MCP Server Quality Scores

Independent quality analysis of 59042 public MCP servers

59042
Discovered
29883
Scored
2112
Verified
16953
Complete

Last updated 48 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58951
Nobrega-Medtech
Provides over 300 medical calculator tools for AI assistants, supporting eviden…
58952
T0UGH
Enables searching and retrieving content from Lark (Feishu) documents via MCP t…
N/A N/A
58953
eddinsw
MCP server that wraps CubeCoders AMP to list, inspect, and control game-server …
58954
jon933
Connects SupraPrompt.ai to Claude, enabling users to turn marketing briefs into…
58955
AgentsGang
Enables interaction with Azure DevOps services including work items, builds, re…
58956
LZMW
md-graph Claim
MCP server that enables full-text search and link navigation over Markdown file…
N/A N/A
58957
xiaoguangpan
Enables AI clients to directly control a real Chrome/Edge browser via a WebSock…
N/A N/A
58958
chouzz
A server that enables LLMs to securely manage and execute commands on remote SS…
N/A N/A
58959
christophejlegros-lgtm
MCP server for ASTRA bio-hybrid neuromorphic simulation pipeline, exposing SNN,…
N/A N/A
58960
javen-yan
Enables natural language control of Xiaomi smart home devices through MCP, focu…
N/A N/A
58961
angelina10504
Provides AI agents with Indian fintech utilities including IFSC bank lookups, P…
N/A N/A
58962
erbiantoo
A production-oriented, read-only MCP server for secure ELK stack analysis, comp…
81
58963
saakshigupta2002
A tools-only MCP server that provides a safe, deterministic interface for autom…
N/A N/A
58964
Clawdio777
verity Claim
Real-time fact-checking MCP. Verifies claims against live sources with structur…
N/A N/A
58965
PatrickKalkman
AI-powered assistant that connects Claude to video encoding workflows, translat…
81
58966
pipeworx-io
AlienVault OTX MCP — Open Threat Exchange (free with key)
58967
kazuph
A server that allows interaction with Google's Gemini AI through the Gemini CLI…
N/A N/A 95
58968
magicstack-llp
Provides tools for searching, creating, and managing Indian Government Schemes …
58969
AlexMost
An MCP server that provides semantic search and vault operations for Obsidian n…
N/A N/A
58970
ivncmp
dbrain Claim
Provides persistent, structured memory for AI assistants across multiple client…
58971
CSOAI-ORG
ip-network-ai-mcp MCP server by MEOK AI Labs
N/A N/A
58972
Zen4-bit
Proxima Claim
A local AI gateway that connects multiple AI providers (ChatGPT, Claude, Gemini…
N/A N/A
58973
ryanperkins
Manos MCP Claim
A Model Context Protocol server for ad-hoc UI testing of Android and iOS apps, …
N/A N/A
58974
brunoruyu
Remote MCP server for AWS Athena that allows executing SQL queries, checking st…
N/A N/A
58975
arulrajnet
A Model Context Protocol (MCP) server example with calculator tools, built usin…
58976
wonderwhy-er
Execute terminal commands and manage files with diff editing capabilities. Codi…
N/A N/A 95
58977
joinwell52-AI
FCoP Claim
File-based Coordination Protocol: behavior governance layer for multi-agent tea…
N/A N/A
58978
bigbabyfilmrentals-tech
Enables agents to manage and organize local documents by listing, inspecting, e…
58979
SlaveOfGod1
Gives AI agents full control over Brave Browser, optimized for local LLMs to en…
N/A N/A
58980
Ale007XD
nano-vm-mcp Claim
Governed agent execution gateway for LLM workflows, providing deterministic FSM…
58981
aplaceforallmystuff
MCP server that lets Claude Code delegate mechanical tasks to a local LLM for s…
58982
mkusaka
MCP server for accessing and managing Linear resources like issues, projects, a…
58983
dwin-gharibi
Enables AI agents to manage the entire ArvanCloud platform (compute, networking…
58984
kolbertistvan2
Enables AI to control cloud browsers and automate web interactions through Brow…
81
58985
yzonur
MCP server giving Claude (and any MCP-compatible client) live access to SAP sys…
58986
batosai
MCP server to access and search adonis-mcp documentation files from GitHub, wit…
N/A N/A
58987
DarkhorseOne
Enables AI assistants to search and retrieve UK Companies House data including …
N/A N/A
58988
fstamatelopoulos
Cerefox Claim
User-owned shared memory for AI agents, providing a persistent, curated knowled…
58989
quinnbmay
apple-mcp Claim
N/A N/A 95
58990
matthiastjong
Shellgate Claim
A secure gateway that lets AI agents interact with APIs and SSH servers via sco…
58991
artiomdiu
mastra-test Claim
N/A N/A 95
58992
madebyaris
An MCP server that integrates Neil Patel's Ubersuggest SEO platform with Cursor…
81
58993
KerryanOPMace
mcp-meteo Claim
Provides real-time weather and forecasts via Open-Meteo, supporting queries by …
58994
TheGoatPsy
mneme Claim
Vault-native, accountable memory for Claude Code and MCP clients. Markdown is g…
N/A N/A
58995
facundo
fordcor Claim
N/A N/A 95
58996
farsght
Enables AI agents to interact with Slack using a user token, providing full acc…
N/A N/A
58997
DeepMyst
Enables intelligent LLM optimization and routing for Claude Desktop and HTTP cl…
N/A N/A
58998
CSOAI-ORG
owasp-agentic-mcp MCP server by MEOK AI Labs
N/A N/A
58999
andsopwn
Enables AI clients to interact with multiple IDA Pro instances (GUI and headles…
N/A N/A
59000
jacob-bd
Enables AI assistants to programmatically interact with Google NotebookLM, allo…
N/A N/A
Showing 58951–59000 of 59042 servers