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
3501
hazzel-cn
Enables AI agents to interact with terminal environments through multiple concu…
B 76 55 90 83 N/A 45 95 50
3502
alamkanak
A FastAPI library that provides Model Context Protocol tools for endpoint intro…
B 76 55 90 38 74 82 98
3503
aiopnet
MCP Nautobot Server Claim 1
A Model Context Protocol server that integrates with Nautobot to provide networ…
B 76 54 69 77 N/A 42 95 91
3504
Cleversoft-IT
This TypeScript-based MCP server allows users to manage and interact with a not…
B 76 54 94 55 N/A 38 90 91
3505
CleverMobi
Enables interaction with Glitchtip error tracking platform through natural lang…
B 76 55 86 61 45 81 99
3506
newtype-01
Obsidian MCP Claim
This project implements a Model Context Protocol (MCP) server for connecting AI…
B 76 54 86 63 N/A 57 84 84
3507
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
3508
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
3509
0xrdan
MCP RAG Server Claim
Enables AI assistants to search and retrieve information from your knowledge ba…
B 76 55 90 56 57 81 92
3510
mikechao
Provide AI models with natural language access to the Art Institute of Chicago'…
B 76 55 82 60 N/A 61 81 94
3511
ergut
mcp-logseq Claim
MCP server to interact with LogSeq via its Local HTTP API - enabling AI assista…
B 76 54 94 41 N/A 51 90 97
3512
DeniseLewis200081
Enables searching for train tickets on China's 12306 railway system, including …
B 76 55 66 100 45 81 78
3513
peteretelej
md-server Claim
Converts documents, webpages, and media files into markdown for AI assistants u…
B 76 55 90 46 74 81 92
3514
xumingjun5208
Gemini MCP Server Claim
Enables multi-turn conversations with Google Gemini AI models, supporting file …
B 76 55 74 70 N/A 42 95 94
3515
mjbeatty89
mcp_code_executor Claim 1
B 76 54 90 56 N/A 42 88 93
3516
florianbuetow
IMAP Mini MCP Claim
A lightweight MCP server for interacting with IMAP email accounts to read messa…
B 76 55 90 62 39 82 97
3517
peakmojo
A MCP server for accessing Zoom recordings and transcripts without requiring di…
B 76 55 85 71 40 80 94
3518
rwapipe
Connects AI agents to Real World Asset (RWA) data, enabling queries about token…
B 76 55 94 91 29 82 66
3519
Intelligent-Internet
Exposes Gemini CLI's built-in tools and external MCP proxies through a unified …
B 76 55 84 68 48 76 98
3520
oleksiitrembach
Gigaspec Claim
An AI-native specification framework that enables deep requirements analysis an…
B 76 55 84 62 60 80 88
3521
baguskto
Baguskto Saham Claim 1
Enables access to Indonesian Stock Exchange (IDX) data with comprehensive histo…
B 76 55 78 61 57 82 100
3522
MubarakHAlketbi
Game Asset Generator Claim 1
An MCP server that generates 2D and 3D game assets from text prompts using AI m…
B 76 55 81 65 48 81 100
3523
FusionpactTech
Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, M…
B 76 54 90 28 N/A 78 95 90
3524
whiteside-daniel
Enables read-only interaction with Zoho CRM data through natural language queri…
B 76 55 74 82 N/A 24 95 89
3525
DeJo90
nace-mcp Claim
Browse, search and fuzzy-match NACE Rev. 2.1 economic activity classification c…
B 76 54 80 50 N/A 55 94 100
3526
tvh
Saffron MCP Server Claim
Enables AI assistants to interact with Saffron recipe management functionality,…
B 76 55 82 70 47 81 92
3527
zcag
readdown-mcp Claim
Convert web pages to clean, LLM-optimized Markdown. No browser needed.
B 76 54 66 60 N/A 58 94 100
3528
f
Enables users to check weather conditions using Open-Meteo's free API with GitH…
B 76 54 78 67 N/A 31 95 100
3529
Mearman
A template repository for building Model Context Protocol (MCP) servers with Ty…
B 76 54 66 61 N/A 55 95 100
3530
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
3531
gptcompany
A goal-agnostic parallel orchestration framework that enables sophisticated mul…
B 76 55 96 100 50 80 39
3532
AccelByte
Enables AI assistants to interact with AccelByte Gaming Services APIs through s…
B 76 55 96 42 67 76 96
3533
LyalinDotCom
Enables generating, editing, and manipulating images using Google Gemini Flash …
B 76 55 78 72 50 81 91
3534
George5562
Enables natural language interaction with Jira for managing projects, issues, t…
B 76 55 96 63 30 81 97
3535
trainmyagent
Machine Hearts Claim 1
Autonomous agent matchmaking and relationship actions for Machine Hearts.
B 76 54 78 75 N/A 47 83 90
3536
rog0x
config Claim
JSON, YAML, TOML, INI config tools for AI agents
B 76 44 72 N/A N/A 40 95 90
3537
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
3538
tobocop2
lilbee Claim
Local knowledge base for documents, code, PDFs, and 150+ formats. Chat privatel…
B 76 54 70 41 N/A 85 94 98
3539
addozhang
nexus Claim
Query Sonatype Nexus Repository (OSS/Pro) for Maven, Python, and Docker artifac…
B 76 54 88 71 N/A 29 83 94
3540
manusa
A Model Context Protocol (MCP) server for container runtimes (Podman and Docker)
B 76 54 84 25 N/A 81 95 100
3541
LinXueyuanStdio
Academic MCP Claim
Enables users to search, download, and read academic papers from multiple platf…
B 76 55 82 71 48 82 87
3542
joohnnie
MCP Demo Server Claim
A demonstration MCP server showcasing tools (calculator, file operations, weath…
B 76 55 84 91 N/A 51 95 44
3543
caiotk
Enables comprehensive integration with Azure AI services including OpenAI, Cogn…
B 76 55 78 72 39 81 100
3544
AbdelhakRazi
Connects AI assistants to the TrustMRR API to browse, filter, and analyze start…
B 76 55 66 71 N/A 65 81 98
3545
miraclebakelaser
MCP server implementation for managing domains, DNS, and SSL via the Porkbun AP…
B 76 54 72 75 N/A 28 95 99
3546
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
3547
tavily-ai
tavily-mcp Claim 2
MCP server for advanced web search using Tavily
B 76 55 79 100 N/A 58 87 43
3548
renatoaraujo
Apple Notes MCP Claim
A local-only server that enables AI agents to create, read, search, and organiz…
B 76 54 78 65 N/A 47 92 94
3549
Hor1zonZzz
Terminal MCP Claim
Enables management of visible, interactive terminal sessions across platforms (…
B 76 55 66 82 N/A 29 95 97
3550
nice-bills
dune-mcp Claim
Securely query Dune Analytics with LLMs. Features budget protection, query reus…
B 76 55 82 53 67 80 96
Showing 3501–3550 of 30006 servers
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