MCP Server Quality Scores

Independent quality analysis of 33593 public MCP servers

33593
Discovered
28205
Scored
1966
Verified
16957
Complete

Last updated 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9901
madebygps
A Python-based Azure CLI assistant that provides natural language processing ca…
C 66 54 72 36 N/A 43 95 81
9902
kmwebnet
CO2 Sensor MCP Server Claim 1
A Node.js application that provides a JSON-RPC interface to interact with CO2 s…
C 66 54 94 26 N/A 20 95 80
9903
gangejsun
ChillMCP Claim
Enables AI agents to take breaks and manage stress levels through 8 different b…
C 66 54 82 28 N/A 19 95 97
9904
pranavms13
Web Search MCP Claim
Enables web searching through Google, DuckDuckGo, and Bing using a headless Chr…
C 66 54 64 33 N/A 44 95 93
9905
guzyang
A template for deploying an unauthenticated remote MCP server on Cloudflare Wor…
C 66 55 48 68 27 81 100
9906
cfocoder
Banxico MCP Server Claim
Enables access to Bank of Mexico (Banxico) economic data including real-time an…
C 66 55 60 38 51 81 100
9907
kawanishi0117
Enables AI assistants to query and retrieve information from Amazon Bedrock Kno…
C 66 55 72 61 21 83 78
9908
lxe
Chrome MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to control Chrome br…
C 66 54 57 58 N/A 26 87 95
9909
devstacks-software-engineering
ID Generator MCP Claim
Provides AI assistants with capabilities to generate collision-resistant unique…
C 66 55 66 82 N/A 44 95 33
9910
dymk
AskDocs MCP Server Claim
Enables semantic search and retrieval of information from technical documentati…
C 66 55 72 43 28 81 98
9911
satty1987
Node MCP Server Claim
A minimal Express-based MCP server that exposes a weather tool through HTTP end…
C 66 55 66 55 27 81 91
9912
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
9913
anshulpatre
A production-ready server that connects LLMs and AI agents (Claude, ChatGPT) to…
C 66 54 72 43 N/A 16 95 95
9914
scriptstar
Provides personalized Data Engineering learning updates by fetching recent news…
C 66 55 70 100 21 81 38
9915
serima
Twitter MCP Server Claim
Provides tools for accurate Twitter/X post character counting, validation, and …
C 66 55 78 47 31 83 82
9916
gentiku
Enables comprehensive Spotify integration through natural language commands, su…
C 66 55 78 41 24 81 98
9917
Osmosis-AI
CodeMerge Claim 1
A Model Context Protocol server that uses Osmosis-Apply-1.7B to intelligently a…
C 66 55 75 51 26 81 85
9918
armonge
Wahoo MCP Server Claim 3
An MCP server for interacting with the Wahoo Cloud API to manage workouts, rout…
C 66 55 63 71 54 82 58
9919
hexsupport
Provides a Model Context Protocol interface for HexagonML ModelManager tools, e…
C 66 55 78 43 30 81 89
9920
reyesbho
MCP Pedidos Claim 1
A Model Context Protocol server that manages orders through a REST API, allowin…
C 66 55 57 68 21 81 96
9921
peturgeorgievv-factory
postfast-mcp Claim 1
MCP server for the PostFast API — schedule and manage social media posts via AI…
C 66 54 45 66 N/A 37 81 99
9922
rafabarbosa
Webhooks MCP Claim
Enables sending HTTP requests to webhooks with dynamic parameters, supporting a…
C 66 55 66 61 25 81 87
9923
cloud-aspect
Config MCP Server Claim
Enables AI assistants to search documentation, read and update configuration fi…
C 66 55 54 100 N/A 26 95 43
9924
rcoldwell
Enables AI assistants to search and retrieve records from the Digital Guitar Ar…
C 66 55 60 56 27 83 96
9925
mrmike
