MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3351
code-alchemist01
Provides comprehensive code analysis (quality, complexity, linting, dependencie…
B 76 55 90 100 N/A 39 95 38
3352
gabrielalmir
Animagine MCP Claim
A FastMCP server for the Animagine XL 4.0 image generation experience that prov…
B 76 54 88 58 N/A 43 92 92
3353
NvkAnirudh
A Model Context Protocol (MCP) server that automates generating LinkedIn post d…
B 76 55 72 73 56 78 99
3354
iwanghc
Google Search Tool Claim
Enables AI assistants to perform real-time Google searches with anti-bot protec…
B 76 55 94 75 34 81 82
3355
iExecBlockchainComputing
iExec MCP Server Claim 1
An MCP server that enables AI agents to interact with the iExec protocol for co…
B 76 54 75 68 N/A 55 87 92
3356
designly1
MCPMem Claim
Enables AI assistants to store and retrieve memories with semantic search capab…
B 76 55 94 51 44 81 100
3357
CaseyRo
Enables searching and accessing Readwise highlights and documents through HTTP …
B 76 55 84 77 34 81 91
3358
infinity-smithpl
Provides real-time access to cryptocurrency and DEX data across multiple blockc…
B 76 55 60 100 50 81 82
3359
manusa
A Model Context Protocol (MCP) server for container runtimes (Podman and Docker)
B 76 54 84 25 N/A 81 95 100
3360
Noacodenoobe
Draw.io MCP Server Claim
Enables programmatic creation and management of draw.io diagrams through MCP to…
B 76 54 78 56 N/A 52 95 96
3361
rog0x
config Claim
JSON, YAML, TOML, INI config tools for AI agents
B 76 44 72 N/A N/A 40 95 90
3362
Mearman
A template repository for building Model Context Protocol (MCP) servers with Ty…
B 76 54 66 61 N/A 55 95 100
3363
myownipgit
An advanced MCP server for generating styled QR codes with logos, batch process…
B 76 54 90 60 N/A 22 95 99
3364
eliaskress
flowcheck Claim
Stripe payouts, Shopify orders, and bank transactions unified for reconciliatio…
B 76 54 88 61 N/A 53 81 90
3365
trainmyagent
Machine Hearts Claim 1
Autonomous agent matchmaking and relationship actions for Machine Hearts.
B 76 54 78 75 N/A 47 83 90
3366
whiteside-daniel
Enables read-only interaction with Zoho CRM data through natural language queri…
B 76 55 74 82 N/A 24 95 89
3367
kelleyblackmore
Vault MCP Server Claim
Enables interaction with HashiCorp Vault to read, write, list, and delete secre…
B 76 55 78 67 47 81 100
3368
caiotk
Enables comprehensive integration with Azure AI services including OpenAI, Cogn…
B 76 55 78 72 39 81 100
3369
Echoqili
ssh-licco Claim 1
SSH Model Context Protocol Server - Enable SSH functionality for AI models
B 76 54 86 46 N/A 70 89 91
3370
gitmotion
ntfy-me-mcp Claim
An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted …
B 76 55 72 71 67 81 89
3371 B 76 54 66 58 N/A 66 95 99
3372
hovecapital
MCP server for read-only PostgreSQL database queries in Claude Desktop
B 76 54 63 56 N/A 68 95 100
3373
StefanoCaruso456
MCP Platform Claim
A reusable runtime infrastructure for hosting Model Context Protocol servers an…
B 76 55 72 68 55 83 100
3374
geneontology
Noctua MCP Server Claim
Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) …
B 76 55 84 40 81 80 98
3375
nicofains1
AgentWatch Claim
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
B 76 54 66 72 N/A 52 92 97
3376
garl-protocol
mcp-server Claim
18 trust tools for AI agents — verify, score, route, compare, and delegate with…
B 76 54 84 46 N/A 76 78 98
3377
zw008
VMware Monitor Claim
Read-only VMware vCenter/ESXi monitoring with 8 MCP tools. Code-level safety.
B 76 54 70 52 N/A 72 95 94
3378
jake-hebert
Provides a user-friendly setup wizard that guides users through connecting Clau…
B 76 55 94 87 N/A 22 95 58
3379
riker-t
Enables AI assistants to access Ramp's developer documentation and API schemas …
B 76 54 92 58 N/A 23 95 97
3380
paschmaria
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
B 76 55 82 74 35 82 99
3381
Kashyap-AI-ML-Solutions
Enable AI assistants to fully interact with Cisco Webex messaging by sending me…
B 76 55 100 82 N/A 54 81 48
3382
sanggggg
Enables storing and managing dynamic review records with custom schemas for any…
B 76 55 78 100 24 81 80
3383
YuNaga224
Obsidian Memory MCP Claim 1
Stores AI memories as Markdown files for visualization in Obsidian's graph view…
B 76 54 90 47 N/A 44 92 100
3384
abs222222
MCP File Downloader Claim 1
Enables Claude Desktop to download files from web URLs with automatic browser f…
B 76 54 90 56 N/A 41 90 93
3385
Bachmann1234
Provides AI assistants with full-text search access to your Obsidian vault, all…
B 76 54 84 60 N/A 27 95 100
3386
vedantparmar12
A sophisticated server that enables AI assistants to automatically analyze code…
B 76 55 78 66 60 81 91
3387
usama-dtc
Salesforce MCP Server Claim 2
An MCP server implementation that integrates Claude with Salesforce, enabling n…
B 76 55 69 100 42 76 82
3388
georgeck
Fetches and processes Hacker News discussions to prepare them for Claude to gen…
B 76 55 86 100 49 83 48
3389
edition
Sales Intelligence · B2B Lead Extraction An MCP (Model Context Protocol) server…
B 76 55 60 82 47 95 91
3390
TheSurfingCoder
Run queries and pull information about your TigerData Cloud's PostgreSQL databa…
B 76 54 90 65 N/A 21 95 91
3391
binspireai
Binspire MCP Claim
Connects LLMs to the Binspire API to build autonomous AI-driven waste managemen…
B 76 55 82 61 54 80 99
3392
idreesmuhammadqazi-create
Generates AI-powered clarifying questions for user task requests using Claude, …
B 76 55 78 68 53 80 99
3393
RMITBLOG
A read-only MCP server that provides visibility into Parallels Remote Applicati…
B 76 55 80 60 53 83 100
3394
hlydecker
ucsc-genome-mcp Claim 1
MCP server to interact with the UCSC Genome Browser API, letting you find genom…
B 76 55 96 56 42 82 93
3395
b12io
Website Generator
B 76 54 86 55 N/A 46 95 92
3396
coo-quack
calc-mcp Claim 1
21 MCP tools for math, randomness, dates, encoding, hashing, and more — determi…
B 76 54 84 65 N/A 87 94 50
3397
michaelneale
Goose App Maker MCP Claim 1
This MCP server allows users to create, manage, and serve web applications thro…
B 76 55 72 82 N/A 19 95 97
3398
vish288
mcp-coda Claim 1
MCP server for Coda.io — docs, pages, tables, rows, formulas, and automations.
B 76 54 57 68 N/A 78 83 100
3399
rjkaes
trueline-mcp Claim
Smarter reads, safer edits. An MCP plugin that cuts token usage and catches edi…
B 76 54 96 30 N/A 67 95 92
3400
aranej
Enables AI language models to interact with YouTube content through the YouTube…
B 76 55 96 66 32 80 93
Showing 3351–3400 of 30006 servers
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