MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11201
video-creator
ffmpeg-mcp Claim
Using ffmpeg command line to achieve an mcp server, can be very convenient, thr…
C 64 54 76 28 N/A 47 87 81
11202
intenttext
intenttext-mcp Claim 2
Parse, validate, query, and render IntentText (.it) documents for AI agents
C 64 55 72 70 N/A 39 83 43
11203
connectaman
PitchLense MCP Claim
Enables comprehensive AI-powered startup investment risk analysis across 9 cate…
C 64 55 72 30 67 81 71
11204
1000ri-jp
atsurae Claim 1
AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer…
C 64 55 90 12 46 82 86
11205
imrnbeg
Jira MCP Server Claim
Enables fetching and viewing Jira issue details directly through Claude Desktop…
C 64 55 84 25 25 81 96
11206
MacromNex
Enables protein sequence analysis and structure prediction by extracting ESM-2 …
C 64 55 72 35 28 81 98
11207
TamiShaks-2
git-context-mcp Claim
Local MCP server that provides structured Git repository analysis (project stat…
C 64 54 60 50 N/A 25 90 87
11208
samihalawa
Edge TTS MCP Claim
Enables AI assistants to convert text to speech using Microsoft Edge's Text-to-…
C 64 55 54 52 44 81 90
11209
CaptainCrouton89
A starter template for building custom MCP servers that can integrate with Clau…
C 64 55 60 100 25 81 38
11210
devhub
devhub-cms Claim
DevHub CMS LLM integration through the Model Context Protocol
C 64 55 72 27 42 83 95
11211
whdghk1907
MCP News Collector Claim 1
A Model Context Protocol server that collects and analyzes Korean stock market …
C 64 55 51 68 36 81 82
11212
quietnotion
Barevalue Claim
Submit podcast orders, check status, and manage webhooks via Barevalue editing …
C 64 64 94 71 0 33 83 99
11213
EmjayAhn
Enables conversation history sharing between ChatGPT and Claude with secure mul…
C 64 55 78 62 26 81 57
11214
crazyrabbitLTC
An MCP server that implements a structured workflow for LLM-based coding, guidi…
C 64 55 77 82 33 81 32
11215
nhannpl
Provides access to real-time Winnipeg Transit data and 311 City Services, enabl…
C 64 55 64 41 48 81 85
11216
Leonelberio
WordPress MCP Server Claim 1
A server that enables interaction with WordPress sites through REST API, allowi…
C 64 55 84 68 39 76 39
11217
tuncer-byte
CURSOR25X Claim 1
An interactive task loop MCP server for Cursor IDE that enables continuous web …
C 64 54 66 27 N/A 44 90 94
11218
kirha-ai
Kirha MCP Gateway Claim
A unified interface that provides AI agents with access to premium data sources…
C 64 55 72 67 43 81 47
11219
farzad528
Integrates Claude Desktop with Azure AI Search, allowing users to query search …
C 64 55 76 37 25 81 90
11220
tomaspavlin
rohlik-mcp Claim 1
MCP server that lets you shop groceries across the Rohlik Group platforms (Rohl…
C 64 66 84 70 0 56 78 100
11221
StevenWangler
MCP Memory Server Claim 1
A Model Context Protocol server that provides knowledge graph-based persistent …
C 64 55 63 82 46 81 40
11222
musaceylan
Enables AI assistants to track global food prices, search products by barcode o…
C 64 55 70 32 32 82 99
11223
despinozap
Enables interaction with Google Calendar services through the Model Context Pro…
C 64 55 56 55 29 82 91
11224
TimeCyber
Email MCP Server Claim
An MCP service that enables AI to fully manage email accounts, supporting sendi…
C 64 55 84 75 43 81 20
11225
TonybotNi
Doctah-MCP Claim
Enables AI assistants to search and access Arknights game data including operat…
C 64 55 76 33 42 81 82
11226
kira-autonoma
agent-memory-mcp Claim 1
Agent memory MCP server with provenance tracking, decay-weighted recall, and fe…
C 64 54 90 0 N/A 50 81 97
11227
etnlbck
Ollama MCP Server Claim
Enables interaction with locally running Ollama models through chat, generation…
C 64 64 84 68 0 29 95 100
11228
Data-Nexus-Web3
thegraph-mcp Claim 1
An MCP server that powers AI agents with indexed blockchain data from The Graph.
