MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29615
Scored
2112
Verified
16952
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47801
LLLDYYY
Knowledge-based MCP server for photonics simulation engineering, providing rule…
N/A N/A
47802
shreyaschhabra
Provides real-time weather data via 12 tools (current weather, forecasts, air q…
N/A N/A
47803
pawel-up
Enables AI assistants to run, list, and analyze Lupa test suites, returning str…
N/A N/A
47804
russelenriquez-agile
Enables interaction with Tableau Cloud and Tableau Server through the REST API,…
81
47805
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
47806
snjyor
Provide real-time cryptocurrency market data from Binance directly to AI agents…
N/A N/A 95
47807
samueloladji
Vaultak Claim
Runtime security for AI agents. Score your agent's risk level across 5 dimensio…
81
47808
Bubbii-NOH
Enables AI assistants like Claude to interact with Databricks workspaces throug…
81
47809
clawmem-ai
An MCP server that leverages a GitHub-compatible API as a durable memory store …
N/A N/A
47810
clauxel
Remote MCP for AI Studio Android release gate MCP, structured receipts, audit l…
47811
AvatarGanymede
Converts documents (PDF, Word, PPT, images, HTML) to Markdown via MinerU API. S…
47812
MCP-Mirror
Provides detailed character analysis for text, counting total characters, chara…
N/A N/A 95
47813
algoglide
algoglide Claim
MCP server for AI coding editors — deploy and manage prediction-market trading …
N/A N/A
47814
rlgjr1971
A context-aware memory MCP server for Claude Code and any MCP-compatible AI age…
N/A N/A
47815
@jusik.lee.233
js_smithery-mcp Claim
N/A N/A 95
47816 N/A N/A 95
47817
alumnx-ai-labs
Provides agricultural intelligence tools for pest/disease lookup, government sc…
47818
lukleh
A secure MCP server providing read-only access to Argo CD instances using brows…
47819
ihiteshgupta
Enables reading, sending, searching, and managing Gmail through Claude using th…
N/A N/A
47820
acebot712
PromptGuard Claim
Scan prompts for injection attacks, redact PII, and audit LLM SDK usage from an…
N/A N/A 83
47821
HelpToSave
mcp-eureka Claim
MCP server that provides access to Polish individual tax interpretations (KIS) …
N/A N/A
47822
VReippainen
Enables AI assistants to access and analyze your Hevy workout data, including w…
47823
stock-vibes
meeting-mcp Claim
AI scheduling assistant for agents. Timezone conversion, public holidays for 10…
47824
untitled-developers
An MCP server providing AI agents with full access to the Shopify Admin API via…
47825
mova-compact
Thin MOVA MCP proxy for bindings, transport resolution, and upstream tools/call…
N/A N/A 70
47826
3xcaffeine
VaultAssist Claim
Enables natural language control over Google Workspace (Gmail, Drive, Calendar,…
47827
renegademaster-droid
A TypeScript boilerplate for building Model Context Protocol servers using the …
81
47828
Loreian23
Enables AI agents to discover, join, and participate in AgentDebate debates via…
47829
MRUK31
A demonstration MCP server that simulates server management actions for Contabo…
81
47830
minghsuy
ctscout Claim
Enables named-entity attribution from Certificate Transparency logs (OV/EV only…
47831
JXiuFen
A music MCP server that enables searching and playing songs with controls like …
N/A N/A
47832
rlhf-loop
thumbgate Claim
81
47833
astein91
StackSherpa Claim
Compare API providers based on real-time pricing, performance benchmarks, and k…
81
47834
lakshyamehta03
MCP server for the Internet Archive's Wayback Machine. Search archived snapshot…
47835
FedericoSRT
clickup Claim
N/A N/A 95
47836
Ashfaqbs
ContainMind Claim
Enables AI assistants to manage and analyze containers across Docker and Podman…
N/A N/A
47837
FVEFWFE
attiomcp Claim
N/A N/A 95
47838
istekapp
Enables AI assistants to interact with Istek API Client for managing workspaces…
N/A N/A 95
47839
larock22
A production-ready MCP server that exposes Aider's code editing capabilities vi…
47840
danielma-tic
Enables form management, response handling, and analytics through the Fillout.i…
81
47841
apix420
apix420 Claim
N/A N/A 95
47842
beomsu317
notion Claim
N/A N/A 95
47843
aliasunder
Vault Cortex Claim
MCP server for Obsidian vaults — search, memory, link graph, 23 tools, OAuth-pr…
N/A N/A
47844
AjithJS99
solana-mcp Claim
Enables AI agents to interact with the Solana blockchain for DeFi, NFTs, and We…
N/A N/A
47845
Shiverion
An MCP-only server for evidence-based EPC tender screening that enables AI agen…
N/A N/A
47846
anh7
webdev-mcp Claim
Provides web development tools including taking screenshots and listing screens…
N/A N/A
47847
centkim177-debug
sex Claim
N/A N/A 95
47848
jlacher
An MCP server that queries the baseline status of web platform features using d…
47849
shandut
Enables AI assistants to programmatically customize Shopify Plus checkout brand…
47850
TusharKarkera22
RepoMap Claim
Provides AI assistants with a structured, token-efficient map of a codebase's s…
N/A N/A
Showing 47801–47850 of 47923 servers