MCP Server Quality Scores

Independent quality analysis of 59385 public MCP servers

59385
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3801
kazuph
Model Context Protocol server for fetching web content and processing images. T…
B 75 55 66 82 N/A 72 95 60
3802
sailaoda
A concurrent browser MCP server that supports multiple parallel browser instanc…
B 75 55 90 100 N/A 30 95 41
3803
hyypeman
chilipiper-mcp Claim
Enables lead routing, booking link generation, and scheduling management throug…
B 75 55 76 67 53 81 93
3804
Sivan22
Provides access to Jewish texts from the Sefaria library. This server enables L…
B 75 55 96 56 42 81 92
3805
cyanheads
ntfy-mcp-server Claim 1
Send, manage, and replay ntfy push notifications via MCP.
B 75 55 69 73 N/A 57 82 91
3806
Salen-Project
ticktick-mcp Claim 1
[TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. …
B 75 55 61 75 63 78 100
3807
dwain-barnes
Provides access to UK Environment Agency's real-time flood monitoring data, ena…
B 75 55 94 57 41 83 90
3808
executeautomation
playwright-mcp-server Claim 3
An MCP server using Playwright for browser automation and webscrapping
B 75 55 75 83 N/A 70 100 42
3809
Vvkmnn
claude-vigil-mcp Claim
An MCP server for creating named checkpoints and snapshots of projects, with se…
B 75 54 72 61 N/A 54 94 89
3810
getplatform
Enables sending transactional emails through GetMailer from AI assistants. Supp…
B 75 55 90 66 30 81 96
3811
antoniolg
Enables image generation and editing using Google Gemini AI with support for mu…
B 75 55 90 71 26 81 91
3812
domdomegg
Starling Bank Claim 1
Allow AI systems to view and control your Starling Bank account via MCP.
B 75 54 78 65 N/A 75 60 99
3813
Props-Labs
Enables access to Fireflies.ai API for retrieving, searching, and summarizing m…
B 75 55 92 73 18 80 95
3814
sage-hq
AgentCortex MCP Claim
An AI memory system that creates isolated, persistent memory banks for each cod…
B 75 55 66 72 62 81 92
3815
brunoprela
QuestDB MCP Server Claim
Enables AI assistants to interact with QuestDB time-series databases through to…
B 75 55 78 100 43 81 59
3816
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
3817
robbyczgw-cla
web-search-plus-mcp Claim 1
Multi-provider web search with intelligent auto-routing (Serper, Tavily, Exa). …
B 75 55 79 57 62 80 96
3818
yangjeep
Provides implementation guidance, code validation, and troubleshooting tools fo…
B 75 55 92 60 29 82 98
3819
keithah
Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 speci…
B 75 55 90 100 N/A 29 95 39
3820
boecht
Enables access to BitSight security rating data through company search and rati…
B 75 55 88 37 84 81 91
3821
truaxki
MCP Variance Log Claim 1
Agentic tool that looks for statistical variations in conversation structure an…
B 75 54 90 57 N/A 39 87 94
3822
sanyambassi
MCP server for Thales CipherTrust Manager RestFul Data Protection service.
B 75 55 81 73 41 82 91
3823
ethangillani
Anki MCP Server Claim 1
A Model Context Protocol server that allows LLMs to interact with Anki flashcar…
B 75 54 85 58 N/A 39 90 96
3824
madhan-g-p
DevDocs-MCP Claim
DevDocs-MCP is a MCP server that provides version-pinned, deterministic documen…
B 75 54 72 66 N/A 44 92 98
3825
masseater
Enables creation and querying of knowledge bases using Google's Gemini API File…
B 75 55 72 72 57 81 92
3826
bitbond
token-tool Claim
Deploy compliant ERC-20 tokens from any AI agent. 17 tools, 10 networks, CertiK…
B 75 54 70 71 N/A 60 74 100
3827
Oluwatunmise-olat
mcp-server-logs-sieve Claim 1
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS…
B 75 55 67 68 77 78 89
3828
davidorex
Facilitates AI session handoffs and next steps tracking through project-based o…
B 75 55 90 100 N/A 22 95 46
3829
aringad
Google Workspace Admin via MCP. Manage users, groups, aliases, org units.
B 75 54 62 75 N/A 45 95 96
3830
phuc-nt
mcp-atlassian-server Claim 1
MCP server connecting AI assistants with Jira & Confluence for smart project ma…
B 75 54 79 37 N/A 71 95 96
3831
Hint-Services
MCP Trello Claim
Enables interaction with Trello boards through comprehensive card, list, and bo…
B 75 55 60 73 64 81 100
3832
shex1627
MCPMake Claim
Enables management and execution of Python scripts with automatic LLM-extracted…
B 75 55 84 100 N/A 21 95 52
3833
mario-andreschak
Provides tools for image, audio, and video recognition using Google's Gemini AI…
B 75 55 78 72 42 80 95
3834
anyrxo
Proton Drive MCP Claim 2
A Model Context Protocol server that enables AI assistants to interact with Pro…
B 75 54 73 62 N/A 46 90 100
3835
milos-product-maker
Gives AI agents self-awareness about their cognitive state. Monitors token util…
B 75 54 66 61 N/A 56 92 98
3836
elad12390
Comprehensive web research toolkit with 13 tools for searching (via SearXNG), c…
B 75 54 88 28 N/A 79 90 92
3837
VikashLoomba
MCP Server Playwright Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
B 75 54 75 51 N/A 74 82 99
3838
EmreKb
Enables AI assistants to perform real-time domain name availability checks and …
B 75 55 96 65 21 81 94
3839
jmonsellier
Gmail MCP Server Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 54 78 67 N/A 38 95 88
3840
munch-group
STRING MCP Server Claim
Provides access to the STRING protein-protein interaction database for mapping …
B 75 55 90 58 44 82 91
3841
laxmimerit
Build MCP servers & clients with Python, Streamlit, ChromaDB, LangChain, LangGr…
B 75 54 78 66 N/A 33 90 96 HT
3842
wrediam
Coolify MCP Server Claim 2
A Model Context Protocol server that provides integration with the Coolify API,…
B 75 55 69 66 56 82 100
3843
daveremy
Apple Health MCP Claim 1
Enables users to query Apple Health metrics, workouts, and trends from CSV file…
B 75 55 78 100 N/A 51 95 36
3844
overpod
mcp-telegram Claim
Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching …
B 75 55 76 58 N/A 75 76 92
3845
futuresearch
Give your AI a research team. Forecast, score, classify, or research every row …
B 75 54 88 42 N/A 75 83 88
3846
ronantakizawa
a11ymcp Claim 2
Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2…
B 75 55 85 100 N/A 52 81 41
3847
weinerac
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
B 75 55 78 70 35 83 98
3848
JDJR2024
A document conversion server that transforms various file formats (PDFs, docume…
B 75 55 90 57 43 78 100
3849
Vvkmnn
An MCP server that enables inter-Claude communication and context sharing for s…
B 75 54 75 53 N/A 58 95 91
3850
dev-brewery
Centrally manages Claude agent definitions, configurations, and custom commands…
B 75 55 94 58 27 81 99
Showing 3801–3850 of 59385 servers
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