MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29768
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 29 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54101
ehdgns1766
test-server Claim
N/A N/A 95
54102
cassilup
filewash Claim
Privacy-first file tools for AI agents — PDF & image ops, metadata scrubbing, b…
N/A N/A
54103
mustertheforce
Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MC…
54104
mcp-research
mysql-mcp Claim
Enables AI agents to query and manage MySQL databases through a structured MCP …
54105
huimingchen081-beep
Enables AI agents to generate real Office documents (.pptx, .docx, .xlsx) and s…
N/A N/A
54106
gary109
A secure, read-only MCP server for browsing and searching files in a specified …
N/A N/A
54107
EenticE
Provide a flexible scaffold for building MCP servers with ease. Accelerate deve…
N/A N/A 95
54108
inspicere
DefectDojo Claim
MCP server for DefectDojo: 24 tools with RBAC, HMAC audit chain, and SIEM forwa…
N/A N/A
54109
tcrst
Enables semantic search over Databricks docs, API reference, Terraform provider…
N/A N/A
54110
proflulab
Convert files between formats without quality loss. Speed up your workflow with…
N/A N/A 95
54111 N/A N/A 95
54112
git-fabric
A composable semantic memory layer that provides cross-project recall and sessi…
81
54113
blackducksoftware
AI-powered security scanning using Black Duck Signal for vulnerability detectio…
N/A N/A
54114
ergut
The first remote MCP server that enables Claude AI to extract transcripts from …
54115
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
81
54116
xiaobenyang-com
text-toolkit Claim
Transform and format text quickly to keep content clean, consistent, and readab…
N/A N/A 95
54117
Niteowlpt
Drug safety intelligence: 358 drugs, 1M+ FDA adverse events, PV signal detectio…
N/A N/A 83
54118
strvmarv
total-recall Claim
Persistent, cross-tool memory for AI coding assistants, enabling context retent…
54119
johnisanerd
Search Google Scholar for academic papers, citations, and author profiles.
54120
carlosgutierrezch
Enables querying, exploring, and interacting with Azure SQL databases through M…
N/A N/A
54121
justlend
An MCP server enabling AI agents to interact with JustLend DAO on TRON for lend…
N/A N/A
54122
ozgureyilmaz
Enables efficient code execution in a secure sandbox with 98.7% token reduction…
N/A N/A 95
54123
shubham-01-star
A privacy-first memory layer for AI that securely bridges local knowledge with …
N/A N/A
54124
rowbradley
A minimal MCP server for creating and updating Google Docs from markdown.
N/A N/A
54125
maxwellsdm1867
Provides MCP wrappers for Allen AI's Asta research tools, enabling AI agents to…
81
54126
pansapiens
An MCP server that provides tools for searching and fetching protein data from …
54127
CallMarcus
Community-built, comprehensive MCP server for the SecurityScorecard API (unoffi…
N/A N/A
54128
Microtechusa
Enables interaction with the HaloPSA API for managing tickets, clients, assets,…
N/A N/A
54129
7t1-studio
Enables AI assistants to deploy generated files (HTML, PDF, images, etc.) direc…
54130
MillCityAI
A minimal reference implementation of an MCP server that responds with "Hello, …
81
54131
AION-Analytics
Indian macro-event and sector impact intelligence for MCP workflows.
N/A N/A
54132
jaewilson07
Enables AI agents to generate and iteratively refine images, audio, and video b…
N/A N/A 95
54133
pmboxbiz
mcp-ssh-live Claim
Interactive, streaming SSH tool for LLM agents that enables spawning long-runni…
N/A N/A
54134
lyrenth
lyrenth-mcp Claim
Read any public web page as a clean AIDocument (Markdown + structure) through L…
N/A N/A
54135
ICJIA
axecap Claim
A lightweight local MCP server that runs axe-core accessibility audits via Play…
N/A N/A
54136
AliyahZombie
OctSSH Claim
Provides LLMs with safe, controllable, and stateful SSH access to shell environ…
54137
Termi24
eyeot ERP Claim
ERP français avec serveur MCP natif : plus de 1 800 actions métier auto-générée…
54138
benseverndev-oss
GoldenMatch Claim
Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 o…
54139
zero-8848
Enable AI assistants to manage and interact with RetellAI's voice services incl…
N/A N/A 95
54140
ebongard
Watches local and SMB folders for settled new files and pushes them into the Re…
N/A N/A
54141
softvoyagers
Free privacy-first URL shortener API with analytics and link management. No API…
95
54142
mvm.lenko
highlight-ai Claim
N/A N/A 95
54143
kiki830621
Apple Mail MCP — 44 tools, SQLite millisecond search, .emlx parser, batch ops
N/A N/A 95
54144
ebenova
insights Claim
N/A N/A 95
54145
ahmed-coding
Production-grade, autonomous Model Context Protocol (MCP) server that elevates …
N/A N/A
54146
tomjwxf
verify-mcp Claim 1
MCP server for offline verification of signed artifacts — receipts, manifests, …
N/A N/A 95
54147
visioneth
Enables AI agents to read chain data, execute transactions, swap tokens, and ma…
54148
negillett
AllocContext Claim
Portfolio-aware crypto context for AI agents. Discover holdings, market, sentim…
54149
unluckyknight42
exceltester Claim
N/A N/A 95
54150
jiayuanliang0716
arbitova Claim
Official Arbitova MCP server — AI-powered escrow and arbitration for autonomo…
81
Showing 54101–54150 of 54421 servers