MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 8 hours, 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3451
alfonsograziano
node-code-sandbox-mcp Claim 1
A Node.js MCP server that spins up isolated Docker-based sandboxes for executin…
B 76 54 90 61 N/A 48 87 88
3452
IncomeStreamSurfer
Enables AI assistants to maintain persistent project context across sessions by…
B 76 55 78 91 43 81 77
3453
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
3454
nota
gyazo Claim 1
Official Model Context Protocol server for Gyazo
B 76 55 92 82 72 86 38
3455
datalayer
jupyter-mcp-server Claim
Model Context Protocol (MCP) Server for Jupyter.
B 76 54 67 62 N/A 61 95 93
3456
theupriser
Traefik MCP Server Claim
Enables AI assistants to query and manage Traefik reverse proxy configurations,…
B 76 55 78 68 50 82 97
3457
savri-io
Enables users to access and manage Savri analytics data, including visitor stat…
B 76 55 90 66 42 80 90
3458
paschmaria
Enables management of Amazon Managed Workflows for Apache Airflow (MWAA) enviro…
B 76 55 82 74 35 82 99
3459
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
3460
yfedoseev
fossil-mcp Claim
The code quality toolkit for the agentic AI era. Find dead code, clones, and sc…
B 76 55 96 25 N/A 82 83 96
3461
DeveloperZo
Enables batch audio processing and optimization using FFmpeg with preset config…
B 76 54 78 65 N/A 46 92 91
3462
Ichigo3766
A MCP server that integrates with Stable Diffusion WebUI to provide text-to-ima…
B 76 55 81 72 45 78 96
3463
stevengonsalvez
A lightweight, file-based server for managing and serving personal prompt templ…
B 76 54 72 65 N/A 57 90 94
3464
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
3465
thebusted
Enables secure MySQL database operations through natural language with built-in…
B 76 55 84 61 54 81 97
3466
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
3467
joemccann
xAI MCP Server Claim 1
Integrates xAI's Grok APIs into Claude Code to enable image and video generatio…
B 76 55 100 100 30 81 44
3468
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
3469
ynivin
Waveform MCP Server Claim 1
Enables analysis of RTL waveform files (VCD, FST) through WAL (Waveform Analysi…
B 76 55 84 91 N/A 37 95 57
3470
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
3471
joelmnz
Enables AI agents to save, search, and manage markdown-based research articles …
B 76 55 100 37 66 81 95
3472
xiaobenyang-com
smart-search Claim 1
Smart Search MCP is an intelligent search toolkit focused on the technology fie…
B 76 64 78 66 84 45 95 81
3473
SweetsRepo
Enables AI agents to explore, search, and reference code implementation details…
B 76 54 90 62 N/A 27 95 92
3474
VictoriaMetrics
mcp-vmanomaly Claim 2
MCP Server for vmanomaly - VictoriaMetrics anomaly detection
B 76 54 69 66 N/A 73 83 94
3475
zerodustxyz
zerodust Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
B 76 54 78 71 N/A 41 83 100
3476
ahonn
A server that provides access to Google Search Console data through the Model C…
B 76 55 88 70 35 81 94
3477
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
3478
alioshr
memory-bank-mcp Claim
A Model Context Protocol (MCP) server implementation for remote memory bank man…
B 76 55 70 100 N/A 52 95 53
3479
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
3480
jcdickinson
simplemem Claim
A simple memory tool for coding agents using DuckDB and VoyageAI.
B 76 55 86 58 61 82 92
3481
Yukuiii
mysql_mcp Claim
B 76 54 90 68 N/A 29 88 89
3482
donnel666
UART MCP Server Claim 1
Enables AI assistants to communicate with serial port devices, supporting port …
B 76 54 88 65 N/A 66 95 61
3483
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
3484
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
3485
AccelByte
AGS API Claim
Stateless MCP server for AccelByte Gaming Services APIs with OpenAPI integration
B 76 55 96 42 67 76 96
3486
CaesarYangs
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and inte…
B 76 54 100 41 N/A 42 95 94
3487
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
3488
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
3489
Developerayo
Concordium mcp-sever for interacting with the concordium chain
B 76 55 96 57 41 81 95
3490
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
3491
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
3492
aira-security
mcp-armor Claim
MCP Armor continuously secures and monitors Model Context Protocol operations t…
B 76 44 65 N/A N/A 47 95 94
3493
vasylenko
Search, read, create, and update Bear Notes directly from Claude. Local-only wi…
B 76 54 62 65 N/A 60 95 100
3494
oregpt
Enables comprehensive interaction with Google Docs and Google Drive through AI …
B 76 54 66 73 N/A 47 95 94
3495
Py2755
aiogram-mcp Claim 1
MCP server for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts, event …
B 76 54 69 63 N/A 80 83 92
3496
chonseng
Enables flight search and price comparison by scraping flight information from …
B 76 55 62 82 N/A 42 95 94
3497
ariroffe72
MCP server providing Jewish prayer times (zmanim) calculations for any location…
B 76 54 72 65 N/A 49 95 93
3498
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
3499
GoogleCloudPlatform
cloud-run-mcp Claim
MCP server to deploy apps to Cloud Run
B 76 55 80 43 N/A 79 86 97
3500
snahrup
Enables AI assistants to interact with Microsoft Fabric and Power BI services t…
B 76 55 94 58 39 81 98
Showing 3451–3500 of 66402 servers
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