MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31827
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16301
xiaobenyang-com
A group of model context protocol servers provide cognitive enhancement tools f…
F 25 55 72 65 N/A 50 74 31
16302
Leximo-AI
Schedule AI phone calls, manage assignments, and check credits from Claude.
F 25 54 82 70 N/A 59 81 99
16303
den-tanui
Kitty MCP Server Claim 1 2
A production-grade server for programmatically controlling kitty terminal insta…
F 25 54 86 40 N/A 51 90 92
16304
romainsantoli-web
Memory OS AI Claim 1 2
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
F 25 54 84 71 N/A 72 90 93
16305
SmartManoj
Count occurrences of any character in your text instantly. Toggle case sensitiv…
F 25 54 60 40 N/A 24 90 97
16306
ampcome-mcps
Enables Claude to manage Google Calendar events, schedules, and meetings throug…
F 25 55 54 43 21 80 97
16307
Crawleo
Crawleo-MCP Claim 1 2
Hosted Crawleo MCP (remote streamable HTTP endpoint).
F 25 66 76 72 0 51 82 93
16308
clssck
Dataiku MCP Claim 1 2
MCP server for Dataiku DSS project, flow, and operations APIs.
F 25 54 65 68 N/A 86 77 86
16309
unibaseio
membase-mcp Claim 1
Save and query your agent memory in distributed way by Membase
F 25 66 70 25 0 30 82 99
16310
negraodenio
code-guard-ai Claim 1
The only Multi-LLM Compliance Engine (GPT-4o + Claude + DeepSeek). Auto-fix GDP…
F 25 54 84 43 N/A 66 90 89
16311
KaranThink41
Automate your Slack workspace interactions by posting messages, replying to thr…
F 25 64 78 68 0 41 90 98
16312
xiaobenyang-com
Realtime-News Claim 2
Obtain real-time news trending lists: Weibo Hot Search, Baidu Hot List, Zhihu H…
F 25 66 72 68 0 50 71 56
16313
pidanmeng
mcp-md2poster Claim 1 2
An MCP server built with FastMCP that currently provides a simple mathematical …
F 25 55 45 52 21 78 91
16314
testusercar
habitify-mcp-server Claim 1
F 25 54 62 67 N/A 53 87 82
16315
ibrahimsaleem
encoderthinking Claim 2
F 25 54 84 60 N/A 44 84 88
16316
tHeMaskedMan981
Enables access to Network School Luma calendar events through Claude Desktop. A…
F 25 55 78 56 26 78 100
16317
windopper
Takeoff. Claim 1
AI trend collect service
F 25 54 36 55 N/A 30 92 97
16318
Cylera
cylera-mcp-server Claim 1
Brings context about device inventory, threats, risks and utilization powered b…
F 25 55 72 32 66 83 93
16319
yangsenessa
Provides voice recognition and text extraction capabilities with support for bo…
F 25 55 48 20 36 64 87
16320
KBB99
mcp-registry-server Claim 1 3
Easily find MCP servers using our MCP registry. Search with natural language.
F 25 54 78 55 N/A 40 87 92
16321
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
16322
cso1z
Feishu MCP Server Claim 1
Provides access to Feishu (Lark) documents for AI-driven coding tools like Curs…
F 25 66 66 68 0 82 77 91
16323
weekitmo
Godot RAG MCP Server Claim 1
Provides access to Godot engine documentation through a Retrieval-Augmented Gen…
F 25 54 78 30 N/A 43 90 93
16324
DeepSpringAI
Parquet MCP Server Claim 2
A Model Control Protocol server that provides web search capabilities and simil…
F 25 55 84 66 23 74 87
16325
Legorobotdude
yt-analysis-mcp Claim 1
Enables analysis of YouTube videos using the Gemini API to generate summaries a…
F 25 55 90 65 34 80 97
16326
MOHAMAD-ZUBI
Enables AI assistants to search for business leads using FlashLeads' web harves…
F 25 55 84 66 39 80 93
16327
markswendsen-code
Chase MCP Server Claim 1 2
Enables AI agents to interact with Chase Bank accounts to view balances, transa…
F 25 54 94 63 N/A 30 87 100
16328
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
16329
Tongzhao9417
MinerU MCP Server Claim 1
Exposes the MinerU document-to-markdown API as MCP tools for converting PDF, Wo…
F 25 55 54 0 27 78 87
16330
facultidev42FacultiDevelopment
faculti Claim 1
Search academic expert insights, papers and contributions from Faculti
F 25 54 80 60 N/A 48 88 98
16331
Decodo
mcp-web-scraper Claim 2
Enable your AI agents to scrape and parse web content dynamically, including ge…
F 25 66 72 60 0 47 70 92
16332
Bortlesboat
Bitcoin MCP Claim 1 2
49 Bitcoin tools for AI agents: fees, mempool, blocks, mining, price. Zero conf…
F 25 66 90 46 0 72 70 94
16333
Code-MonkeyZhang
Email Server Claim 1
Enables email management through IMAP and SMTP protocols, supporting reading, s…
F 25 55 72 67 56 76 92
16334
epicweb-dev
A workshop repository teaching advanced Model Context Protocol features for bui…
F 25 66 84 68 0 40 78 97
16335
pak3430
Enables unified management of reservations across multiple Korean platforms (Na…
F 25 55 68 41 24 80 99
16336
jerrysrodz
goldhold Claim 1 2
Persistent memory for AI agents. Search, store, and recall across sessions.
F 25 66 72 53 0 29 70 93
16337
bubilife1202
crossfin Claim 1 2
Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micro…
F 25 66 100 86 87 70 61 99
16338
agntor
trust Claim 1
Trust layer for AI agents: identity, guard, redact, escrow, and x402 payments.
F 25 54 72 71 N/A 53 71 95
16339
mrgoonie
Connects AI assistants to ScreenshotOne.com API for capturing website screensho…
F 25 55 82 72 75 76 91
16340
yerininin
F_MCP Claim 1
An MCP bridge that enables Claude Code to directly control Figma via a WebSocke…
F 25 54 78 68 N/A 20 87 91
16341
SaM-92
This repository demonstrates how to use AutoGen to integrate local and remote M…
F 25 55 54 35 N/A 16 76 100
16342
darktw
agentdrop-mcp Claim 1
AI agent arena — register agents, battle head-to-head, check DropScores, submit…
F 25 55 72 0 54 76 98
16343
BoomLinkAi
Image Worker MCP Claim 1
A lightweight MCP server for image processing and cloud uploads that automates …
F 25 55 66 67 77 80 88
16344
neondatabase
mcp-server-neon Claim 1 2
MCP server for interacting with Neon Management API and databases.
F 25 66 73 10 0 52 80 100
16345
xiaobenyang-com
Time-Zone Claim 2
A comprehensive MCP server that provides global time zone management and time c…
F 25 66 72 68 0 50 71 53
16346
imgaray
Strands Agent MCP Claim 2 3
A Model Context Protocol (MCP) server that enables integration of Strands agent…
F 25 55 68 100 58 76 68
16347
MerabyLabs
promptarchitect-mcp Claim 1
Workspace-aware prompt engineering. Refines, analyzes and generates prompts bas…
F 25 55 100 75 40 80 92
16348
toadlyBroodle
satring Claim 1
Discover and compare L402 + x402 paid API services from satring.com, the best c…
F 25 55 96 72 42 78 95
16349
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
16350
edgedelta
edgedelta-mcp-server Claim 1
F 25 55 92 38 61 76 88
Showing 16301–16350 of 66502 servers
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