C 64 55 57 41 48 82 93
11229
grahamnotgrant
blacksmith Claim 2
MCP server for Blacksmith CI - query runs, analyze test failures, detect flaky …
C 64 64 71 70 0 62 92 91
11230
HeyGarrison
CF-MCP Claim
A Cloudflare Worker that demonstrates wrapping REST APIs with Model Context Pro…
C 64 55 78 31 25 81 99
11231
croakingtoad
Crawls and indexes documentation websites to Supabase with vector embeddings fo…
C 64 55 66 36 39 81 96
11232
FlexLoopy
Enables AI agents to crawl, access, and analyze WeChat Official Account article…
C 64 54 66 31 N/A 45 94 80
11233
Adry22
MCPWeather Claim
Enables processing and handling of weather-related data requests through the Mo…
C 64 54 48 50 N/A 24 95 100
11234
agentwebprotocol
AWP MCP Server Claim 1
Provides tools for AI assistants to access the Agent Web Protocol (AWP) specifi…
C 64 55 88 0 48 84 97
11235
allegiant
MQScript MCP Server Claim 1
Enables AI applications to generate and execute MQScript mobile automation scri…
C 64 55 72 83 N/A 19 87 41
11236
94halldah
Enables the deployment of remote Model Context Protocol servers on Cloudflare W…
C 64 55 48 67 30 84 85
11237
ssinha3
Time MCP Server Claim 1
A Model Context Protocol server that provides time and timezone conversion capa…
C 64 55 63 100 23 81 34
11238
Fromsko
Enables AI assistants to interact with SiYuan Note for comprehensive notebook m…
C 64 55 66 66 46 78 59
11239
pradumnasaraf
Aviationstack Claim
Track real-time flight statuses, schedules, and airline information globally. A…
C 64 66 66 70 0 75 81 100
11240
hung-ngm
coles-woolworths Claim
Exposes api data
C 64 55 48 55 46 81 91
11241
cdgaete
TokenScope Claim 1
A Model Context Protocol server that enables token-aware directory exploration …
C 64 54 57 38 N/A 37 95 91
11242
Yaniddze
Provides comprehensive access to Escape From Tarkov game data including items, …
C 64 55 60 87 39 81 41
11243
Nick2611
A template for deploying remote Model Context Protocol servers to Cloudflare Wo…
C 64 55 48 70 27 84 85
11244
isakskogstad
scb-mcp Claim 1
MCP server for Statistics Sweden (SCB) - 1200+ tables with population, economy,…
C 64 66 79 73 0 53 81 97
11245
pvliesdonk
Markdown Vault MCP Claim 1
Markdown vault MCP server with FTS5 + semantic search and frontmatter indexing
C 64 54 76 0 N/A 81 74 98
11246
SAhmadUmass
Notion MCP Server Claim 2
A Model Context Protocol server that enables Claude and other LLMs to interact …
C 64 55 69 68 24 76 73
11247
benzsevern
DevPilot Claim
Dev server supervisor for AI coders. Manages dev server lifecycles, detects rel…
C 64 55 70 10 66 81 98
11248
Pederzh
MCP Apps Server Claim 1
An MCP server template integrated with the OpenAI Apps SDK for building ChatGPT…
C 64 55 45 60 30 84 99
11249
kukapay
web3-jobs-mcp Claim 1
An MCP server that provides AI agents with real-time access to curated Web3 job…
C 64 55 61 45 38 82 91
11250
scraperapi
scraperapi-mcp Claim
MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting,…
C 64 55 88 0 60 81 92
Showing 11201–11250 of 30006 servers
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