MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29763
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54351
pipelinescientists
coldsend-mcp Claim
AI-native cold email campaign management via Model Context Protocol. ## What Y…
81
54352
Jasox1210
A tool that makes memories stored in ChatGPT accessible across various language…
N/A N/A 95
54353
brightseth
vibe Claim
Social layer for Claude Code - DMs, presence, games between AI-assisted develop…
N/A N/A 95
54354 N/A N/A 95
54355
Skitchy
rekindle Claim
MCP session continuity engine. Boot reports, orientation scoring, and end-sessi…
N/A N/A
54356
baptitse-jn
shelf-mcp Claim
N/A N/A 95
54357
blackukulele-esf6
Zero-Based Budgeting tools that help AI assistants answer budgeting questions w…
N/A N/A 95
54358
vmunagalatrifinlabs
salesroom Claim
N/A N/A 95
54359
FinStudio-png
Tax comparison, DCF valuation, unit economics, P&L forecast across 8 jurisdicti…
54360
jeebus87
reddirect Claim
Reddit MCP Server — No API Keys Required. Browse, post, comment, vote, and mana…
N/A N/A
54361
benborla29
MySQL Server Claim 1
A Model Context Protocol server that provides read-only access to MySQL databas…
N/A N/A 95
54362
LarryLemonBot
Low-cost decision layer before high-stakes agent-tool spend.
54363
Syntria-ai
A sovereign, six-layer permanent memory system that provides users with a struc…
81
54364
longportapp
openapi Claim
🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI acces…
N/A N/A 95
54365
avijeett007
testCal Claim
Enables users to get and set meeting appointments in Google Calendar.
54366
kevintalbert
Enables AI agents to manage Cloudera Data Visualization resources including gro…
54367
slnquangtran
GraphHub Claim
Transforms codebases into a knowledge graph for AI agents, enabling semantic se…
N/A N/A
54368
ashwanijha04
Give long term memory to your agents without building the RAG pipelines.
54369
paoloamato2
Enables management of Keycloak identity and access management through the Keycl…
54370
mynghn
A read-only MCP server that enables AI assistants to access Slack workspace dat…
54371
n2400813g
blop Claim
MCP-native release confidence control plane that turns browser execution into a…
N/A N/A
54372
chuckwilliams37
A FastAPI-based MCP server orchestrated with Docker Compose, integrating Redis …
54373
GiftBanda
MCP Server Claim
A simple MCP server that exposes a createUser tool to add users to a local JSON…
N/A N/A
54374
Secure-ISS
Enables natural language management of servers, deployments, and build pipeline…
81
54375
daniel-r55a
Forge MCP Claim
A remote MCP server that connects AI assistants to the full Salesforge product …
N/A N/A 95
54376
MarceauSolutions
upwork Claim 1
MCP server for Upwork job discovery, client analysis, and proposal assistance
N/A N/A 83
54377
Northy9
AI tools for MyPost A4 labels, 4x6 thermal printers and LabelChop resources.
54378
Teake1404
Enables to access SE Ranking SEO data through natural language queries, providi…
81
54379
grocery-prices Claim 1
UK grocery price comparison across major supermarkets.
N/A N/A 81
54380
brunoescalhao
hypokrates Claim
Pharmacovigilance hypothesis generation from 15 public drug safety databases
N/A N/A 95
54381
dexcom-inc
argocd-mcp Claim
Manage ArgoCD GitOps applications - query status, sync, and troubleshoot deploy…
N/A N/A 95
54382
turtlehq-tech
Multi-broker trading MCP server for Claude AI, unifying Kite, Groww, and Dhan w…
54383
ophis-fi
Ophis MCP Claim
Agent tools for the Ophis intent-based DEX: parse, quote, build, relay orders, …
54384
ngkienmkqn
Read-only MCP server for Wealify KPI dashboard that allows AI agents to query K…
54385
arkapatra31
MCP server enabling real-time weather queries via Tavily API and internet usage…
54386
level09
dld-mcp Claim
Enables querying 1.6M+ Dubai Land Department sales transactions and 9.5M+ Ejari…
54387
protostatis
unbrowser Claim
Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, …
N/A N/A
54388
SuReaper
A template repository for bootstrapping Model Context Protocol (MCP) servers wi…
81
54389
tooyipjee
TS version of yahoo finance mcp.
81
54390
tizee
A Model Context Protocol (MCP) server that provides access to DeepSeek-R1's rea…
54391
YoppaV
Read-only MCP server for investigating Polymarket wallets, markets, and cross-w…
N/A N/A
54392
asumollo
Enable AI-driven creation and validation of Eagle CAD components by bridging Cl…
N/A N/A 95
54393
Rootly-AI-Labs
MCP server for On-Call Health burnout analysis. Connects AI assistants to your …
54394
gott150
obsidian-mcp Claim
N/A N/A 95
54395
vicseeai
Enables AI agents to generate, edit, and upscale videos and images using VicSee…
54396
GeoAziz
MCP Server Claim
A persistent backend that reduces AI agent context window bloat by centralizing…
54397
zral
A learning-oriented MCP server that provides weather forecast tools for travel …
54398
Ception
expo-docs Claim
Enables fast, offline search and retrieval of Expo documentation from local .md…
N/A N/A
54399
Heretek-RE
MCP server for REST API reverse engineering from HTTP traffic captures, wrappin…
N/A N/A
54400
xiaot945
groowooth Claim
MCP server that enables AI agents to assess child growth, plot growth curves, a…
N/A N/A
Showing 54351–54400 of 54421 servers