MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3801
ExpertVagabond
volcengine Claim 1
ByteDance Volcano Engine (Doubao) MCP server
B 75 54 90 41 N/A 50 90 99
3802
GaloisHLee
Enables execution of SageMath mathematical computations through a local SageMat…
B 75 55 60 82 N/A 46 95 85
3803
leependu
Enables AI assistants to automatically identify which machine they're working w…
B 75 54 78 52 N/A 44 94 100
3804
danbugs
Enables Claude to manage Google Drive files and folders through natural languag…
B 75 55 94 65 19 81 100
3805
munch-group
Ensembl MCP Server Claim 1
Provides access to the Ensembl genomics REST API with 30+ tools for genomic dat…
B 75 55 92 100 42 81 42
3806
GongRzhe
APIWeaver Claim
Dynamically converts any REST API into MCP tools by registering web API configu…
B 75 55 88 63 46 74 94
3807
adamlj
Enables capturing screenshots from Android devices over WiFi for UI debugging a…
B 75 55 86 100 N/A 18 95 52
3808
tosin2013
AI-powered architectural analysis server for software projects. Provides techno…
B 75 55 90 33 85 81 90
3809
elad12390
Comprehensive web research toolkit with 13 tools for searching (via SearXNG), c…
B 75 54 88 28 N/A 79 90 92
3810
Gorav22
TerminusAI Claim
Execute terminal commands locally or remotely via SSH with session persistence …
B 75 54 94 53 N/A 48 84 90
3811
sam2332
Generates customizable test/placeholder images as PNG files with specified dime…
B 75 54 78 72 N/A 32 90 94
3812
shibayu36
MCP server specialized in retrieving information from Slack messages and threads
B 75 54 66 51 N/A 79 95 91
3813
jamubc
gemini-mcp-tool Claim 3
MCP server that enables AI assistants to interact with Google Gemini CLI, lever…
B 75 55 81 100 N/A 60 81 41
3814
Alfanous-team
Search and explore the Holy Qur'an with Arabic text, transliteration, and advan…
B 75 54 94 25 N/A 82 94 84
3815
grandinh
MCP Prompt Optimizer Claim 1
Automatically analyzes and optimizes AI prompts by calculating clarity scores, …
B 75 55 94 56 47 80 91
3816
Vivek-k3
Models PLUS Claim
Provides comprehensive AI model metadata through MCP, enabling search and filte…
B 75 55 84 60 49 80 95
3817
Jayanth-Kulkarni-Avesha
Enables AI assistants to execute PromQL queries and discover metrics across mul…
B 75 55 76 68 51 80 96
3818
yoheimuta
protolint-mcp
B 75 55 96 25 79 81 95
3819
masseater
Enables creation and querying of knowledge bases using Google's Gemini API File…
B 75 55 72 72 57 81 92
3820
TheSethRose
Build a robust server to enable AI agents to interact with various tools.
B 75 54 68 68 N/A 38 95 100
3821
maoruibin
MCP-Server-Inbox Claim 1
MCP server that integrates with inBox note-taking API, allowing users to create…
B 75 55 80 65 40 80 100
3822
arshad-khan1
Enables automated timesheet management including creating entries, listing work…
B 75 55 72 73 50 76 100
3823
UtakataKyosui
Enables management of GitHub pull request review threads through natural langua…
B 75 55 80 91 69 81 45
3824
shaharia-lab
mcp-kit Claim
MCP (Model Context Protocol) Kit for Go - A Complete MCP solutions for ready to…
B 75 54 84 43 N/A 71 95 83
3825
GofMan5
Think MCP Claim
Enables structured step-by-step reasoning with branching, revisions, and self-c…
B 75 54 72 62 N/A 54 95 88
3826
nkriman
Enables creating and managing Google Calendar events through OAuth 2.0 authenti…
B 75 55 94 62 23 80 99
3827
jeelidev
Provides AI assistants with persistent, graph-based memory using Neo4j, enablin…
B 75 55 60 100 50 81 78
3828
formulahendry
code-runner Claim
Code Runner MCP Server which can run code in various programming languages.
B 75 55 68 100 N/A 55 95 47
3829
ayoubzeroual
Enables web search functionality through Perplexity AI's API with time-based fi…
B 75 55 78 65 43 81 100
3830
je4550
Review MCP Server Claim
Enables Claude to perform thorough code reviews by integrating with Codex and G…
B 75 55 78 75 N/A 28 95 88
3831
IBM
IBM/mcp-cli Claim
Yet another CLI tool for testing MCP servers.
B 75 54 84 31 N/A 69 94 100
3832
dbt-labs
dbt-mcp Claim
Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/…
B 75 55 86 38 93 80 86
3833
weinerac
Enables AI assistants to search for Quest Apartment Hotels across Australia by …
B 75 55 78 70 35 83 98
3834
GetCacheOverflow
cacheoverflow Claim 2
MCP server for cache.overflow - AI agents sharing knowledge with AI agents
B 75 55 59 72 N/A 74 82 92
3835
kmio11
Provides a Twitter-like timeline interface where AI agents can post thoughts an…
B 75 54 84 61 N/A 26 94 95
3836
hanweg
mcp-tool-builder Claim 1
MCP server that builds itself by creating new tools as needed based on user req…
B 75 54 96 42 N/A 40 95 91
3837
For-Sunny
Hebbian Mind Claim 1
Associative memory via Hebbian learning. Connections strengthen through use, de…
B 75 54 96 28 N/A 71 90 88
3838
miyamamoto
JVLink MCP Server Claim 1
Enables natural language queries and analysis of Japanese horse racing data fro…
B 75 55 78 82 59 82 68
3839
lucas-1000
Enables AI assistants to query glucose data from health storage APIs, providing…
B 75 55 100 66 22 81 90
3840
tonywmnix
Integrates with Google Tasks to enable searching, listing, creating, updating, …
B 75 55 78 63 50 82 99
3841
jcontini
macOS Contacts MCP Claim
Connects AI assistants to macOS Contacts app, allowing users to search, view, a…
B 75 55 94 100 N/A 23 95 40
3842
ltphat2204
Teable MCP Server Claim
Connects Teable no-code databases to LLMs, enabling AI agents to query records,…
B 75 55 76 68 47 81 97
3843
moonlitknight
A TypeScript template for building remote Model Context Protocol (MCP) servers …
B 75 55 80 58 45 84 100
3844
CartographAI
Generates and queries a graph representation of a codebase to identify entities…
B 75 54 86 56 N/A 43 87 94
3845
ljy9303
MapleStory MCP Server Claim 1
Provides structured access to Nexon's MapleStory Open API, allowing users to qu…
B 75 55 80 71 28 83 100
3846
baixianger
camoufox-mcp Claim
Anti-detection browser automation with Camoufox - stealth Firefox for web scrap…
B 75 55 78 82 N/A 33 95 76
3847
fellowabhi
ControlAPI-MCP Claim 1
Converts any OpenAPI/REST API into MCP tools with dynamic server switching, var…
B 75 55 84 53 66 80 93
3848
timohaa
Simple Jira MCP Claim
Provides Jira Cloud integration for AI agents, enabling them to search issues w…
B 75 55 84 55 52 81 97
3849
Malayke
Fetches Hacker News discussion threads and linked article content in LLM-optimi…
B 75 55 90 57 49 80 94
3850
MCERQUA
Freepik MCP Server Claim 1
An MCP server implementation that enables users to search, download Freepik res…
B 75 55 75 71 46 80 97
Showing 3801–3850 of 66402 servers
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