MCP Server Quality Scores

Independent quality analysis of 50330 public MCP servers

50330
Discovered
29743
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16901
Bbadhub
Prepcast MCP Claim 1
A comprehensive framework for building and deploying commercial MCP servers wit…
F 25 55 88 41 27 80 95
16902
trilogy-group
Enables AI applications to integrate with YouTube-Summarizer's APIs through the…
F 25 54 66 25 N/A 23 90 98
16903
algtools
A template for deploying custom MCP servers on Cloudflare Workers without authe…
F 25 55 78 70 29 78 93
16904
0xDAEF0F
job-searchoor Claim 1 2
An MCP server for searching job listings with filters for date, keywords, remot…
F 25 54 63 52 N/A 42 90 94
16905
98lukehall
Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 f…
F 25 55 96 72 31 80 84
16906
utkarshagar2121
KiteMCP Claim 1
A command-based MCP server that enables programmatic stock trading on Zerodha t…
F 25 54 76 47 N/A 28 82 100
16907
hu-qi
starReport Claim 2 3
Monitors and analyzes GitHub repository activity (stars, commits, issues) with …
F 25 55 84 63 55 76 62
16908
kukapay
token-minter-mcp Claim 1 2
An MCP server providing tools for AI agents to mint ERC-20 tokens across multip…
F 25 55 63 72 43 74 94
16909
kstonekuan
Enables Claude Code to send Telegram notifications when tasks complete, errors …
F 25 55 72 62 58 80 82
16910
dsfaccini
Siigo MCP Server Claim 1
Unofficial MCP server for Siigo Colombian electronic invoicing software that en…
F 25 55 78 35 47 77 88
16911
hmk
attio-mcp-server Claim 1 2
📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
F 25 54 78 66 N/A 42 87 99
16912
facultidev42FacultiDevelopment
faculti Claim 1
Search academic expert insights, papers and contributions from Faculti
F 25 54 80 60 N/A 48 88 98
16913
genm
SwitchBot Server Claim 1 2
Control SwitchBot devices with your AI assistant.
F 25 54 78 67 N/A 38 90 88
16914
mariocandela
beelzebub Claim 2
Beelzebub is a honeypot framework that lets you build honeypot tools using MCP.…
F 25 55 78 38 85 74 35
16915
akilat-spec
Track and manage employee time off with quick balance lookups and streamlined a…
F 25 66 72 38 0 34 74 78
16916
hathibelagal-dev
mcp-pyautogui Claim 1 2
An MCP server for PyAutoGUI
F 25 54 47 30 N/A 42 84 100
16917
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
16918
yogeshbuilds
Discord MCP Server Claim 2
Enables sending messages to Discord channels directly from Cursor IDE using Dis…
F 25 55 60 60 26 76 88
16919
PostHog
Official PostHog MCP Server for product analytics, feature flags, experiments, …
F 25 66 60 10 0 77 77 82
16920
yshk-mrt
A TypeScript-based middleware that translates Claude AI's decisions into OBS We…
F 25 54 86 66 N/A 45 87 88
16921
SarimSiddd
Xano MCP Server Claim 1 2
Enables interaction with the Xano API through a Model Context Protocol (MCP) in…
F 25 55 78 68 19 80 99
16922
ClueoFoundation
ClueoMCP Claim 1
🎭 The Personality Layer for LLMs- Transform any MCP-compatible AI with rich, co…
F 25 55 90 71 N/A 52 80 92
16923
xiaobenyang-com
Extract-Image Claim 2
The MCP server offers the function of extracting images from local files and ur…
F 25 55 72 65 N/A 50 71 60
16924
Dot-Fun
Fathom AI MCP Server Claim 1
Enables AI assistants to access Fathom meeting recordings, summaries, transcrip…
F 25 54 88 68 51 90 93
16925
CelestoAI
agentor Claim 1
Open source version of Claude Managed Agents. Fastest way to build and deploy r…
F 25 66 96 79 95 84 76 66
16926
PV-Bhat
gemsuite-mcp Claim 2 3
Professional Gemini API integration for Claude and all MCP-compatible hosts wit…
F 25 54 90 68 N/A 50 88 92
16927
romainsantoli-web
Memory OS AI Claim 1 2
Adaptive memory for AI agents — FAISS search, chat extraction, cross-project li…
F 25 54 84 71 N/A 72 90 93
16928
Tzott
Apifox MCP Server Claim 1 2
This server acts as a Message Communication Protocol (MCP) service for integrat…
F 25 55 48 67 17 78 79
16929
thirdstrandstudio
Figma MCP Server Claim 1
Interact seamlessly with the Figma API to manage files, comments, components, a…
F 25 54 86 68 N/A 59 90 96
16930
The-Nexus-Guard
aip-identity Claim 1 2
MCP server for AI agent identity — verify agents with Ed25519 signatures, check…
F 25 55 51 0 46 76 99
16931
batu-sonmez
InfraClaude Claim 1 3
An MCP server that enables Claude to manage infrastructure across Kubernetes, D…
F 25 55 79 60 56 80 90
16932
Upsonic
Upsonic Claim 1
Build autonomous AI agents in Python.
