MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8601
moonraker46
sql2odata-mcp Claim 1
An MCP server that translates SQL statements into OData v4 query syntax, suppor…
C 68 55 55 55 53 82 95
8602
dbogardus
A Node.js-based Model Context Protocol server that exposes Proxycurl's LinkedIn…
C 68 55 84 46 27 80 93
8603
cg3-llc
prior Claim
Shared knowledge base for AI agents. Search and contribute solutions to technic…
C 68 55 88 10 68 81 96
8604
Nexlab-One
Provides LLMs with comprehensive knowledge about the V programming language, in…
C 68 54 80 36 N/A 24 95 94
8605
matbanik
Desktop text workbench + MCP server: 22+ text processing tools for AI assistants
C 68 54 60 41 N/A 70 90 85
8606
gldc
Enables AI agents to interact with PostgreSQL databases through the Model Conte…
C 68 55 72 46 53 80 89
8607
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
8608
tiianhk
A coding agent for Max (Max/MSP/Jitter), which is a visual programming language…
C 68 54 72 31 N/A 48 90 97
8609
Blvckjs96
MemoVault Claim
A personal memory system that provides AI assistants with long-term memory capa…
C 68 55 60 55 51 82 92
8610
Three-Little-Birds
OpenVSP MCP Server Claim
Enables automated geometry editing and aerodynamic analysis using OpenVSP and V…
C 68 55 48 70 N/A 49 95 77
8611
CodeSSRockMan
Provides tools to execute Terraform commands, analyze plan outputs for resource…
C 68 54 88 42 N/A 25 84 90
8612
HaroldLeo
Integrates Google Flights data into AI workflows for natural language flight se…
C 68 55 80 43 42 81 89
8613
navin4078
A lightweight web scraping server that allows Claude Desktop users to extract v…
C 68 55 72 63 19 81 95
8614
surendranb
Connects Google Analytics 4 data to Claude, Cursor and other MCP clients, enabl…
C 68 54 61 50 49 83 95
8615
tatn
A Model Context Protocol server that provides web content fetching and conversi…
C 68 55 63 51 40 81 100
8616
ross-jill-ws
Provides access to Alpha Vantage stock price data (OHLCV) and financial news wi…
C 68 55 78 56 25 81 91
8617
JesseHenson
test-mcp Claim
C 68 54 56 55 N/A 29 94 100
8618
njoerd114
kubecon-eu-mcp Claim 2
An MCP server for KubeCon + CloudNativeCon Europe 2026 that provides agentic sc…
C 68 54 57 30 N/A 71 92 99
8619
cheungxin
JianDaoYun MCP Server Claim 1
A Model Context Protocol server for JianDaoYun form data management, supporting…
C 68 55 65 100 N/A 20 95 44
8620
pinkpixel-dev
NPM Helper MCP Claim 1
A Model Context Protocol server that provides tools for NPM package management,…
C 68 55 73 82 53 81 40
8621
teelaitila
Enables iterative deep research by integrating AI agents with search engines, w…
C 68 55 54 61 54 81 89
8622
ross-jill-ws
Cloudflare MCP Lab Claim
A remote MCP server deployed on Cloudflare Workers with Google OAuth authentica…
C 68 55 68 67 24 81 89
8623
tspspi
Zotero MCP Server Claim
Enables semantic search and management of Zotero reference libraries using Post…
C 68 55 84 38 42 82 90
8624
paulbennet
AFK Mode Claim 1
An MCP server that bridges VS Code Copilot to your mobile device, allowing you …
C 68 54 45 70 N/A 32 95 96
8625
safurrier
MCP Filesystem Server Claim 2
A Model Context Protocol server that provides secure and intelligent interactio…
C 68 54 73 36 N/A 52 89 88
8626
loli0123456789
MCP Web Chat Claim
A server that enables WebChat functionality through MCP (Model-Control-Protocol…
C 68 54 74 61 N/A 16 95 82