Provides on-demand access to AOSP and Jetpack source code to help AI understand…
C 66 54 66 33 N/A 48 92 92
9926
handsomegentlemen
Enables AI models to access user geolocation information through EdgeOne Pages …
C 66 55 66 37 41 82 100
9927
gaurigshankar
Weather MCP Server Claim
Enables AI assistants to access real-time US weather forecasts and alerts throu…
C 66 55 60 100 N/A 22 95 37
9928
randyandrade
AGI MCP Server Claim 1
Enables persistent memory for AI systems by providing tools for episodic, seman…
C 66 55 78 82 33 78 41
9929
anshulbehl
AAP MCP Server Claim
Enables comprehensive management of Ansible Automation Platform Controller and …
C 66 55 72 66 18 80 82
9930
yejelim
Enables natural language exploration and advanced analysis of VitalDB medical d…
C 66 55 80 91 N/A 22 95 17
9931
mixophrygian
A local MCP server for retrieving and analyzing your browser history. Makes it…
C 66 54 70 25 N/A 42 95 98
9932
theosib
FreeCAD MCP Server Claim
Bridges Claude with a live FreeCAD instance to provide deep access to runtime s…
C 66 54 78 33 N/A 44 77 97
9933
security-use
Enables AI assistants to scan project dependencies and Infrastructure as Code f…
C 66 55 84 31 29 76 100
9934
h-lu
Paperlib MCP Claim
Enables academic literature management through PDF import, hybrid search, knowl…
C 66 55 54 67 48 81 76
9935
mcgiverdev
A modular MCP server that connects to external APIs, providing tools for weathe…
C 66 55 72 82 25 81 56
9936
jharkins
A TypeScript server that provides time-related tools through the Model Context …
C 66 55 54 63 41 81 89
9937
huoshuiai42
huoshui-file-search Claim 2
An MCP server that provides fast Spotlight file search capabilities for macOS
C 66 55 51 87 N/A 49 95 40
9938
linxule
MinerU Claim
MinerU document parsing API — PDFs, images, DOCX, PPTX with OCR and batch proce…
C 66 55 54 72 N/A 36 76 90
9939
hithereiamaliff
Provides access to GrabMaps services (Places, Maps, Routes) through AWS Locatio…
C 66 66 100 67 0 55 81 90
9940
uarlouski
Model Context Protocol (MCP) server for TestRail platform, enabling LLMs to man…
C 66 64 78 72 0 78 83 93
9941
convertguru
File Convert MCP Server
C 66 55 72 41 39 81 92
9942
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
9943
ExactDoug
Fetch MCP Server Claim 1
Enables retrieval and processing of web page content for LLMs by converting HTM…
C 66 55 64 58 31 81 88
9944
Alvinnn1
TinyPNG MCP Server Claim
Enables batch image compression and resizing using the TinyPNG API. Supports PN…
C 66 55 54 72 24 81 89
9945
Kaiohz
MCP Perplexica Claim
Enables LLMs to perform web searches through Perplexica with multiple focus mod…
C 66 55 62 61 29 81 88
9946
jaokuohsuan
Draw Things MCP Claim 1
An integration that allows Cursor AI to generate images through the Draw Things…
C 66 54 60 55 N/A 35 88 88
9947
hellovelop
limelink-mcp-server Claim 1
MCP server for Limelink dynamic links with deep linking, social previews, and U…
C 66 55 57 100 N/A 32 83 43
9948
kodey-ai
Run SOQL queries against your Salesforce org to retrieve records and insights. …
C 66 66 96 68 0 59 81 90
9949
imjac0b
Iconify MCP Server Claim
Provides access to over 200,000 open-source vector icons from more than 200 ico…
C 66 55 62 51 42 81 94
9950
mateusdata
A TypeScript-based MCP server that enables users to interact with Prometheus me…
C 66 55 66 60 28 80 90
Showing 9901–9950 of 33593 servers
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