MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39101
jrolstad
ambient-mcp Claim
An MCP server that wraps the Ambient Weather REST API. Query your personal weat…
— ○ ⏳ — — — — — —
39102
mirrorsecai
Provides secure text embeddings with privacy-preserving features using the Mirr…
— ○ ⏳ — — — — — —
39103
yoshinaga2015
kanpou-mcp Claim
MCP server for searching Japanese government procurement notices via the Kanpou…
— ○ ⏳ — — — — — —
39104
kkruglik
A Model Context Protocol server that enables LLMs to interact with MLflow track…
— ○ ⏳ — — — — — —
39105
Gabriela-707
dev-notes Claim
Enables Claude to save, list, and read notes in a '/dev-notes' directory, and f…
— ○ ⏳ — N/A N/A — — —
39106
qinisolabs
floodwise Claim
England flood-risk by postcode from official Environment Agency open data (OGL)…
— ○ ⏳ — N/A N/A — — —
39107
invarium-ai
invarium Claim
— ○ ⏳ — — — — 81 —
39108
mcasdfgf
Persistent fractal graph memory for AI coding agents via MCP. Semantic vector s…
— ○ ⏳ — N/A N/A — — —
39109
ahmedtawfeeq1
Enables AI coding agents to search, read, and write notes in an Obsidian vault …
— ○ ⏳ — N/A N/A — — —
39110
Coding-Professional
Enterprise-grade MCP server for Vibe APIs, enabling AI agents to manage project…
— ○ ⏳ — — — — — —
39111
quokkapix
Local MCP adapter for private, browser-based QuokkaPix image workflows.
— ○ ⏳ — N/A N/A — — —
39112
Prometheus-agent
Turns natural language into data pipeline actions using six specialist agents t…
— ○ ⏳ — — — — — —
39113
addcal
AddCal Claim
Publish public calendars and events others subscribe to: RSVPs, feeds and add-t…
— ○ ⏳ — — — — — —
39114
Yarmoluk
Enables persistent, graph-based memory for AI agents, allowing them to store, t…
— ○ ⏳ — N/A N/A — — —
39115
fgreve
MCP server exposing Chilean INE (Instituto Nacional de Estadísticas) public API…
— ○ ⏳ — — — — 81 —
39116
teto-0401
A production-ready MCP server for coding workflows on Replit, enabling file man…
— ○ ⏳ — — — — — —
39117
ethancod1ng
A Model Context Protocol (MCP) server that enables AI assistants to search, ret…
— ○ ⏳ — N/A N/A — 95 —
39118
Ansvar-Systems
Enables querying Portuguese competition data from AdC (Autoridade da Concorrênc…
— ○ ⏳ — — — — — —
39119
eibrahim
Read-only Mac mini AI operator setup offer with queue, pricing, and buyer-route…
— ○ ⏳ — — — — — —
39120
Ansvar-Systems
Enables querying Latvian cybersecurity data, including regulations, guidelines,…
— ○ ⏳ — — — — — —
39121
NachaFromMars
Automates Facebook Page management via Graph API, enabling posting, comment mod…
— ○ ⏳ — — — — — —
39122
ja-roque
Enables posting development progress to DayBy.dev with automatic local sanitiza…
— ○ ⏳ — N/A N/A — — —
39123
konradbachowski
anchor-debug Claim
Provides structured access to Solana Anchor error data, enabling AI coding agen…
— ○ ⏳ — N/A N/A — — —
39124
Tatsh
wiswa-mcp Claim
FastMCP server exposing Wiswa settings discovery to AI assistants such as Claud…
— ○ ⏳ — N/A N/A — — —
39125
bp46
A security interceptor for AI agents that mitigates prompt injections and data …
— ○ ⏳ — N/A N/A — — —
39126
wjddusrb03
Combines Naver DataLab trends, blog/news search, translation, and Unsplash imag…
— ○ ⏳ — — — — — —
39127
MatinMHF
A minimal MCP server that enables creating GitHub repositories, committing file…
— ○ ⏳ — — — — — —
39128
jarod-vyent
An MCP server for XRP Ledger identity features including DIDs, credentials, mul…
— ○ ⏳ — — — — — —
39129
Rheosoph
flow-like Claim
Flow-Like: Strongly Typed Enterprise Scale Workflows. Built for scalability, sp…
— ○ ⏳ — N/A N/A — — —
39130
kings0527
Exposes reverse engineering capabilities via MCP protocol, enabling AI agents t…
— ○ ⏳ — N/A N/A — — —
39131
averray-agent
Averray Claim
Paid work for agents: claim verifier-checked jobs, submit, earn USDC. Some need…
— ○ ⏳ — — — — — —
39132
lacrif
Enables querying and modifying ArchiMate enterprise architecture models from XM…
— ○ ⏳ — N/A N/A — — —
39133
dawa
A proof-of-concept MCP server implementing OAuth 2.1 authorization with CIMD cl…
— ○ ⏳ — N/A N/A — — —
39134
odfalik
uthere Claim
Camera-based presence detection MCP server for Claude Code. Uses your webcam to…
— ○ ⏳ — N/A N/A — — —
39135
friedice5467
Automates mobile game dailies on BlueStacks via ADB using a dual-LLM architectu…
— ○ ⏳ — N/A N/A — — —
39136
RynneSpin
renxt-mcp Claim
Provides access to Blackbaud Raiser's Edge NXT API for constituent management, …
— ○ ⏳ — N/A N/A — — —
39137
warwickwood-cell
GenGEO Claim
Machine-readable merchant verification infrastructure for AI shopping agents an…
— ○ ⏳ — — — — — —
39138
pipeworx-io
Enables access to the Bhagavad Gita, a Hindu scripture, through natural languag…
— ○ ⏳ — — — — — —
39139
qrak
MCP server for Telegram integration with Command Code, enabling AI agents to se…
— ○ ⏳ — — — — — —
39140
NoBanks
outrank-mcp Claim
MCP server for Outrank that enables AI agents to verify credits, manage website…
— ○ ⏳ — — — — — —
39141
zvec-ai
Enables LLMs to interact with Zvec vector database through tools for collection…
— ○ ⏳ — N/A N/A — 95 —
39142
tboome33
Routes Claude MCP tool calls to multiple Obsidian vaults (local or remote) via …
— ○ ⏳ — — — — — —
39143
FraanW
A powerful MCP server that integrates MATLAB with AI, allowing you to execute M…
— ○ ⏳ — N/A N/A — — —
39144
ArtemGontar
Yomio Claim
Read Yomio expense, income, account, budget, and spending data in an MCP-compat…
— ○ ⏳ — — — — — —
39145
kbrayatl
RepScale Claim
Research B2B prospects, get the recommended sales angle, and prep for meetings …
— ○ ⏳ — — — — — —
39146
Rumblingb
Enables AI agents to search, read, and explore Wikipedia articles via tools lik…
— ○ ⏳ — — — — — —
39147
MauricioIPastora
A simple MCP server that provides greeting tools and server information.
— ○ ⏳ — N/A N/A — — —
39148
zoharbabin
Production-grade MCP server for web search (Google, Brave, Serper, SearXNG, Sea…
— ○ ⏳ — — — — — —
39149
civicteam
X402 MCP Claim
Enables micropayments for MCP tool invocations using the X402 payment protocol,…
— ○ ⏳ — — — — — —
39150
HyperBDR
beacon-mcp Claim
MCP server for the beacon log analytics platform, exposing beacon's REST API as…
— ○ ⏳ — — — — — —
Showing 39101–39150 of 69400 servers
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