8627
Pantagrueliste
tei-mcp Claim
Helps AI agents read and write valid TEI XML. Element lookup, attribute resolut…
C 68 55 72 28 64 84 94
8628
Xuanwo
mcp-server-opendal Claim 1
Access any storage with Apache OpenDAL™
C 68 55 68 33 64 80 100
8629
FreeRiverHouse
AbletonMCP Claim
Connects Ableton Live to Claude AI via the Model Context Protocol for prompt-as…
C 68 54 66 35 N/A 48 90 100
8630
Jaz-spec
Analyzes local Git repositories to provide detailed insights into commit statis…
C 68 54 78 45 N/A 19 95 93
8631
404-error-notfound
MySQL MCP Server Claim
Enables comprehensive MySQL database operations including cross-database querie…
C 68 55 90 48 26 81 84
8632
b1997oct
Provides tools for managing todo lists, checking weather, and accessing user in…
C 68 55 78 41 35 80 100
8633
ryaker
Mem0 MCP Server Claim 1
A Model Context Protocol server that integrates AI assistants with Mem0.ai's pe…
C 68 55 69 41 59 81 91
8634
kajidog
VOICEVOX TTS MCP Claim
A text-to-speech MCP server that enables AI assistants to speak using the VOICE…
C 68 55 80 32 54 81 91
8635
agent-hanju
char-index-mcp Claim 1
Precise character-level string indexing for LLMs. Provides tools for finding, e…
C 68 55 60 53 43 84 100
8636
thirdstrandstudio
XPath Server Claim 1
Execute XPath queries on XML and HTML content effortlessly. Fetch and query dat…
C 68 55 71 50 N/A 44 81 92
8637
bunasQ
Brainrot MCP Claim
Automatically plays Subway Surfers gameplay in the background during coding ses…
C 68 54 68 56 N/A 26 95 85
8638
kongyo2
An MCP (Model Context Protocol) server for handling GitHub URLs with validation…
C 68 55 60 100 43 84 43
8639
sushma9903
Provides real-world tools for weather data, stock market information, and inter…
C 68 55 72 52 24 81 100
8640
ctermiii
Weather MCP Server Claim
Enables real-time weather queries for cities worldwide using Open-Meteo API. Pr…
C 68 55 80 95 44 81 23
8641
danilofalcao
GLM Vision Server Claim
Enables image analysis using GLM-4.5V's vision capabilities from Z.AI. Supports…
C 68 54 66 40 N/A 42 95 92
8642
drleadflow
GHL MCP Server Claim
Enables AI agents to programmatically manage GoHighLevel accounts through a Clo…
C 68 55 60 72 30 76 93
8643
wh131462
Boundary MCP Claim
A decision structure analysis engine that transforms emotional dilemmas into st…
C 68 55 62 70 29 81 88
8644
nanoseil
A Model Context Protocol server that enables running and managing long-running …
C 68 55 63 100 N/A 27 82 51
8645
furenqiang-study
A Node.js-based MCP server that extracts numbers from text and generates statis…
C 68 55 72 60 30 81 86
8646
sophia-labs
Mnemosyne MCP Claim
Enables AI coding agents to query, create, and manage Mnemosyne knowledge graph…
C 68 55 90 35 37 81 89
8647
jlcases
PAELLADOC Claim 2
A Model Context Protocol (MCP) server that implements AI-First Development fram…
C 68 55 80 31 64 80 85
8648
burgessadrien
Memory MCP Claim 1
Provides persistent AI agent memory using a local vector database for long-term…
C 68 44 48 N/A N/A 27 95 99
8649
syronlabs
Stellar MCP Claim
Enables interaction with Stellar Classic and Soroban smart contracts, allowing …
C 68 55 84 55 52 81 58
8650
Nam088
mcp-database-server Claim 1
A modular MCP server that enables interaction with multiple database types incl…
C 68 55 78 100 24 74 42
Showing 8601–8650 of 67197 servers
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