MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 5 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2501
theletterf
Integrates Vale prose linting into AI coding assistants, enabling users to chec…
B 78 55 72 75 N/A 46 95 96
2502
mikechao
balldontlie-mcp Claim
MCP server that integrates balldontlie api to provide information about players…
B 78 54 66 66 N/A 69 91 100
2503
oOo0oOo
Lean LSP MCP Claim 2
Enables LLM agents to interact with the Lean theorem prover through the Languag…
B 78 55 80 100 75 81 46
2504
YobieBen
Bridges Llama models with Claude Desktop through Ollama, enabling privacy-first…
B 78 54 90 73 N/A 18 95 95
2505
yaodebian
Mermaid Lint MCP Claim
A tool for validating Mermaid diagram syntax through CLI and MCP interfaces, pr…
B 78 55 94 62 44 81 100
2506
Thedurancode
Coolify MCP Server Claim
Enables AI agents to deploy and manage applications on Coolify through structur…
B 78 55 84 72 48 81 99
2507
bkotos
Todoist MCP Server Claim
Provides Todoist task management capabilities to AI assistants through the Mode…
B 78 54 84 63 N/A 49 95 93
2508
shreyaskarnik
MCPet Claim 1
A nostalgic virtual pet experience for the AI age that lets you adopt, nurture,…
B 78 55 90 100 N/A 49 95 42
2509
scalekit-inc
Model Context Protocol authentication demos - AI assistant integration examples
B 78 54 80 70 N/A 42 92 100
2510
xiaobenyang-com
calculator Claim 1
A fully functional calculator server based on Model Context Protocol (MCP), pro…
B 78 64 78 80 84 45 95 78
2511
markusvankempen
IBM Maximo Claim 1
Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbo…
B 78 55 94 83 N/A 70 78 56
2512
minami110
Enables AI assistants to analyze GDScript code structure, extract symbols, func…
B 78 55 84 100 N/A 44 95 49
2513
nikitacometa
mnemon-mcp Claim
Persistent layered memory for AI agents. SQLite FTS5, fact versioning, zero-clo…
B 78 54 72 73 N/A 72 78 95
2514
pam-supastellar
Connects CashChat financial data to AI assistants, enabling users to manage tra…
B 78 55 90 72 32 82 99
2515
GongRzhe
Redis Claim 2
Provides access to Redis databases. This server enables LLMs to interact with R…
B 78 55 96 63 41 78 99
2516
khughitt
A Model Context Protocol server that allows displaying messages via polybar sta…
B 78 55 69 100 N/A 32 95 80
2517
Evilran
Provides web search capabilities through Baidu with content fetching and parsin…
B 78 55 70 82 63 80 92
2518
falgom4
Enables AI assistants to manage Google Calendar through natural language intera…
B 78 54 84 68 N/A 37 95 98
2519
zcaceres
markdownify-mcp Claim 1
An MCP server to convert almost any file or web content into Markdown
B 78 54 75 58 N/A 63 94 100
2520
vinny1575
Custom version of vibecheck
B 78 55 96 53 61 81 95
2521
jefdiesel
clawphunks Claim
Mint and trade ClawPhunks NFTs - 10k pixel punks for AI agents. x402 payment, e…
B 78 54 86 71 N/A 32 95 94
2522
RubensZimbres
Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP
B 78 44 72 N/A N/A 46 95 94
2523
symgraph
BinAssistMCP Claim
Enables AI-assisted reverse engineering by bridging Binary Ninja with Large Lan…
B 78 55 86 61 62 84 95
2524
isaacwasserman
mcp-snowflake-server Claim 1
Snowflake integration implementing read and (optional) write operations as well…
B 78 55 84 63 61 80 100
2525
StanleyChanH
VLLM MCP Server Claim
Enables text-only models to process images and other media formats by providing…
B 78 55 78 82 49 81 94
2526
artemsvit
Figma MCP PRO Claim
Professional Model Context Protocol server that enables AI-optimized Figma desi…
B 78 55 84 72 54 81 92
2527
yujiseok
Korean public official asset disclosure data (공직자 재산공개) - search and retrieve a…
B 78 44 60 N/A N/A 67 95 93
2528
sanderkooger
An MCP server implementation that provides tools for retrieving and processing …
B 78 55 79 63 79 78 96
2529
WiseriaAI
lucid-mcp Claim
AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs…
B 78 54 76 61 N/A 59 92 98
2530
qckfx
Provides Node.js debugging capabilities with process management for AI agents, …
B 78 55 90 100 N/A 43 95 45
2531
Unleash
unleash-mcp Claim 1
MCP server for managing Unleash feature flags
B 78 54 75 71 N/A 60 90 89
2532
tornikegomareli
Provides advanced system monitoring and file search capabilities for macOS, all…
B 78 55 100 100 N/A 44 95 30
2533
kristofer84
Enables secure read-only access to PostgreSQL databases, allowing users to list…
B 78 55 100 58 51 77 93
2534
davidhariri
Provides access to real-time LLM pricing, speed metrics, and performance benchm…
B 78 55 90 71 45 82 94
2535
07freedom
M-Team MCP Server Claim
Enables AI assistants to interact with the M-Team private torrent tracker API f…
B 78 55 68 82 68 80 95
2536
ArqosLabs
FilDOS MCP Server Claim
Enables AI agents to autonomously manage files on the Filecoin decentralized ne…
B 78 55 90 70 47 76 98
2537
detailobsessed
unblu Claim
Token-efficient MCP server for 300+ Unblu API endpoints
B 78 54 80 63 N/A 85 78 86
2538
kdoooh000h
Token-optimized MCP server that integrates Google Gemini CLI for AI-powered cod…
B 78 54 90 63 N/A 43 90 92
2539
matthewhand
mcp-flowise Claim 1
The Flowise MCP Server enables clients to list chatflows and call predictions, …
B 78 55 78 82 47 81 93
2540
apetta
Diagrams Claim
A local/remote MCP server for generating infrastructure and architecture diagra…
B 78 55 72 87 N/A 59 81 87
2541
AIYA861202
Figma MCP Server Claim
Enables AI assistants like Cursor to interact with Figma designs programmatical…
B 78 54 78 67 N/A 42 95 100
2542
shinpr
mcp-local-rag Claim 1
Easy-to-setup local RAG server with minimal configuration
B 78 54 100 35 N/A 85 82 92
2543
myvtp
@myvtp/mcp Claim 1
Enables application deployment and management on the VTP platform directly thro…
B 78 55 94 62 48 82 95
2544
jhigh1594
AgilePlace MCP Server Claim 1
Enables AI assistants to interact with AgilePlace for comprehensive project man…
B 78 55 88 82 52 81 76
2545
SuperPiTT
Provides Claude with persistent memory and learning capabilities through 10 aut…
B 78 54 84 61 N/A 58 90 92
2546
ChenYCL
Sun MCP Server Claim
Enables automatic conversation summarization by typing -sun command, which anal…
B 77 54 84 56 N/A 43 95 97
2547
f
Search and retrieve AI prompts from prompts.chat, the social platform for AI pr…
B 77 66 78 84 92 34 69 92
2548
dazeb
A memory system for Cline that tracks progress between conversations.
B 77 54 90 61 N/A 35 89 99
2549
elchika-inc
Enables AI assistants to fetch comprehensive information about Maven packages f…
B 77 55 90 75 24 83 99
2550
TeamDay-AI
Connects AI assistants to SE Ranking's SEO and project management APIs to enabl…
B 77 55 90 66 50 82 89
Showing 2501–2550 of 30006 servers
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