MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29834
Scored
2112
Verified
16953
Complete

Last updated 18 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57451
0xCJT
A local-first personal AI agent infrastructure that extends Claude Desktop with…
N/A N/A
57452
kimyounghoon-chad
Enables querying Slack channels and messages, then using Google Gemini to answe…
N/A N/A
57453
simonedelvecchio93-ops
homeradar-mcp
N/A N/A
57454 N/A N/A 95
57455
KKday-KevinChu
Enables interaction with Odoo 18 (JSON-RPC API) via MCP, supporting model explo…
N/A N/A
57456
TakuroidX
bitflyer-mcp Claim
A read-only MCP server that retrieves public market data from bitFlyer, allowin…
57457
rad1092
A read-only MCP server generated by FirstCall that looks up public GitHub user …
57458
rtx1025189518-source
Enables AI assistants to control Adobe After Effects through the MCP protocol, …
N/A N/A
57459
miaomiao0319
Enables rigorous, zero-hallucination analysis of local PDF papers, generating e…
N/A N/A
57460
fastmcp-me
Enables sending and reading iMessages and SMS messages through the macOS Messag…
N/A N/A
57461
MCP-Mirror
Enables MCP client agents to play the classic Minesweeper game by connecting to…
N/A N/A 95
57462
YV17labs
GhostDesk Claim
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs …
N/A N/A 81
57463
MinjoonHK
Enables users to retrieve various types of jokes including Chuck Norris and Dad…
81
57464
bgigurtsis
aegis-mcp Claim
Provides AI coding agents with deterministic security requirements, approved pa…
N/A N/A
57465
danieldoderlein
llm-bus Claim
Coordinate multiple AI agents over MCP: atomic claims, leases, shared ledger, h…
57466
zerolve-io
AI-powered YouTube playlist to flashcards with spaced repetition (SM-2 algorith…
57467
RobsonAdvincula
Enables AI agents to integrate the SIBS payment gateway, providing tools for cr…
N/A N/A
57468
mayur200904
Enables reading, searching, composing, and managing Yahoo Mail emails via IMAP …
57469
AiAgentKarl
Converts any REST API into MCP-compatible tools instantly by providing an OpenA…
57470
batoorsayed
morgen-mcp Claim
Enables AI clients to fetch and list calendar events from Morgen, supporting en…
N/A N/A
57471
madebyaram2024
An MCP server to search for photos and videos on Pexels.
N/A N/A
57472
moleculerjs
Exposes Moleculer microservices as MCP tools for AI assistants like Claude and …
N/A N/A
57473
glennlzl
Enables YouTube data crawling and AI-powered summarization of videos, including…
N/A N/A
57474
dlt-hub
It gives Claude Code, Cursor, and Codex structured workflows and an MCP server …
N/A N/A
57475
retospect
tome-mcp Claim
Manages a research paper library, providing PDF ingestion, bibliography managem…
N/A N/A
57476
vdonthireddy
GemmaJnana Claim
Multi-domain MCP server enabling AI agents to plan and execute vacation travel …
N/A N/A
57477
twhid
first-dibs Claim
N/A N/A 95
57478
busigui2023
A unified MCP server aggregating 15 web search and extraction tools across 5 pr…
N/A N/A
57479
blueif16
MCP server that indexes a knowledge base of past bugs and fixes, making them se…
N/A N/A
57480
sfearl1
Enables AI-powered visual analysis of webpages for UI/UX assessment, including …
57481
MaitreyaM
Enables document conversion between various formats (Markdown, DOCX, HTML, PDF,…
57482
agustedire542
unityxclaude Claim
A local MCP server for Unity Editor that provides 20 editor tools to control sc…
N/A N/A
57483
anthropics
claude-ai-mcp Claim
Report issues related to MCP integration with Claude here.
N/A N/A
57484
aplaceforallmystuff
Spain AI Kit Claim
A collection of MCP servers that connect AI assistants to Spanish open governme…
N/A N/A
57485
cyanheads
Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap dat…
57486
WhitGai
Turns official pickleball scoring rules into callable tools for LLMs to track l…
57487
mralbertzwolle
Enables seamless integration with SnelStart accounting data, allowing users to …
81
57488
pipeworx-io
Enables substring-search of documentation entries from DevDocs.io via a single …
57489
SteedMonteiro
A simple MCP server for local documentation with RAG capabilities, enabling AI …
N/A N/A
57490
hausii
Integrates Intervals.icu training data, wellness records, workouts, and calenda…
N/A N/A
57491
burnworks
Enables to access and manage content on microCMS through MCP, supporting listin…
57492
ambermem
Amber Claim
Gives your AI persistent memory across conversations. Stores facts automaticall…
57493
OptimaiNetwork
Enables Web3-focused web searches via the OptimAI External Search API, providin…
57494
anon-li
anon.li Claim
81
57495
Swarmwage
swarmwage Claim
Hire and pay specialized AI agents in USDC on Base. Open MCP protocol above x40…
N/A N/A
57496
Looba-snippet
looba-mcp Claim
An MCP server that provides AI assistants read-only access to Looba, a communit…
57497
lisearantes
Enables interaction with Azure DevOps Boards through the Model Context Protocol…
81
57498
ms-spown
OrgGen AI Claim
Generate org charts, MCD/ERD data models, and C4 architecture diagrams — pilot …
57499
iflow-mcp
Integrates multiple search APIs (Google Search, Maps, Flights, Hotels) through …
57500
DowneyOu
Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, provi…
Showing 57451–57500 of 57580 servers