MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29730
Scored
2112
Verified
16952
Complete

Last updated 31 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
50051
eddinsw
MCP server that wraps CubeCoders AMP to list, inspect, and control game-server …
50052
clauxel
A paid remote MCP for Pydantic AI structured output, built to return verdicts, …
50053
javen-yan
Enables natural language control of Xiaomi smart home devices through MCP, focu…
N/A N/A
50054
AgentsGang
Enables interaction with Azure DevOps services including work items, builds, re…
50055
pipeworx-io
AlienVault OTX MCP — Open Threat Exchange (free with key)
50056
AlexMost
An MCP server that provides semantic search and vault operations for Obsidian n…
N/A N/A
50057
magicstack-llp
Provides tools for searching, creating, and managing Indian Government Schemes …
50058
dasein108
An MCP server that gives an LLM agent a typed, audited tool surface over quant …
N/A N/A
50059
amin2179
Provides comprehensive MCP functionality with GGUF model integration, enabling …
81
50060
arulrajnet
A Model Context Protocol (MCP) server example with calculator tools, built usin…
50061
wonderwhy-er
Execute terminal commands and manage files with diff editing capabilities. Codi…
N/A N/A 95
50062
ivncmp
dbrain Claim
Provides persistent, structured memory for AI assistants across multiple client…
50063
joinwell52-AI
FCoP Claim
File-based Coordination Protocol: behavior governance layer for multi-agent tea…
N/A N/A
50064
jordnlvr
Enables AI assistants to extract and document Mendix Studio Pro modules by inte…
N/A N/A 95
50065
pucilpet
Backlink intelligence and competitor gap analysis on the public Common Crawl we…
50066
Manage LemonLDAP::NG SSO instances: configuration, sessions, OIDC, SAML, 2FA.
N/A N/A 81
50067
justguy
Provides code-aware context compression by stripping comments, docstrings, and …
81
50068
Dhenenjay
Enables satellite imagery analysis through Google Earth Engine, allowing users …
81
50069
SlaveOfGod1
Gives AI agents full control over Brave Browser, optimized for local LLMs to en…
N/A N/A
50070
Ale007XD
nano-vm-mcp Claim
Governed agent execution gateway for LLM workflows, providing deterministic FSM…
50071
ai-mcp-garage
A standardized MCP server implementation that provides AI models with dynamic t…
81
50072
bigbabyfilmrentals-tech
Enables agents to manage and organize local documents by listing, inspecting, e…
50073
aplaceforallmystuff
MCP server that lets Claude Code delegate mechanical tasks to a local LLM for s…
50074
mkusaka
MCP server for accessing and managing Linear resources like issues, projects, a…
50075
ben-2wnm
AI memory layer for fractional CMOs managing multiple clients. Each client gets…
N/A N/A 95
50076
geraservicesuk
GeraVoice MCP (placeholder) — voice-native gateway for emerging markets. Launch…
N/A N/A 95
50077
velt-js
Provide AI assistants and MCP clients with detailed analytics data about organi…
N/A N/A 95
50078
donghunee
Hello Claim
Create quick, personalized greetings by name. Test workflows and integrations w…
N/A N/A 95
50079
sarptandoven
Dynamically exposes Python SDKs (Kubernetes, GitHub, Azure) through an agent-fr…
81
50080
arbajian
Enables access to USPTO patent data through multiple APIs including patent sear…
50081
quinnbmay
apple-mcp Claim
N/A N/A 95
50082
yzonur
MCP server giving Claude (and any MCP-compatible client) live access to SAP sys…
50083
togethercomputer
Generate images seamlessly using the Together AI Flux Schnell image API. Enhanc…
N/A N/A 95
50084
matthiastjong
Shellgate Claim
A secure gateway that lets AI agents interact with APIs and SSH servers via sco…
50085
artiomdiu
mastra-test Claim
N/A N/A 95
50086
zoro
Zoro Claim
Nag MCP powers reminder scheduling that actually sends email (and supports webh…
81
50087
universal-mcp
Provides a standardized interface for interacting with Google-Sheet's tools and…
50088
KerryanOPMace
mcp-meteo Claim
Provides real-time weather and forecasts via Open-Meteo, supporting queries by …
50089
l-agence
agence Claim
AI governance MCP server — policy enforcement, skills, memory, multi-LLM consen…
N/A N/A
50090
facundo
fordcor Claim
N/A N/A 95
50091
jaablon
SEC EDGAR filings parsed: 8-K body-text classification, 13D activist tagging, S…
50092
andsopwn
Enables AI clients to interact with multiple IDA Pro instances (GUI and headles…
N/A N/A
50093
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
N/A N/A
50094
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
81
50095
DeepMyst
Enables intelligent LLM optimization and routing for Claude Desktop and HTTP cl…
N/A N/A
50096
hazoservices
gotimer-mcp Claim
81
50097
kent-tokyo
shohei Claim
Rust infrastructure diagnostics MCP server for AI agents: DNS checks, TLS certi…
50098
NAJEMWEHBE
Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket …
N/A N/A
50099
oleksii-honchar
mermaid-mcp Claim
Fast Mermaid diagram validation and rendering (PNG/SVG) using jsdom and sharp, …
50100
nexgendata-apify
Access Reddit posts, YouTube video details, podcast episodes, and Hacker News s…
81
Showing 50051–50100 of 50103 servers