MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29516
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4451
dindicoelho
Enables intelligent RSS feed management and analysis through Inoreader integrat…
B 74 55 86 61 34 81 99
4452
neuledge
context Claim
Local-first documentation for AI agents. Offline, instant, private doc retrieva…
B 74 54 68 61 N/A 57 95 89
4453
utain
kroki-mcp Claim
Kroki-MCP is a Go-based Model Context Protocol tool that converts textual diagr…
B 74 54 72 43 N/A 68 90 99
4454
run-llama
mcp-server-llamacloud Claim 1
A MCP server connecting to managed indexes on LlamaCloud
B 74 54 79 41 N/A 73 95 82
4455
padak
Enables AI agents to search, monitor, and analyze Reddit's communities and disc…
B 74 55 78 67 44 81 92
4456
invapi-org
invapi-mcp Claim
Extract, create, convert & validate invoices (UBL, CII, XRechnung, ZUGFeRD, PDF…
B 74 54 84 71 N/A 32 83 88
4457
lukasmki
Enables AI agents to search the Chemspace API for synthesizable building blocks…
B 74 55 76 65 47 81 95
4458
TeamSafeAI
LIFE Claim
Persistent identity architecture for AI agents. 16 MCP servers covering drives,…
B 74 54 84 50 N/A 45 87 96
4459
Jhackman2019
Codebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64.
B 74 54 68 62 N/A 55 90 94
4460
MenschMachine
pdfdancer-mcp Claim
Provides access to pdfdancer documentation through search and content retrieval…
B 74 55 72 82 33 81 94
4461
udhaykumarbala
AI image generation and editing with Google Gemini. Structured JSON editing.
B 74 44 62 N/A N/A 52 83 97
4462
spences10
mcp-svelte-docs Claim
🔍 MCP server that lets you search and access Svelte documentation with built-in…
B 74 55 64 100 N/A 67 92 42
4463
magicuidesign
mcp Claim 1
Official Magic UI MCP server.
B 74 55 68 100 N/A 61 95 37
4464
geniuskey
Enables Excel automation via xlwings COM, supporting DRM-protected files and li…
B 74 54 78 36 N/A 78 90 94
4465
windsornguyen
Integrates the Sonar API to provide Claude with real-time web-wide research cap…
B 74 55 80 63 41 81 96
4466
maxim-ist
MCP Bear Claim
A Python-based MCP server that provides read and write access to Bear Notes on …
B 74 55 90 91 N/A 43 95 36
4467
edemal
Enables interaction with Overseerr media request management through natural lan…
B 74 55 86 66 24 81 100
4468
th3w1zard1
Enables Claude to search and retrieve Panda3D game engine documentation seamles…
B 74 55 94 61 30 82 91
4469
silvaleo1979
Enables the calculation and management of hourly-based commercial proposals wit…
B 74 54 72 61 N/A 50 92 93
4470
hongnoul
mit-dining Claim
Real-time MIT dining hall menus with dietary filtering across all 6 halls
B 74 54 66 68 N/A 38 92 100
4471
zhhbinn
YAPI MCP Server Claim 1
Enables AI assistants to manage YAPI API documentation by providing tools to cr…
B 74 55 78 66 48 80 90
4472
wcampbellgalaxy
Analyzes Solana blockchain metrics from InfluxDB and generates categorized Graf…
B 74 55 94 91 23 81 61
4473
HITENDRAPAL3
YouTube MCP Server Claim 1
Enables AI agents to search for YouTube videos and play them in the default bro…
B 74 55 94 62 27 80 91
4474
geobio
Airbnb MCP Server Claim 1
Enables searching for Airbnb listings and retrieving detailed property informat…
B 74 54 84 56 42 91 91
4475
BurtTheCoder
shodan Claim 1
MCP server for Shodan API — device search, IP lookup, DNS, and CVE/CPE queries.