F 25 54 86 38 N/A 80 87 84
16933
hivementality-ai
makemkv-mcp Claim 1
Integrates MakeMKV with the Model Context Protocol to enable scanning, ripping,…
F 25 54 60 56 N/A 45 90 100
16934
AVIDS2
memorix Claim 2
Open-source cross-agent memory layer for coding agents via MCP. Compatible with…
F 25 54 90 31 N/A 91 87 91
16935
joansongjr
mcp Claim 1
Email infrastructure for AI agents. Create inboxes on the fly, send and receive…
F 25 54 60 71 36 78 100
16936
Azure-Samples
Provides weather information from the National Weather Service API with full MC…
F 25 55 84 68 19 74 100
16937
tmdaidevs
Provides live optimization analysis and health checks for Microsoft Fabric item…
F 25 55 78 71 36 76 96
16938
hugeicons
Hugeicons MCP Server Claim 1 2
Integrate Hugeicons seamlessly into your applications. Discover icons, access p…
F 25 55 75 100 N/A 55 92 81
16939
tianqitang1
enrichr-mcp-server Claim 2 4
A MCP server that provides gene set enrichment analysis using the Enrichr API
F 25 55 69 60 42 80 90
16940
chrishayuk
MCP Code Sandbox Server Claim 2 3
An extensible Message Communication Protocol server that provides secure code e…
F 25 66 66 51 0 24 74 93
16941
jkawamoto
mcp-bear Claim 1 2
A MCP server for interacting with Bear note-taking software.
F 25 54 57 68 N/A 80 77 99
16942
sns45
dear-claude Claim 1 4
Spawn Claude Code instances from 6 platforms when 'Dear Claude' is mentioned.
F 25 54 78 63 N/A 45 52 99
16943
gellasangameshgupta
Enables Claude Desktop to interact with Salesforce for order management, includ…
F 25 55 78 62 43 80 100
16944
ubie-oss
A server implementing Model Context Protocol that enables AI assistants to inte…
F 25 55 72 75 79 74 96
16945
itest4u
Enables control and automation of Android devices using uiautomator2 and ADB. I…
F 25 54 60 23 N/A 40 84 99
16946
m2rads
Enables automated end-to-end testing powered by Playwright where test cases are…
F 25 54 92 68 N/A 68 87 99
16947
PaddlePaddle
PaddleOCR MCP Server Claim 1
Multiple text-type recognition, handwriting recognition, and high-precision par…
F 25 55 78 41 79 78 94
16948
BandaruDheeraj
Enables AI assistants to access TestFlight beta tester feedback, including scre…
F 25 55 70 68 35 76 99
16949
helius-labs
Helius MCP Claim 2 3
MCP server for Helius — Solana blockchain data access for AI assistants, provid…
F 25 55 71 0 43 70 95
16950
megachadxyz
MegaChad Claim 1
Burn-to-create looksmaxxing engine on MegaETH. 14 MCP tools for DeFi, NFTs, and…
F 25 66 92 100 94 45 78 99
Showing 16901–16950 of 50330 servers
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