MCP Server Quality Scores

Independent quality analysis of 66502 public MCP servers

66502
Discovered
31828
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54101
jamesricky
test-mcp Claim
A demo MCP server for testing and debugging tools, providing tools to get launc…
54102
CoMfUcIoS
Enables read-only access to Obsidian vaults with semantic search, tag filtering…
N/A N/A
54103
Garu-Pagamentos
garu-mcp Claim
An MCP server for the Garu payment platform. Create charges, manage customers, …
54104
dynamicfeed
62 live, cryptographically signed data tools for AI agents and robots: weather,…
54105
wppoland
Read-only MCP server for WooCommerce that enables answering questions about pro…
54106
pipeworx-io
Enables substring-search of documentation entries from DevDocs.io via a single …
54107
LokiMCPUniverse
Integrates Hootsuite social media management with AI assistants, enabling post …
54108
genoooool
Enables AI image generation via multiple providers (Yunwu, Gemini) with customi…
N/A N/A
54109
LucasAllmaBI
Enables programmatic management of a Dify instance, including datasets, apps, a…
54110
DeanWard
Janus MCP Claim
Enables AI assistants to understand and interact with OpenAPI specifications, p…
N/A N/A
54111
level09
dld-mcp Claim
Enables querying 1.6M+ Dubai Land Department sales transactions and 9.5M+ Ejari…
54112 N/A N/A 95
54113
belzorash
cleanfetch Claim
Enables AI agents to read web pages reliably, returning clean markdown content,…
N/A N/A
54114
chameleonbr
Centralized, sandboxed MCP server to manage, execute, and expose advanced Agent…
54115
anupamchugh
asc-mcp Claim
Enables AI agents to manage App Store Connect apps, including registering bundl…
54116
Human4ik1
Enables querying Minecraft Java server status via the Model Context Protocol, d…
54117
ELumya
mcp-openalex Claim
MCP server for the OpenAlex scholarly database, providing AI agents with tools …
54118
AiAgentKarl
Enables AI agents to discover, register, and rate services in a decentralized a…
54119
arcframe-ai
arcframe-mcp Claim
Generate videos, images, audio, and 3D models from any MCP-compatible AI agent …
54120
leedonwoo2827-ship-it
Converts subtitles or text into a single 1080×1620 infographic card (HTML+PNG) …
N/A N/A
54121
3011
exec-mcp Claim
Enables executing a single bounded remote shell command on a configured host, r…
54122
yufei8807
mysql-mcp Claim
Enables read-only SQL queries and datasource listing for MySQL databases via MC…
N/A N/A
54123
TobiasArg
Provides safe local file operations through MCP, including reading, writing, se…
N/A N/A
54124
brianpmccullough
mcp-app-ui Claim
This MCP server provides the current server time through a basic resource and t…
N/A N/A
54125
carsor007
MCPCloud Claim
A self-hosted MCP gateway that lets you write Python functions and register the…
54126
Ln129402
MCP server that enables AI assistants to automatically write and publish blog p…
54127
dugd
codeskeleton Claim
Enables AI agents to efficiently read Python code by first providing file skele…
N/A N/A
54128
N3N-Seoul
Index your documents in Milvus for fast semantic search. Retrieve the most rele…
N/A N/A 95
54129
ilovedurianhhh
ansa-mcp Claim
An MCP server that bridges MCP clients to ANSA CAE pre-processor via file IPC, …
N/A N/A
54130
sargue
Manage grocery lists on OurGroceries.com via CLI or MCP, supporting item operat…
54131
zarelli1
Enables users to fetch, filter, and rank cryptocurrency airdrop data from DeFiL…
81
54132
halby24
Enables AI assistants to access RenderDoc capture data and assist in graphics d…
N/A N/A
54133
IceWreck
Enables privacy-respecting web, image, video, and news searches through SearxNG…
54134
611711Dark
Enables safe execution of Python code snippets within a sandboxed environment, …
54135
Fozikio
Persistent memory for AI agents with semantic memory, belief tracking, and drea…
54136
pipeworx-io
Provides access to music metadata from TheAudioDB community database through MC…
54137
86755crj
n9n Claim
N/A N/A 95
54138
TeaBambooNGU
Read-only Redis MCP server with a configurable command allowlist for safe produ…
54139
lyd123qw2008
Exposes a tool for understanding images via Codex app-server, enabling analysis…
N/A N/A
54140
sebastiancastillorock
Connects LLMs to a PostgreSQL e-commerce database for sports supplements, enabl…
54141
tostechbr
MemoryClaw Claim
Enables AI agents to store and retrieve persistent memories using BM25 search, …
N/A N/A
54142
TheQmaks
SkillSearch Claim
Indexes every skill across all installed plugins and enables the agent to find …
N/A N/A
54143
sprider
Enables Bible search and verse retrieval with multiple translations, deployable…
N/A N/A
54144
GongRzhe
Enables dynamic creation and code generation of MCP servers using FastMCP, with…
N/A N/A
54145
amstaff666
Lets coding agents control and inspect a live Chrome browser via MCP, providing…
N/A N/A
54146
andyliszewski
grounding-ai Claim
Ingests pdf and epub documents for LLM-retrieval (RAG)
N/A N/A
54147
lukew0824
MacroMCP Claim
Remote MCP server for natural-language calorie/macro and weight tracking, desig…
54148
the-events-calendar
Enables AI assistants to manage events, venues, organizers, and tickets on Word…
54149
miguel-escribano
MCP server wrapping the openair R package for air quality data analysis, enabli…
54150
JiayuuWang
Provides secure access to Supabase databases via PostgREST API and management t…
Showing 54101–54150 of 66502 servers