MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32326
Scored
2112
Verified
16953
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16501
olivier-motium
Enables interaction with Discord using personal user tokens instead of bot appl…
F 25 54 72 75 N/A 52 87 94
16502
Tasfiul-Hedayet
mcp-checker Claim 2 3
F 25 54 30 25 N/A 22 77 82
16503
Rainmen-xia
Chrome Debug MCP Server Claim 1 3
A Model Context Protocol server that connects to Chrome debugging ports, enabli…
F 25 54 69 53 N/A 40 90 94
16504
sionic-ai
Storm MCP Server Claim 1 3
An open protocol server that implements Anthropic's Model Context Protocol to e…
F 25 55 72 67 22 76 53
16505
markswendsen-code
kroger Claim 1 3
MCP server for Kroger - search products, manage cart, place grocery orders
F 25 54 75 65 N/A 32 87 99
16506
detailobsessed
codereviewbuddy Claim 1 2
MCP server that helps AI coding agents interact with AI code reviewers on GitHu…
F 25 54 96 71 N/A 88 90 86
16507
Miles0sage
Enables AI agents to interact with Twitter/X through Playwright browser automat…
F 25 54 64 0 N/A 45 87 98
16508
SolonaBot
BlenderMCP Claim 2 3
An MCP server that enables AI models to directly control Blender for 3D modelin…
F 25 55 59 33 48 76 99
16509
manbavaran
Multi-MCP Hub Claim 1
A centralized gateway and router that integrates multiple MCP servers into a si…
F 25 55 68 43 29 80 72
16510
gorosun
unified-diff-mcp Claim 1 2
Generate and visualize unified diff comparisons with beautiful HTML/PNG output,…
F 25 54 78 63 N/A 36 89 92
16511
HagaiHen
Integrates with Facebook Pages to enable direct management of posts, comments, …
F 25 55 60 27 43 78 99
16512
darktw
agentdrop-mcp Claim 1
AI agent arena — register agents, battle head-to-head, check DropScores, submit…
F 25 55 72 0 54 76 98
16513
Kiennh
A Node.js proxy that enables communication between stdio-based clients and HTTP…
F 25 55 86 73 35 80 96
16514
BandaruDheeraj
Enables AI assistants to access TestFlight beta tester feedback, including scre…
F 25 55 70 68 35 76 99
16515
mgantlett
Sophia Labs Claim 1
Two MCP endpoints for building cognitive AI agents. /blueprint/mcp serves a 9-c…
F 25 66 94 86 95 43 80 99
16516
augmentedivan
Fabric MCP Server Claim 2 4
An MCP server that exposes Fabric patterns as tools for Cline, enabling AI-driv…
F 25 55 75 83 N/A 44 87 43
16517
bio-mcp
Bio-MCP BLAST Claim 1
Enables AI assistants to perform NCBI BLAST sequence similarity searches throug…
F 25 66 100 61 0 17 81 99
16518
Vic563
MemGPT MCP Server Claim 1 3
A TypeScript-based server that provides a memory system for Large Language Mode…
F 25 55 90 58 21 76 98
16519
markmehere
Simple Weather MCP Claim 1
A cross-platform MCP server that provides weather forecasts by coordinates, loc…
F 25 54 48 41 48 92 100
16520
fernandezpablo85
IOL MCP Tool Claim 1 2
An MCP server that enables interaction with the Invertir Online (IOL) trading A…
F 25 54 41 18 N/A 41 87 99
16521
dsouza-anush
Browser Use Heroku Claim 1
Enables AI agents to control and automate browser actions through an MCP server…
F 25 55 90 68 54 80 96
16522
SGFGOV
Medusa MCP Server Claim 1 2
A Model Context Protocol server that provides a scalable backend solution for e…
F 25 55 71 58 57 80 71
16523
AIM-Intelligence
AIM Guard Claim 1
Provide AI-powered security analysis and safety instruction tools to protect AI…
F 25 54 84 60 N/A 73 89 91
16524
coinstax
InvokeAI MCP Server Claim 1 3
A Model Context Protocol (MCP) server that integrates InvokeAI with Claude Code…
F 25 55 96 91 N/A 64 90 68
16525
yuru-sha
