MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3501
florinel-chis
Provides instant, offline access to complete Shopify Liquid documentation (198 …
B 76 55 66 82 51 81 98
3502
AbdallahAHO
Connects AI assistants to Lokalise translation management platform with 59 tool…
B 76 55 82 51 78 81 92
3503
mvacaporale
Fetches and tracks Claude.ai usage data including session and weekly limits wit…
B 76 54 90 61 N/A 27 90 99
3504
JBR90
Gmail MCP Server Claim
Enables AI assistants to manage Gmail by reading unread emails with automatic c…
B 76 54 78 70 N/A 27 95 100
3505
mustafa-boorenie
Blender MCP Router Claim
Enables LLM routing through multiple providers (OpenAI, Anthropic, xAI) via Lit…
B 76 54 72 68 N/A 42 95 94
3506
chrisgreenx-ctrl
Jules MCP Server Claim
Enables AI assistants to interact with Google's Jules coding agent API for auto…
B 76 55 86 76 35 81 92
3507
s27183
Equinox MCP Server Claim 2
An MCP server that provides LLMs with access to Equinox documentation and tools…
B 76 55 77 91 27 82 88
3508
tohachan
Bridges LLMs and diagram creation by providing intelligent format selection, fo…
B 76 55 76 62 71 81 90
3509
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3510
easingthemes
aem-mcp-server Claim
AEM MCP server. Chat with your AEM instance for content, component, and asset o…
B 76 54 78 63 N/A 59 90 84
3511
BenedatLLC
Provides a set of read-only Kubernetes functions via an MCP server, enabling in…
B 76 55 90 57 48 81 99
3512
ceorkm
reactbits-mcp-server Claim 1
MCP server providing access to 135+ animated React components from ReactBits.de…
B 76 55 79 57 N/A 73 82 93
3513
punkpeye
Enables AI assistants to perform structured, step-by-step reasoning through seq…
B 76 55 78 70 47 82 97
3514
Ichigo3766
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
B 76 55 81 72 45 78 96
3515
stevengonsalvez
A lightweight, file-based server for managing and serving personal prompt templ…
B 76 54 72 65 N/A 57 90 94
3516
peakmojo
A MCP server for accessing Zoom recordings and transcripts without requiring di…
B 76 55 85 71 40 80 94
3517
jcdickinson
simplemem Claim
A simple memory tool for coding agents using DuckDB and VoyageAI.
B 76 55 86 58 61 82 92
3518
talvinder
Carrot AI PM Claim 1
Spec-driven development tool for AI coding assistants that generates specs, val…
B 76 54 84 66 N/A 55 90 76
3519
patrickdappollonio
Domain Tools (WHOIS + DNS)
B 76 55 70 60 73 83 100
3520
mcollina
MCP Ripgrep Server Claim
Provides ripgrep search capabilities to MCP clients like Claude, allowing high-…
B 76 55 86 91 N/A 48 95 47
3521
LeeSinLiang
Provides a Model Context Protocol interface to the Gemini CLI, enabling AI agen…
B 76 54 72 72 N/A 42 95 94
3522
mattiasw
BrowserLoop Claim 1
A Model Context Protocol (MCP) server for taking screenshots of web pages using…
B 76 55 78 75 70 81 71
3523
jem-computer
Provides seamless integration with Capacities knowledge management system, allo…
B 76 55 72 75 47 81 100
3524
wolfyy970
Enables LLMs to autonomously retrieve and explore web content by fetching pages…
B 76 55 90 65 43 80 94
3525
joelmnz
Enables AI agents to save, search, and manage markdown-based research articles …
B 76 55 100 37 66 81 95
3526
gptcompany
A goal-agnostic parallel orchestration framework that enables sophisticated mul…
B 76 55 96 100 50 80 39
3527
gannonh
memento-mcp Claim 1
Scalable, high-performance knowledge graph memory system with semantic search, …
B 76 55 96 65 85 90 39
3528
CaesarYangs
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
B 76 54 100 41 N/A 42 95 94
3529
scottmreed
ChemCP Claim
MCP App that renders 2D molecular structures from SMILES using RDKit.js
B 76 54 72 70 N/A 41 90 100
3530
Tommertom
awesome-ionic-mcp Claim
Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React…
B 76 54 84 60 N/A 41 89 96
3531
dbsectrainer
Domain-specific MCP tooling for legal document workflows
B 76 44 63 N/A N/A 62 83 97
3532
BUGG1N
Cortex MCP Server Claim
Cortex MCP provides AI agents with long-term portfolio memory by transforming p…
B 76 55 94 82 N/A 59 95 39
3533
Ansvar-Systems
icelandic-law-mcp Claim
Icelandic legislation via MCP — full-text search across statutes and provisions
B 76 55 86 43 N/A 88 83 85
3534
elvismdev
Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j kn…
B 76 55 96 36 N/A 79 78 92
3535
AccelByte
AGS API Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
B 76 55 96 42 67 76 96
3536
Echoqili
SSH LICCO MCP Server Claim 1
SSH Model Context Protocol Server - Enable SSH functionality for AI models
B 76 54 86 46 N/A 70 89 91
3537
xzq-xu
jvm-mcp-server Claim
An implementation project of a JVM-based MCP (Model Context Protocol) server.
B 76 54 90 51 N/A 56 87 90
3538
paschmaria
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
B 76 55 82 74 35 82 99
3539
elhamid
llm-council Claim
Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: par…
B 76 54 84 68 N/A 37 89 92
3540
Developerayo
Concordium mcp-sever for interacting with the concordium chain
B 76 55 96 57 41 81 95
3541
mayorandrew
Connect AI clients to OpenAPI APIs quickly, with one MCP server, direct CLI acc…
B 76 54 70 72 N/A 60 95 81
3542
oregpt
Enables comprehensive interaction with Google Docs and Google Drive through AI …
B 76 54 66 73 N/A 47 95 94
3543
MaxwellCalkin
Provides access to satellite tracking data from N2YO, allowing users to query s…
B 76 55 94 100 43 81 42
3544
eniayomi
GCP MCP Claim 1
A Model Context Protocol server that enables AI assistants like Claude to inter…
B 76 54 79 62 N/A 47 95 90
3545
Yukuiii
mysql_mcp Claim
B 76 54 90 68 N/A 29 88 89
3546
CleverMobi
Enables interaction with Glitchtip error tracking platform through natural lang…
B 76 55 86 61 45 81 99
3547
mendeel
Mixpanel MCP Claim
A server that interfaces with the Mixpanel API, allowing users to query events …
B 76 55 90 65 43 81 90
3548
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
3549
agents-registry-com
Enables AI agents to discover each other and communicate through cryptographica…
B 76 55 78 75 45 81 95
3550
Hor1zonZzz
Terminal MCP Claim
Enables management of visible, interactive terminal sessions across platforms (…
B 76 55 66 82 N/A 29 95 97
Showing 3501–3550 of 66402 servers
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