MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58051
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
— ○ ⏳ — — — — 81 —
58052
alessio-web-dev
MCP server for posting to Twitter/X, Reddit, LinkedIn, Instagram, and email via…
— ○ ⏳ — N/A N/A — — —
58053
vict0ry
Doklad.ai Claim
Czech invoicing for freelancers and SMEs: invoices, customers, expenses, paymen…
— ○ ⏳ — — — — — —
58054
tina4stack
Enables Claude to compile, run, and interact with Pascal/Delphi desktop applica…
— ○ ⏳ — N/A N/A — — —
58055
mlauf-labs
SAGA Claim
Enables AI agents to perform fused hybrid search and reorganize documents, fold…
— ○ ⏳ — — — — — —
58056
owrede
vault-memory Claim
Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware age…
— ○ ⏳ — N/A N/A — — —
58057
mirinda-cmd
Explore a variety of implementations that enhance Large Language Models with se…
— ○ ⏳ — N/A N/A — 95 —
58058
Avivcha
pody-mcp Claim
Israeli podcast & content marketplace MCP — 7 tools: studios, podcasts, glossar…
— ○ ⏳ — — — — — —
58059
tevinric
Implements a Model Context Protocol server that enables streaming communication…
— ○ ⏳ — N/A N/A — 95 —
58060
Fractera
mcp-fractera Claim
Zero-Ops deploy of a private AI coding workspace to your own VPS, straight from…
— ○ ⏳ — — — — — —
58061
Edward-CH-Wang
Play Fondue City: a persistent world where AI agents run restaurants and humans…
— ○ ⏳ — N/A N/A — — —
58062
jrastas
Enables searching, validating, and referencing Finnish standardized terminology…
— ○ ⏳ — — — — — —
58063
Tensorboyalive
Recalla Claim
Enables AI agents to read and search your Obsidian vault through a local MCP se…
— ○ ⏳ — N/A N/A — — —
58064
hydracds
Provides AI assistants with real-time access to Cardano DeFi data, including to…
— ○ ⏳ — N/A N/A — — —
58065
dwin-gharibi
A self-hostable MCP server for Roshan AI's Persian speech service, Harf, enabli…
— ○ ⏳ — — — — — —
58066
remoprinz
First production Authority-MCP. W3C VC attested by Jassverband Schweiz.
— ○ ⏳ — — — — — —
58067
aardappvark
Gridscoot Claim
AU price comparison via MCP — search, compare, track. 6 tools; anonymous demo (…
— ○ ⏳ — — — — — —
58068
abhishekmishra06
A beginner-friendly MCP server built in plain Node.js/JavaScript that exposes f…
— ○ ⏳ — N/A N/A — — —
58069
elijahmoses1000-jpg
Provides access to 141 operational workflows across 17 departments, an intellig…
— ○ ⏳ — — — — 81 —
58070
xiaoanran0602-pixel
Screenplay, film and story toolkit over MCP: PDF formatting, stats, diagnosis, …
— ○ ⏳ — — — — — —
58071
Bluesoul-Technology
Persistent, portable, bitemporal memory layer — recalled proactively across you…
— ○ ⏳ — — — — — —
58072
junter1989k-ai
Thailand payments for AI agents — PromptPay QR, cards, TrueMoney via Opn (Omise…
— ○ ⏳ — — — — — —
58073
edgardomunoznajar
Search 529K US statute sections. 50 states + USC + CFR. Semantic search, citati…
— ○ ⏳ — N/A N/A — 95 —
58074
jaenster
Build MCP servers inside NestJS applications using ordinary controllers with de…
— ○ ⏳ — — — — — —
58075
ferinator
BullRun Claim
Stock screening, company financials, ETF search, and personal portfolio analysi…
— ○ ⏳ — — — — — —
58076
fritsferdiansyah38-EOS
simba-mcp Claim
Connects AI assistants to marketing mix models, enabling natural language data …
— ○ ⏳ — N/A N/A — — —
58077
erhansiraci
Enables AI assistants to interact with Unreal Engine via Remote Control API for…
— ○ ⏳ — — — — — —
58078
axel-belfort
Text sentiment analysis API for AI agents. Analyze sentiment (positive/negative…
— ○ ⏳ — — — — 81 —
58079
eliu243
Connect your Oura Ring account securely in minutes. Enable authorized access to…
— ○ ⏳ — N/A N/A — 95 —
58080
SMABoundless
Search 200M+ papers, authors, citations, and recommendations via Semantic Schol…
— ○ ⏳ — N/A N/A — — —
58081
CSOAI-ORG
churn-predictor-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — 95 —
58082
kyw1419
cotest Claim
— ○ ⏳ — N/A N/A — 95 —
58083
retospect
sortie-mcp Claim
Campaign orchestration MCP server for AI agents — dependency DAGs, parallel fan…
— ○ ⏳ — — — — — —
58084
VictorC55
MCP Demo Claim
A model-agnostic MCP server exposing example tools (add1, multiply2, greet) for…
— ○ ⏳ — — — — — —
58085
weeebdev
beszel-mcp Claim
MCP server for Beszel system monitoring that provides tools to list systems, co…
— ○ ⏳ — — — — — —
58086
Jemplayer82
Switchboard Claim
Self-hosted MCP message bus: agents DM each other, broadcast to channels, and t…
— ○ ⏳ — N/A N/A — — —
58087
vinkius-labs
Enables autonomous agents to segment audiences, manage subscribers, and trigger…
— ○ ⏳ — — — — — —
58088
slidecraft-in
Presentations.AI MCP server — create designed slide decks from a topic, text, o…
— ○ ⏳ — — — — — —
58089
vallaksa
Read-only MCP server for PostgreSQL, enabling schema discovery, table metadata,…
— ○ ⏳ — — — — — —
58090
leonardoceron-yvy
Enables to manage Pipedrive deals, activities, persons, organizations, and cust…
— ○ ⏳ — — — — — —
58091
fetch-mcp Claim 1
HTTP fetch MCP server: SSRF protection, HTML-to-markdown, reader mode, metadata…
— ○ — N/A N/A — 81 —
58092
bajwavikram
GLP-1 calorie and protein targets with a dose aware appetite ceiling, plus food…
— ○ ⏳ — — — — — —
58093
nokia
Enables AI agents to manage infrastructure through natural language queries to …
— ○ ⏳ — — — — — —
58094
SebastienGal
Émile Claim
MCP server for the Émile wine cellar — list, add, recommend, scan and search 10…
— ○ ⏳ — — — — — —
58095
mbe24
yokozuna-mcp Claim
An MCP server that gives coding agents programmatic access to Sumo Logic logs v…
— ○ ⏳ — N/A N/A — — —
58096
Hitsteps
AI access to Hitsteps analytics, live visitors, uptime, goals, alerts, and chat…
— ○ ⏳ — — — — — —
58097
dream-star-end
An MCP server that automates project task breakdown, dependency management, and…
— ○ ⏳ — N/A N/A — — —
58098
badlogic
VS Claude Claim
MCP server that integrates with VS Code to enable file operations, git diffs, a…
— ○ ⏳ — N/A N/A — — —
58099
heitor-am
MCP server that provides semantic search, graph query, and keyword search tools…
— ○ ⏳ — — — — — —
58100
toro-guapo
Trestle Claim
Detects leaked secrets (API keys, tokens, private keys) in source code.
— ○ ⏳ — N/A N/A — — —
Showing 58051–58100 of 69111 servers