MCP Server Quality Scores

Independent quality analysis of 33449 public MCP servers

33449
Discovered
25688
Scored
1512
Verified
16957
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15501
keleshteri
MCP MySQL Server Claim 1
Enables Claude Desktop to interact with MySQL databases through secure query ex…
F 30 55 84 60 26 80 91
15502
wowok-ai
WoWok MCP Server Claim 1
An AI-driven web3 collaboration protocol that enables users to create, collabor…
F 30 54 78 57 N/A 50 90 77
15503
rabwill
Enables management of insurance claims, inspections, and contractors through in…
F 30 54 78 51 N/A 35 90 94
15504
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15505
KashiwaByte
vikingdb-mcp-server Claim 1
VikingDB integration with collection and index introduction, vector store and s…
F 30 55 90 47 36 76 96
15506
louislva
Flashcard MCP Claim 1
Enables users to create, review, and manage flashcards using the SM-2 spaced re…
F 30 66 84 10 0 53 80 100
15507
pinkpixel-dev
Blabber-MCP Claim 1 3
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
F 30 55 57 61 47 76 96
15508
alfredang
NotebookLM MCP Claim 1
Integrates Google NotebookLM into Claude to allow users to manage notebooks, ad…
F 30 54 64 55 N/A 31 90 100
15509
raccoonaihq
Raccoon AI MCP Server Claim 1 3
A Model Context Protocol server that enables web browsing, data extraction, and…
F 30 55 45 57 20 76 90
15510
samihalawa
Gemini Image and Video Generator
F 30 54 90 76 N/A 24 91 91
15511
RihardsJ
Gmail MCP Server Claim 1
Enables AI assistants to interact with Gmail accounts for reading unread emails…
F 30 54 84 68 N/A 39 87 100
15512
HundunOnline
dingding webhook mcp server
F 30 55 68 58 68 80 100
15513
trailofbits
mcp-context-protector Claim 1
A security wrapper for MCP servers that provides trust-on-first-use pinning, gu…
F 30 55 92 37 65 82 91
15514
Lakphy
Dot MCP Claim 1
Enables AI assistants to send text notifications with titles, messages, signatu…
F 30 55 72 66 47 80 91
15515
jagadeesh52423
Reminders MCP Server Claim 1 2
Enables interaction with macOS Reminders app through AppleScript, allowing user…
F 30 54 60 65 N/A 27 87 98
15516
steevenmentech
MCP SQL Server Claim 1 2
Enables interaction with Microsoft SQL Server databases using both SQL Server a…
F 30 55 90 58 44 76 92
15517
cqtrinv
trinvmcp Claim 1
Explore French communes and cadastral parcels based on name and surface
F 30 55 74 52 51 80 93
15518
jhammant
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
F 30 55 75 68 42 80 99
15519
thiagotw10
Enables AI agents to generate professional Word and PDF documents with support …
F 30 55 72 95 N/A 47 89 38
15520
sgroi-l
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
F 30 55 78 62 44 76 99
15521
BossX429
Agent Farm Claim 1 2
An orchestration platform for deploying parallel swarms of tool-enabled AI agen…
F 30 54 90 32 N/A 23 84 93
15522
skitzo2000
Enables AI agents to interact with Discord by sending notifications, creating c…
F 30 55 68 35 25 80 89
15523
SaiVSrini
MCP Finder Claim 1
A smart router that helps users discover the most relevant tools from an MCP ca…
F 30 54 70 68 N/A 22 90 66
15524
tinyfish-io
agentql-mcp Claim 1 2
MCP server that provides [AgentQL](https://agentql.com)'s data extraction capab…
F 30 55 90 62 67 76 95
15525
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
15526
Mcrich23
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
F 30 66 92 100 93 53 76 76
15527
presidio-oss
Factifai MCP Server Claim 1
Integrates Factifai testing capabilities with MCP-compatible AI tools, enabling…
F 30 55 80 60 64 78 94
15528
Jadael
Ollama MCP Server Claim 1 2
Enables Claude to delegate coding tasks to local Ollama models, reducing API to…
F 30 54 90 55 N/A 47 84 92
15529
alex2zimmermann-ux
Enables users to extract, search, and analyze YouTube video transcripts directl…
F 30 55 70 71 51 78 100
15530
RoyCoding8
ReasonForge Claim 1
Provides a suite of deterministic math tools powered by SymPy to handle algebra…
F 30 54 90 58 45 87 84
15531
berrydev-ai
BerryRAG Claim 1 2
A local vector database RAG system that integrates with Playwright MCP for web …
F 30 54 84 53 N/A 24 87 92
15532
apinetwork
piapi-mcp-server Claim 1
PiAPI MCP server makes users able to generate media content with Midjourney/Flu…
F 30 55 88 68 43 78 97
15533
apatoliya
MCP-RAG Server Claim 1
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
F 30 55 48 62 25 78 88
15534
GaussianGuaicai
MCP GPT Image 1 Claim 1
MCP GPT Image 1
F 30 55 50 57 16 78 91
15535
martinuslee
Oh My KEGG MCP Claim 1 2
An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genom…
F 30 55 55 31 42 77 94
15536
Grey-Iris
easy-notion Claim 1
Markdown-first Notion MCP server — 92% fewer tokens, 26 tools, round-trip fidel…
F 30 54 84 0 N/A 57 82 96
15537
saigontechnology
AgentCrew Claim 1
Chat application with multi-agents system supports multi-models and MCP
F 30 54 90 41 N/A 89 89 92
15538
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
15539
kongyo2
A comprehensive Model Context Protocol (MCP) server for EVE Online traffic, nav…
F 30 54 72 61 N/A 43 92 42
15540
HireTechUpUp
MCP Server for NovaCV Claim 1 2
A Model Context Protocol server for accessing NovaCV resume services API, enabl…
F 30 55 33 71 25 78 91
15541
vltansky
Allows AI assistants to access and analyze your Cursor conversation history, en…
F 30 54 66 57 N/A 64 90 90
15542
jhgaylor
HireBase MCP Server Claim 1
Provides tools to interact with the HireBase Job API, enabling users to search …
F 30 55 68 41 57 78 92
15543
ckanthony
Chisel Claim 1
Reduce context usage on file use. Send only unified diffs instead of full files…
F 30 55 66 71 58 80 95
15544
markswendsen-code
Lemonade MCP Server Claim 1 2
Enables AI assistants to interact with Lemonade's insurance services for renter…
F 30 54 100 60 N/A 30 90 90
15545
adamanz
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
F 30 55 66 58 24 80 91
15546
dl4rce
flaiwheel Claim 1
Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with…
F 30 55 76 0 N/A 58 80 95
15547
ziggythebot
namecheap Claim 1 2
Check domain availability across 600+ TLDs on Namecheap with pricing and purcha…
F 30 54 90 57 N/A 48 77 95
15548
156554395
Enables AI image generation using Doubao Seedream models and video generation u…
F 30 66 72 68 0 67 80 84
15549
mattjoyce
Enable AI assistants to conduct structured, persona-driven sessions including i…
F 30 54 72 36 N/A 45 90 99
15550
ezbiz-services
GovCon Claim 1
Federal procurement intelligence toolkit that searches SAM.gov contract opportu…
F 30 55 72 68 N/A 46 80 88
Showing 15501–15550 of 33449 servers
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