MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31760
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3601
disler
Aider MCP Server Claim
Allows Claude Code to offload AI coding tasks to Aider, reducing costs and enab…
B 76 54 92 58 N/A 29 95 91
3602
rwapipe
Connects AI agents to Real World Asset (RWA) data, enabling queries about token…
B 76 55 94 91 29 82 66
3603
KevinRabun
An MCP server that provides access to FedRAMP 20x security requirements and con…
B 76 55 55 82 N/A 66 95 86
3604
sheshbabu
zen Claim
Selfhosted notes app. Single golang binary, notes stored as markdown within SQL…
B 76 55 94 38 N/A 64 82 100
3605
Hawstein
MCP Server Reddit Claim 1
A server allowing interaction with Reddit via the public API, enabling browsing…
B 76 55 90 100 48 81 46
3606
markswendsen-code
KFC MCP Server Claim 2
An MCP server that enables users to interact with KFC's online ordering system …
B 76 54 85 62 N/A 30 90 99
3607
CaesarYangs
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
B 76 54 100 41 N/A 42 95 94
3608
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
3609
bigbugAi
Enables access to BigBugAI cryptocurrency tools for getting trending tokens and…
B 76 55 72 73 52 81 97
3610
ddang-jung
Jenkins MCP Server Claim 1
Enables interaction with Jenkins to manage jobs, trigger builds with parameters…
B 76 55 92 66 36 76 98
3611
aWiseKing
SQLite MCP Server Claim
Enables AI assistants to interact with SQLite databases by executing read and w…
B 76 54 94 50 N/A 43 90 95
3612
Cicatriiz
pophive-mcp-server Claim 1
*Featured on Claude!* MCP server for accessing near real-time health data from …
B 76 55 94 82 N/A 64 81 48
3613
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
3614
GongRzhe
A Model Context Protocol server that enables AI assistants to create, read, edi…
B 76 55 63 82 74 80 83
3615
MohamedElashri
An MCP server that connects LLMs to CERN GitLab to discover and analyze High En…
B 76 55 77 67 52 83 96
3616
ComputingVictor
MCP-BOE Claim 2
Enables LLMs like Claude to query the official Spanish BOE API for consolidated…
B 76 55 84 91 47 92 53
3617
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
3618
roman0211
Provides comprehensive cryptocurrency analysis using the CoinCap API, offering …
B 76 55 94 100 54 81 37
3619
datalayer
jupyter-mcp-server Claim
Model Context Protocol (MCP) Server for Jupyter.
B 76 54 67 62 N/A 61 95 93
3620
BenedatLLC
Provides a set of read-only Kubernetes functions via an MCP server, enabling in…
B 76 55 90 57 48 81 99
3621
CryptoAPIs-io
mcp-address-history Claim 3
MCP server for full transaction and token history on EVM and UTXO addresses via…
B 76 64 81 76 93 37 83 72
3622
freema
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
B 76 54 90 26 N/A 86 92 92
3623
blue-yard
Provides access to Harmonic.ai's API for searching and retrieving detailed info…
B 76 55 96 63 28 80 100
3624
Kapeli
dash-mcp-server Claim
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
B 76 54 66 65 N/A 54 95 96
3625
Mazchoo
Enables semantic search across documents and code repositories using RAG (Retri…
B 76 54 96 52 N/A 25 95 96
3626
nota
gyazo Claim 1
Official Model Context Protocol server for Gyazo
B 76 55 92 82 72 86 38
3627
gptcompany
A goal-agnostic parallel orchestration framework that enables sophisticated mul…
B 76 55 96 100 50 80 39
3628
minhoyoo-iotrust
WAIaaS Claim
Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto:…
B 76 54 90 41 N/A 86 95 70
3629
nicofains1
AgentWatch Claim
Multi-agent observability: cascade failure detection, heartbeats, and forensic …
B 76 54 66 72 N/A 52 92 97
3630
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
3631
mvacaporale
Fetches and tracks Claude.ai usage data including session and weekly limits wit…
B 76 54 90 61 N/A 27 90 99
3632
Shigakuresama
Canvas MCP Server Claim 1
Provides read-only access to Canvas LMS for students to retrieve courses, assig…
B 76 55 94 67 24 83 94
3633
peakmojo
A MCP server for accessing Zoom recordings and transcripts without requiring di…
B 76 55 85 71 40 80 94
3634
thebusted
Enables secure MySQL database operations through natural language with built-in…
B 76 55 84 61 54 81 97
3635
florinel-chis
Provides instant, offline access to complete Shopify Liquid documentation (198 …
B 76 55 66 82 51 81 98
3636
kopfrechner
gitlab-mr-mcp Claim
Interact seamlessly with issues and merge requests of your GitLab projects.
B 76 55 70 67 65 80 99
3637
skywinder
Enables AI assistants to search, validate, and edit OpenStreetMap data through …
B 76 55 66 68 66 81 100
3638
chevyphillip
Enables AI agents to create, validate, and export UML system models using struc…
B 76 55 96 60 58 80 78
3639
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3640
rfrye
Connects Claude to PrintSmith Vision for read-only AI-assisted print shop manag…
B 76 54 86 51 N/A 43 92 100
3641
vicpeacock
Comprehensive MCP server for Google Maps APIs, enabling geocoding, place search…
B 76 55 88 67 31 83 100
3642
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
3643
Fannon
Generate, randomize, explain, and manage u-he synthesizer presets via the Model…
B 76 54 70 61 N/A 57 95 96
3644
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
3645
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
3646
stevengonsalvez
A lightweight, file-based server for managing and serving personal prompt templ…
B 76 54 72 65 N/A 57 90 94
3647
Ichigo3766
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
B 76 55 81 72 45 78 96
3648
microsoft
wassette Claim 1
Wassette: A security-oriented runtime that runs WebAssembly Components via MCP
B 76 55 96 36 N/A 95 82 73
3649
mvilanova
Connects Claude with the Intervals.icu API to retrieve fitness data including a…
B 76 55 94 46 61 83 93
3650
Garoth
Sleep MCP Server Claim 2
A Model Context Protocol (MCP) server that provides a simple sleep/wait tool, u…
B 76 54 90 58 N/A 22 95 100
Showing 3601–3650 of 66402 servers
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