MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
3651
smattila
mcp-swarmia Claim 1
Exposes the Swarmia Export API as tools for AI assistants to query engineering …
B 76 55 92 62 45 82 90
3652
ariroffe72
MCP server providing Jewish prayer times (zmanim) calculations for any location…
B 76 54 72 65 N/A 49 95 93
3653
noviq-ai
Enables LLMs to interact with Google Analytics Admin and Data APIs to retrieve …
B 76 55 84 57 56 82 98
3654
madorn
Bond MCP Server Claim
Enables AI assistants to control Bond Bridge smart home devices including ceili…
B 76 54 72 71 N/A 37 95 97
3655
ebowwa
Xcode MCP Server Claim 2
Provides programmatic access to Xcode functionality, enabling AI assistants to …
B 76 55 94 75 N/A 46 95 57
3656
punkpeye
A simple MCP server built using FastMCP, TypeScript, ESLint, and Prettier.
B 76 55 72 100 N/A 65 95 40
3657
pasinskim
Mender MCP Server Claim 1
Enables AI assistants to interact with Mender IoT platform for device managemen…
B 76 55 84 75 28 82 100
3658
tofunori
MCP Jupyter Complete Claim 1
A Model Context Protocol server for comprehensive Jupyter notebook manipulation…
B 76 55 75 78 N/A 28 95 90
3659
Bob-lance
Provides tools for analyzing Instagram engagement metrics, extracting demograph…
B 76 55 90 71 45 76 89
3660
bdteo
CodebaseHQ MCP Server Claim 1
An MCP server that enables users to manage CodebaseHQ tickets and track project…
B 76 55 79 68 48 81 96
3661
Anandb71
arbor Claim
The Graph-Native Intelligence Layer for Code.
B 76 54 96 22 N/A 77 95 91
3662
bcharleson
Plays sound effects when Cursor AI completes code generation, providing audio f…
B 76 55 66 87 N/A 20 95 100
3663
BACH-AI-Tools
Provides tools to search and retrieve news across various categories including …
B 76 55 56 100 45 78 95
3664
umishra1504
Jenkins MCP Server Claim
Enables comprehensive Jenkins automation through MCP interface, allowing users …
B 76 55 78 68 59 81 91
3665
aarora79
MCP server for understanding AWS spend
B 76 55 80 70 N/A 48 81 92
3666
tian1ll1
A demonstration implementation of the Model Context Protocol server that facili…
B 76 54 84 66 N/A 24 92 99
3667
Kong
Enables AI assistants to fetch, search, and organize menu information from For …
B 76 55 92 75 35 81 82
3668
WaltXin
Provides tools to fetch and analyze credit card data with filtering options for…
B 76 66 72 86 96 30 81 79
3669
neiltron
An MCP server that allows users to query and analyze their Apple Health data us…
B 76 54 79 60 N/A 48 95 92
3670
huegli
Capture Win MCP Claim 1
Enables AI assistants to interact with macOS windows through yabai, providing w…
B 76 55 78 100 N/A 42 95 51
3671
Hawstein
MCP Server Reddit Claim 1
A server allowing interaction with Reddit via the public API, enabling browsing…
B 76 55 90 100 48 81 46
3672
jrenaldi79
sidecar Claim
A parallel AI window for Claude Code. Fork conversations to Gemini, GPT, DeepSe…
B 76 54 96 28 N/A 75 90 94
3673
oregpt
Enables comprehensive interaction with Google Docs and Google Drive through AI …
B 76 54 66 73 N/A 47 95 94
3674
eniayomi
GCP MCP Claim 1
A Model Context Protocol server that enables AI assistants like Claude to inter…
B 76 54 79 62 N/A 47 95 90
3675
culpur
cstrike Claim 1
CStrike v2.6 — Offensive Security Platform. 35+ tools, 9-container Docker stack…
B 76 55 72 82 N/A 63 95 62
3676
mjbeatty89
mcp_code_executor Claim 1
B 76 54 90 56 N/A 42 88 93
3677
Amana03
Multi-mode MCP server supporting both Claude Desktop (STDIO) and OpenAI (HTTP/S…
B 76 55 86 68 36 80 100
3678
vancealexander
Enables users to create, edit, and manage PowerPoint presentations across Windo…
B 76 55 66 82 49 81 100
3679
SecretiveShell
MCP-searxng Claim 2
An MCP Server to connect to searXNG instances
B 76 54 79 57 N/A 45 92 100
3680
mcollina
An MCP server that enables AI assistants like Claude to help users manage their…
B 76 55 69 71 56 82 99
3681
freema
Firefox browser automation via WebDriver BiDi for testing, scraping, and browse…
B 76 54 90 26 N/A 86 92 92
3682
wolfyy970
Enables LLMs to autonomously retrieve and explore web content by fetching pages…
B 76 55 90 65 43 80 94
3683
flrngel
An advanced MCP server for browser automation using Puppeteer, specifically opt…
B 76 54 90 60 N/A 27 95 93
3684
shinpr
mcp-image Claim
AI image generation and editing with prompt optimization and quality presets. P…
B 76 55 96 75 N/A 75 83 41
3685 B 76 54 74 70 N/A 31 95 99
3686
eiondb
eion Claim
Shared Memory Storage for Multi-Agent Systems
B 76 54 92 43 N/A 49 95 93
3687 B 76 54 94 43 N/A 51 95 92
3688
elsahafy
ux-mcp-server Claim 3
UX toolkit: 28 knowledge resources, 23 analysis tools & 4 workflow prompts for …
B 76 55 90 83 N/A 59 94 40
3689
maverickg59
SushiMCP Claim 1
sushimcp
B 76 55 84 100 47 81 53
3690
Developerayo
Concordium mcp-sever for interacting with the concordium chain
B 76 55 96 57 41 81 95
3691
sheshbabu
zen Claim
Selfhosted notes app. Single golang binary, notes stored as markdown within SQL…
B 76 55 94 38 N/A 64 82 100
3692
scenic-contrib
Scenic MCP Claim 2
A Model Context Protocol server that enables AI-driven automation and testing o…
B 76 54 75 58 N/A 54 92 99
3693
jonnyblankinship
Hue BLE MCP Claim
Control Philips Hue lights via Bluetooth LE — no bridge required.
B 76 44 60 N/A N/A 47 95 97
3694
DeveloperZo
Enables batch audio processing and optimization using FFmpeg with preset config…
B 76 54 78 65 N/A 46 92 91
3695
henryxu21
STDF MCP Server Claim
Enables LLMs to access, analyze, and extract information from STDF-V4 semicondu…
B 76 55 84 76 N/A 21 95 89
3696
v-3
Notion MCP Server Claim 1
Enables Language Models to interact with Notion workspaces through standardized…
B 76 55 78 71 48 81 94
3697
janspoerer
MCP Browser Use Claim 2
Empowers AI agents to perform web browsing, automation, and scraping tasks with…
B 76 55 78 82 N/A 48 90 75
3698
smaniches
Provides direct access to 200M+ academic papers from Semantic Scholar, enabling…
B 76 54 66 77 N/A 50 94 91
3699
Kapeli
dash-mcp-server Claim
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
B 76 54 66 65 N/A 54 95 96
3700
zerodustxyz
zerodust Claim
Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents.
B 76 54 78 71 N/A 41 83 100
Showing 3651–3700 of 30006 servers
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