B 74 54 73 57 N/A 63 83 93
4476
JoodasCode
SlopWatch MCP Server Claim 1
An AI accountability system that tracks what AI systems claim they will impleme…
B 74 55 84 100 N/A 28 95 41
4477
SureScaleAI
openai-gpt-image-mcp Claim 1
OpenAI GPT image generation/editing MCP server.
B 74 55 78 72 53 80 80
4478
aryanduntley
aifp Claim
Database-driven FP enforcement and project management for AI-maintained codebas…
B 74 54 96 26 N/A 62 92 91
4479
nervpeng
HeaderHawk Claim
An advanced email security analysis MCP server for real-time phishing detection…
B 74 55 86 51 52 81 96
4480
leandrogavidia
Enables interaction with Marinade Finance on Solana, supporting liquid staking …
B 74 55 78 100 47 71 61
4481
rajbos
This server integrates with GitHub Advanced Security to load security alerts an…
B 74 55 80 61 41 82 100
4482
MyLightIsOn
Enables task management through natural language with full CRUD operations incl…
B 74 54 78 60 N/A 29 95 100
4483
pkdindustries
soulshack Claim
soulshack, an irc chatbot. openai/ollama/gemini/anthropic apis. basic shell too…
B 74 54 84 71 N/A 77 90 46
4484
jbccc
Provides document reranking capabilities via the ZeroEntropy Zerank API, allowi…
B 74 55 78 76 26 81 95
4485
kc23go
anybrowse Claim
Convert any URL to LLM-ready Markdown via real Chrome browsers. 3 tools: scrape…
B 74 66 71 76 75 47 81 91
4486
aidenlab
An MCP server that bridges AI clients with a frontend 3D visualization applicat…
B 74 55 63 75 45 82 100
4487
WAI-Soft
Enables seamless task synchronization between Kiro IDE and the Cirvoy project m…
B 74 54 72 68 37 89 98
4488
zahidhasanaunto
mcp-nestjs Claim
A NestJS module for building Model Context Protocol (MCP) servers using decorat…
B 74 55 78 67 35 82 100
4489
jasonWong-serviceDirect
Connects Claude Desktop to Google Docs and Google Drive, enabling comprehensive…
B 74 55 72 73 45 81 91
4490
ampcome-mcps
Enables task and project management in Todoist through natural language, suppor…
B 74 55 72 67 52 80 96
4491
slashprint
Enables AI-powered automation of Adobe Illustrator on Windows by allowing Claud…
B 74 54 84 58 N/A 31 95 93
4492
saleor
Saleor MCP Server Claim
Enables AI assistants to interact with Saleor Commerce instances to fetch data …
B 74 55 67 70 52 81 99
4493
abhi12299
Provides tools for date-time manipulation, including timezone conversion and ar…
B 74 55 60 100 30 83 87
4494
irskep
persistproc Claim
MCP server + command line tool that allows agents to see & control long-running…
B 74 54 88 38 N/A 66 92 87
4495
tiovikram
Linear MCP Server Claim 1
Enables interaction with Linear's API for managing issues, teams, and projects …
B 74 55 90 70 22 81 93
4496
robotmcp
ros-mcp-server Claim
Connect AI models like Claude & GPT with robots using MCP and ROS.
B 74 54 84 20 N/A 85 92 99
4497
arjshiv
Provides quick access to local system utilities including time/date, hostname, …
B 74 54 66 57 N/A 64 89 97
4498
PiggyAndrew
Enables seamless communication between Claude AI and Autodesk Revit, allowing u…
B 74 55 84 100 N/A 48 95 28
4499
shashwatgtm
8 content tools: Case Studies, Newsletters, Webinars, Repurposing, Thought Lead…
B 74 55 84 91 N/A 45 95 41
4500
Atomic-Germ
Enables consulting with local Ollama models for reasoning from alternative view…
B 74 55 84 82 71 81 44
Showing 4451–4500 of 45732 servers
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