Enables LLMs to interact with Dify AI's chat completion API, including conversa…
F 25 55 86 55 57 76 80
16526
googlemaps
platform-ai Claim 2
Google Maps Platform Code Assist MCP
F 25 54 78 70 N/A 51 87 92
16527
masx200
Enables the retrieval of subtitles, danmaku (bullet comments), and video commen…
F 25 55 72 41 45 80 94
16528
engineers-hub-ltd-in-house-project
Obsidian MCP Server Claim 2 3
Allows AI models to interact with Obsidian notes through the Local REST API, en…
F 25 54 84 75 N/A 43 87 100
16529
findmine
An MCP server that integrates FindMine's product styling and outfit recommendat…
F 25 55 77 65 44 78 90
16530
kstonekuan
Enables Claude Code to send Telegram notifications when tasks complete, errors …
F 25 55 72 62 58 80 82
16531
manamurah
An AI-optimized Model Context Protocol server for querying Malaysian consumer g…
F 25 55 92 58 41 80 90
16532
ankur-1garg
Repo Analyzer MCP Server Claim 1 2
An MCP server that analyzes Git repositories and provides Dockerfile creation g…
F 25 54 45 38 N/A 18 89 88
16533
nocall-corp
A browser automation MCP server hosted on Vercel that enables AI agents to perf…
F 25 55 86 43 35 76 77
16534
2bo
Qiita MCP Server Claim 1 2
A Model Context Protocol server that enables AI agents to interact with Qiita, …
F 25 66 51 70 0 65 80 92
16535
hetaoBackend
PyAutoGUI MCP Server Claim 1
Provides automated GUI testing and control capabilities through an MCP server t…
F 25 54 72 57 N/A 43 87 100
16536
mcma123
Firecrawl MCP Server Claim 2 4
A Model Context Protocol server that enables AI assistants to perform advanced …
F 25 55 81 68 47 80 89
16537
MatthewDailey
Figma MCP Server Claim 1 3
Enables AI assistants to interact with Figma files through the ModelContextProt…
F 25 55 86 100 29 82 36
16538
mharnett
linkedin-ads Claim 1 3
MCP server for LinkedIn Campaign Manager — campaigns, creatives, and analytics
F 25 54 63 71 N/A 50 71 99
16539
holon-run
webmcp-bridge Claim 1
Bridge local MCP clients to browser WebMCP tools through Playwright, using nati…
F 25 55 96 67 N/A 69 82 93
16540
adamkrawczyk
AgentPact Claim 1
Marketplace where agents are customers
F 25 66 96 84 99 67 82 88
16541
baidubce
baidu-ai-search Claim 1
Search web using baidu with AI.
F 25 55 84 40 74 76 67
16542
floriansmeyers
Claude Runner MCP Claim 2 3
An MCP server for scheduling and executing Claude Code CLI tasks via cron expre…
F 25 55 45 31 48 76 95
16543
manushi4
ScreenHand Claim 1
An open-source MCP server for macOS and Windows that provides native desktop co…
F 25 54 72 65 N/A 60 87 90
16544
rivradev
recite-mcp Claim 1
MCP server for the Recite API, enabling receipt scanning, transaction managemen…
F 25 55 72 82 N/A 52 84 21
16545
tercumantanumut
A comprehensive Model Context Protocol (MCP) server that bridges Figma designs …
F 25 66 96 72 0 47 80 88
16546
yohanfraga
MCP Activities Claim 1
Enables users to create and manage activities in the meupontoonline system thro…
F 25 55 76 65 29 74 75
16547
elliotllliu
AgentShield Claim 1 2
Full-stack security for AI agents — static analysis + MCP runtime interception.…
F 25 55 90 35 77 67 83
16548
playcanvas
editor-mcp-server Claim 1 3
MCP Server for AI automation of the PlayCanvas Editor
F 25 55 69 82 N/A 80 88 38
16549
appsecco
A collection of servers which are deliberately vulnerable to learn Pentesting M…
F 25 54 86 26 N/A 45 75 100
16550
DeepSpringAI
Parquet MCP Server Claim 2
A Model Control Protocol server that provides web search capabilities and simil…
F 25 55 84 66 23 74 87
Showing 16501–16550 of 67226 servers
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