MCP Server Quality Scores

Independent quality analysis of 50330 public MCP servers

50330
Discovered
29736
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 10 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50251
hostedmcp
Hosted MCP Claim
Provide a hosted environment for Model Context Protocol applications.
N/A N/A 95
50252
Baho73
A Model Context Protocol server for Max messenger that lets AI assistants send …
50253
Arke-Institute
Enables semantic search across the Arke Institute's extensive archive of NARA r…
81
50254
HelloGGX
Intelligent interview assistant that parses resumes, generates interview questi…
N/A N/A
50255
belgrano9
Enables querying Renfe train schedules, checking prices, and finding stations a…
50256
haqops
Template for deploying a remote MCP server with Cloudflare ZeroTrust Access aut…
50257
scopecraft
MCP server for managing Markdown-Driven Task Management (MDTM) files with task,…
N/A N/A
50258
CSOAI-ORG
color-ai-mcp Claim
color-ai-mcp MCP server by MEOK AI Labs
N/A N/A
50259
chje12
설명
N/A N/A 95
50260 N/A N/A 95
50261
IgniteUI
Unified MCP server for Ignite UI — documentation, API, and CLI scaffolding
N/A N/A 81
50262
AbhayVarkad
An MCP server for checking architectural designs against Vastu principles, inte…
50263
ghostsecurity
A Model Context Protocol (MCP) server for the Ghost Security API, providing sec…
50264
akutishevsky
A Model Context Protocol (MCP) server that brings your Google Tasks into Claude…
50265
DataDawn-org
Enables AI agents to query the IRS 990 nonprofit database and OpenRegs federal …
50266
ali-commits
tlgrm Claim
Drives a personal Telegram account from the terminal or via MCP, enabling AI as…
N/A N/A
50267
abdoosalomov
Custom MCP server for interacting with Jira, supporting issue management, searc…
N/A N/A
50268
lwsinclair
Enables location-based services such as geocoding, reverse geocoding, finding n…
50269
cletcher
chaprola Claim
Serverless API backend: query, JOIN, pivot, batch ops, email, FHIR, programs vi…
N/A N/A 83
50270
cmdenney
Signed PII-Shield: redact PII to an EIP-191 attestation, plus x402 pay-per-call…
50271
Hugegreencandle
Xahau MCP Claim
First MCP for the Xahau network — offline Hook WASM VM + static analyzer, read-…
N/A N/A
50272
INGV
An MCP server for querying the FDSN Web Service Event APIs of multiple seismolo…
N/A N/A
50273
Fanfulla
An MCP server for real-time Italian railway data, enabling natural language que…
50274
eren0315
nano-pdf-mcp Claim
Memory-efficient MCP server for reading and splitting large PDF files page by p…
N/A N/A
50275
stackblaze
rabbitmq-mcp Claim
Enables LLM agents to manage RabbitMQ queues, exchanges, and shovels via MCP to…
50276
stackblaze
Enables AI assistants to interact with OpenSearch clusters for searching indice…
50277
stackblaze
Enables SQL query execution on ClickHouse databases with per-request connection…
50278
nemesiscodex
Pulse Claim
Pulse is a terminal-based task manager that integrates with AI agents via MCP, …
N/A N/A
50279
KalyankumarKonduru
A comprehensive Model Context Protocol (MCP) server for medical document proces…
50280
stackblaze
milvus-mcp Claim
MCP server for Milvus vector database enabling vector search, text search, and …
50281
neryams
journal-rag Claim
Hybrid retrieval MCP server for searching team markdown journals using BM25 and…
N/A N/A
50282
AntonioBlago
Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & o…
50283
hanzala-sohrab
Enables natural language interaction with MySQL databases through MCP, supporti…
50284
mastadoonprime
agent-memory Claim
Persistent, encrypted memory service for AI agents. Private vault with E2E encr…
81
50285
flowdot-llc
Connect any MCP-compatible AI client to the entire FlowDot platform, enabling m…
50286
stefanskiasan
Provides complete integration with the Everhour API for time tracking, project …
50287
stackblaze
Enables AI agents to manage, monitor, and query CockroachDB using natural langu…
50288
BryanCaves
Enables access to Twitch API data for retrieving channel statistics, viewership…
81
50289
GRU-953
Imagine you could hand Claude a filing cabinet of your documents and say "remem…
N/A N/A
50290
cx-anand-nandeshwar
dlp-mcp Claim
The DLP MCP provides the compliance violation in the one drive, google drive do…
50291
tikflydotio
tikfly-mcp Claim 1
MCP Server for Tikfly - Unofficial TikTok API at scale without the usual limita…
81
50292
crlian
mcp-pyatv Claim
MCP server for controlling Apple TV, HomePod, and AirPlay devices via pyatv, of…
N/A N/A
50293
docjet-dev
docjet-mcp Claim
Render branded PDF documents (invoices, reports, certificates) and PNG social i…
N/A N/A
50294
jungkim720
dify Claim
N/A N/A 95
50295
MLMecham
eda-mcp Claim
Enables exploratory data analysis through an MCP server, allowing AI assistants…
N/A N/A
50296
doobidoo
Static server that provides persistent tool-specific context and rules for AI m…
N/A N/A 95
50297
Milo0821
An MCP server for Zephyr Scale test management supporting Jira Cloud and Data C…
50298
VolkanSah
A secure multi-LLM gateway with dual REST and MCP interfaces, enabling tool-gat…
50299
chukui0202
test Claim
N/A N/A 95
50300
barangaroo
Statistical crosstab analysis: chi-square, Fisher's exact, odds ratio, effect s…
N/A N/A 95
Showing 50251–50300 of 50330 servers