MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7701
iAchilles
Memento Claim
A local, fully-offline MCP memory server that enables persistent storage and re…
B 70 55 60 100 N/A 39 95 43
7702
clockworked247
A TypeScript implementation of a flight & stay search MCP server that uses the …
B 70 55 88 66 N/A 20 81 77
7703
pmhw
Enables random selection tools including lottery drawing from option lists, dic…
B 70 55 80 100 21 81 48
7704
genieincodebottle
rag-app-on-aws Claim
Build and deploy a full-stack RAG app on AWS with Terraform, using free tier Ge…
B 70 54 70 46 N/A 47 89 94
7705
CodeDreamer06
MonkeyType MCP Server Claim 2
A Model Context Protocol server that enables LLMs to interact with all MonkeyTy…
B 70 55 69 100 48 80 39
7706
lamemind
A utility toolkit that enhances Claude's code interaction capabilities by provi…
B 70 54 68 62 N/A 16 95 98
7707
Juzisuan965
Apifox MCP Server Claim
Enables AI assistants to fetch and understand API endpoint definitions from Api…
B 70 55 60 70 64 78 80
7708
AndrewCTF
An MCP server that enables searching YouTube and retrieving high-accuracy video…
B 70 44 41 N/A N/A 48 95 97
7709
willc121
Enables querying Garmin health data stored in Supabase through natural language…
B 70 55 78 57 27 81 98
7710
Saurabhsing21
Literature MCP Claim 1
A specialized MCP server that provides a structured interface to the Europe PMC…
B 70 55 58 61 57 83 91
7711
GroundDocs
GroundDocs Claim
A version-aware Kubernetes documentation assistant that connects LLMs to truste…
B 70 54 62 58 N/A 40 95 92
7712
JamesUnlocked
A template/boilerplate MCP server for building custom tools and integrations th…
B 70 54 66 65 N/A 19 95 92
7713
JenHsuan
Alayman MCP Server Claim
Enables access to articles from alayman.io, allowing users to fetch, search, an…
B 70 55 78 62 27 81 92
7714
JacerOmri
OpenAPI MCP Server Claim
A command-line tool that transforms any OpenAPI service into a Model Context Pr…
B 70 55 88 67 50 81 52
7715
odos-xyz
Enables interaction with DeFi trading and portfolio analytics through Odos DEX …
B 70 55 82 58 27 81 88
7716
nick-telsan
A demonstration server for ModelContextProtocol that provides weather tools and…
B 70 55 72 65 18 81 100
7717
VivaLaPanda
Enables searching and retrieving preserved Twitter data from the Community Arch…
B 70 55 76 60 24 81 96
7718
lioensky
A server that allows AI agents to consult multiple large language models (like …
B 70 55 80 71 21 81 81
7719
Processori7
Enables comprehensive internet search capabilities through DuckDuckGo, supporti…
B 70 55 90 62 25 81 78
7720
JJJHoons
Enables comprehensive security vulnerability scanning and code quality analysis…
B 70 55 84 61 20 80 92
7721
Hive-Academy
Hey @roocode community! I'm thrilled to share a project born from my work with…
B 70 55 66 70 65 82 63
7722
zhangzhongnan928
A versatile Model Context Protocol server that enables AI assistants to manage …
B 70 55 90 47 20 80 98
7723
knmurphy
Facilitates secure and type-safe interactions with both v1 and v2 of the Glide …
B 70 55 90 100 17 81 37
7724
2389-research
mcp-socialmedia Claim
B 70 55 84 46 N/A 38 81 95
7725
nckhemanth0
MCP server for intelligent subscription management with Gmail + MySQL integrati…
B 70 55 63 53 56 81 98
7726
vurtnec
Jira Claim 2
MCP to Connect JIRA by NodeJs
B 70 55 72 72 17 80 95
7727
fr0ster
mcp-abap-adt Claim 1
MCP server for SAP ABAP ADT: repository analysis and CRUD for RAP and classic A…
B 70 54 90 52 N/A 84 95 28
7728
StevenGeller
LDK MCP Server Claim 1
Provides real-time Lightning Development Kit expertise for accelerating iOS Lig…
B 70 55 84 83 51 81 38
7729
robertoamoreno
A TypeScript-based MCP server that enables AI assistants to interact with Couch…
B 70 55 84 100 19 81 42
7730
gensecaihq
pfsense-mcp-server Claim
pfSense MCP Server enables security administrators to manage their pfSense fire…
B 70 55 82 43 N/A 46 76 98
7731
xinthink
Reader MCP Server Claim 1
A Model Context Protocol server that connects MCP-compatible clients like Claud…
B 70 55 63 51 66 80 93
7732
wukan1986
query_table Claim
A web scraper for financial table data that implements the Model Context Protoc…
B 70 55 66 65 76 76 71
7733
GeiserX
genieacs-mcp Claim 1
MCP server bridging GenieACS TR-069 ACS instances to LLMs for CPE device manage…
B 70 54 35 62 N/A 67 95 100
7734
AnisurRahman06046
Enables e-commerce shop owners to query their business data using natural langu…
B 70 55 72 71 N/A 24 80 90
7735
egoughnour
code-firewall-mcp Claim
Structural similarity-based code filter. Stops malicious code pattern reaching …
B 70 54 72 30 N/A 71 84 98
7736
kishimoto-banana
MCP server that integrates with Shopify API, allowing Claude Desktop users to r…
B 70 55 72 63 40 81 87
7737
CTD-Techs
Enables KYC (Know Your Customer) verification through API integration, supporti…
B 70 55 84 77 27 81 65
7738
aguaitech
A simple server that enables CRUD operations on Elementor data for WordPress pa…
B 70 55 68 70 27 81 95
7739
Senpai-Sama7
Turns any LLM into a coding co-pilot with production-ready MCP server providing…
B 70 55 72 62 50 81 82
7740
abdqum
Enables comprehensive management of self-hosted or cloud Supabase instances wit…
B 70 55 86 43 29 81 99
7741
Ansvar-Systems
polish-law-mcp Claim
Polish legislation via MCP — full-text search across statutes and provisions
B 70 55 90 33 N/A 49 82 93
7742
wallacetju
Stock Data MCP Server Claim 3
Provides comprehensive stock market data across US, Hong Kong, and Chinese mark…
B 70 55 84 91 28 82 44
7743
ibm-ecm
Enables AI agents to interact with IBM FileNet Content Manager for document and…
B 70 55 78 36 73 81 86
7744
pyang2045
TWSE MCP Server Claim
Provides real-time access to Taiwan Stock Exchange market data, financial repor…
B 70 55 88 91 30 81 39
7745
pepperfm
A generic MCP server that exposes local repository checkouts, allowing users to…
B 70 54 66 61 N/A 32 90 92
7746
rakeshgangwar
Provides Formula One data and statistics through a Model Context Protocol inter…
B 70 55 78 100 46 78 35
7747
ChanMeng666
A Model Context Protocol server that provides Google Jobs search capabilities t…
B 70 55 85 38 54 81 88
7748
timoconnellaus
Automates git worktree management with iTerm2 integration for Claude Code, allo…
B 70 54 78 51 N/A 19 95 94
7749
AlexHerranr
MCP Spreadsheets Claim 1
Provides comprehensive control over Google Sheets to read, write, format, and m…
B 70 55 84 55 27 82 91
7750
Caue397
Enables LLMs to read, create, and manage Google Calendar events through a stand…
B 70 55 78 75 20 77 87
Showing 7701–7750 of 30006 servers
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