MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
26829
Scored
1664
Verified
16957
Complete

Last updated 0 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
30801
goodfire-ai
Provides interpretable variant effect predictions for 4.2 million ClinVar varia…
30802
akilat-spec
Manage employee leave with quick lookups for balances, histories, and recent ac…
N/A N/A 95
30803
PugzUI
Provides persistent SQLite-based memory and unified tool abstraction for AI age…
N/A N/A 95
30804
catchdoms
MCP server for searching 40,000+ daily expired and auction domains from 12 plat…
30805
NivaucchuRabuessa
Find every adverb in your text to tighten prose and enforce style guides. Highl…
N/A N/A 95
30806
AI-powered Amazon EKS cluster management and troubleshooting
N/A N/A 81
30807
girste
Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST …
N/A N/A 95
30808
alinavlase
Enables conversion of PDF files to Markdown format with optional image extracti…
N/A N/A
30809
Browse Power BI workspaces, run DAX queries, and page through large results.
N/A N/A 81
30810
ethersphere
Swarm MCP Claim
MCP server for Ethereum Swarm decentralized storage. Provides 12 tools for uplo…
30811
mbailey
voice-mcp Claim
Complete voice interaction server supporting speech-to-text, text-to-speech, an…
N/A N/A 95
30812
victormpa
A Model Context Protocol server that provides AI assistants like Claude with fu…
30813 N/A N/A
30814
weekdmond
Save, search, and compile valuable knowledge from your Claude conversations.
N/A N/A 95
30815
naveen6768
A Model Context Protocol server designed for tracking and managing personal or …
N/A N/A
30816
dygogogo
agent-guard-mcp
30817
Laxmi884
mcp-server Claim
Generate tailored resumes via AI agents using KlevrCV. Returns a signed PDF dow…
N/A N/A 83
30818
Pekosann
An MCP server that automates Aspen Custom Modeler (ACM) via COM, enabling stead…
N/A N/A
30819
luc-vocab
A Docker-based deployment that wraps the Gemini MCP server with supergateway to…
81
30820
goldct
Provides access to a curated database of over 1,500 MCP tools with quality scor…
81
30821
automatikstudio
An MCP server that generates comprehensive AI-powered investor pitch decks for …
N/A N/A 95
30822
xxczaki
MCP server for accessing VS Code/Cursor Local History
N/A N/A 95
30823
bryanhellard-tt41
daedalmap Claim
Hosted geographic data MCP server for earthquakes, tsunamis, volcanoes, and cur…
30824
kamath
Provide interactive graphing calculator capabilities to your agents, enabling t…
N/A N/A 95
30825
John-Chan
A production-ready starter template for building Model Context Protocol (MCP) s…
81
30826
farmountain
A Python CLI package aaws published to GitHub with PyPI distribution via GitHub…
N/A N/A 95
30827
AdonaiVera
Control FiftyOne computer vision datasets through AI assistants using 80+ opera…
N/A N/A 95
30828
axel-belfort
Image resize and format conversion API for AI agents. Resize images from URL: c…
81
30829
outdoorithm
outdoorithm Claim
Campground discovery, availability, planning, and booking handoffs across US pu…
30830 N/A N/A 95
30831
gopls-mcp
gopls-mcp Claim 1
MCP server for golang projects development: Expand AI Code Agent ability bounda…
N/A N/A 95
30832
lightfastai
Connects creative applications like Blender and Adobe Creative Suite to AI mode…
N/A N/A 95
30833
allisonwhilden
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
N/A N/A 95
30834
Andi777x
kiira Claim
N/A N/A 95
30835
DaniMH03
A universal gateway for the Oracle Hospitality Interface Platform (OHIP) that e…
81
30836 N/A N/A 95
30837
jarekpiot
provenonce Claim
Cryptographic identity, SIGIL naming, heartbeat, and passports for AI agents.
N/A N/A 95
30838
anon-li
anon.li Claim
30839
sotanengel
A knowledge base MCP server that enables AI agents to search and reference stru…
N/A N/A
30840
shanjai-raj
Commune Claim
Email and SMS MCP server for AI agents — 41 tools for inboxes, sending, search,…
N/A N/A 83
30841
axel-belfort
Sandboxed code execution API for AI agents. Execute Python, JavaScript, or SQL …
N/A N/A 95
30842
sophymarine
openregistry Claim
Unmodified live data from 27 national registries. UBO chain walker + 10 MCP pro…
30843
lacausecrypto
Sophon Claim
Honest token economics for MCP agents. 68% tokens saved, zero-ML Rust binary.
N/A N/A
30844
askAITHENA
# Gyana Universal VectorKB MCP Server A unified WebSocket-based MCP (Model Con…
N/A N/A 95
30845
xiaobenyang-com
查詢指定日期是否為台灣假期。取得任意日期區間的所有假期與名稱,快速安排行程與請假。掌握年度或月份的假期統計,優化排班與專案規劃。
N/A N/A 95
30846
ai-mcp-garage
Enables intelligent file and folder comparison with advanced text normalization…
81
30847
marian-kamenistak
Browse and buy ELC Conference 2026 engineering leadership tickets in Prague via…
30848
fozagtx
tonmcp Claim
N/A N/A 95
30849
HliB8113
o1table Claim
N/A N/A 95
30850 N/A N/A 95
Showing 30801–30850 of 33537 servers
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