41 80 90
16249
tasopen
mcp-alphabanana Claim 2
Local MCP server for generating image assets with Google Gemini (Nano Banana 2 …
F 25 54 84 65 N/A 76 88 90
16250
baidubce
baidu-ai-search Claim 1
Search web using baidu with AI.
F 25 55 84 40 74 76 67
Showing 16201–16250 of 50515 servers
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