MCP Server Quality Scores

Independent quality analysis of 50103 public MCP servers

50103
Discovered
29730
Scored
2112
Verified
16952
Complete

Last updated 2 hours, 7 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
49051
smartdatabrokers
Slideforge Claim
Generate consulting-quality PowerPoint slides via AI. Real .pptx files, not web…
81
49052
benseverndev-oss
InferMap Claim
Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. …
49053
xiaojiou176-open
Read-only MCP server for the local Campus Copilot BFF and imported workspace sn…
N/A N/A 95
49054
briangaoo
whoop-mcp Claim
Full read + write access to your Whoop fitness data via the private iOS API. 48…
N/A N/A
49055
danielmeppiel
Enables platform engineering workflows via GitHub Copilot, including creating r…
49056
douglashardman
Enables any MCP-compatible AI agent to browse, negotiate, purchase, message, an…
49057
FormatixAI
mcp-server Claim
Branded talent docs: assessment reports, profiles, shortlists & proposals in DO…
N/A N/A
49058
bonesdefi
Tripwire Claim
Security gateway for MCP agents: blocks prompt-injection-driven tool calls befo…
N/A N/A
49059
rootsbymenda
Enables checking food additive safety, nutrition profiles, pesticide residues, …
49060
bbb-build
Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
N/A N/A
49061
paladinfi
Free OFAC SDN wallet screen + sample preview for AI agents on Base. Read-only, …
49062
andyliszewski
webcrawl-mcp Claim
Local-first web scraping, search, and crawling. Static pages extracted locally …
N/A N/A
49063
Ryo-Suzukii
mcp-maritime Claim
Provides real-time maritime weather data, tropical cyclone warnings, and route …
49064
guptaprakhariitr
Validates Indian GSTIN numbers with structural checks, embedded PAN extraction,…
49065
vigil
cyberscanner Claim
N/A N/A 95
49066
NotHarshhaa
devops-mcp Claim
Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki
N/A N/A
49067
plany
Plany Claim
Organize travel itineraries by creating detailed trips with scheduled events li…
81
49068
MohamedElashri
An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files.
49069
zturner1
Enables AI assistants to interact with local ComfyUI installations to list node…
N/A N/A 95
49070 N/A N/A 95
49071
git-fabric
A composable semantic memory layer that provides cross-project recall and sessi…
81
49072
gibs
Gibs Claim
Regulatory compliance API for AI agents. Classify AI systems by risk level and …
N/A N/A 95
49073
madebyaris
A Model Context Protocol (MCP) server that enables multiple AI agents to share …
N/A N/A
49074
awjaq
mcp-server Claim
N/A N/A 95
49075
beom-trading
Run and backtest quantitative trading strategies using natural language descrip…
N/A N/A 95
49076
Jogesh6895
An MCP server that enables searching across multiple RSS feed sources simultane…
49077
BrasilNFe
fiscal Claim
Brazilian fiscal MCP server - issue NF-e, NFC-e, NFS-e, CT-e, MDF-e and DC-e vi…
49078
blackducksoftware
AI-powered security scanning using Black Duck Signal for vulnerability detectio…
N/A N/A
49079
spaceship-mcp Claim 1
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
N/A N/A 81
49080
kapruka
Kapruka MCP Claim
Free public MCP server for Kapruka.com — Sri Lanka's largest e-commerce platfor…
49081
pickstar-2002
Enables comprehensive video file metadata management including reading, editing…
N/A N/A 95
49082
axel-belfort
Person enrichment API for AI agents. Enrich any email address into a full profe…
81
49083
jordan-s648
Real-time Polymarket analytics for AI agents. Query live prediction market data…
81
49084
BrainSlugs83
Adds persistent long-term memory to GitHub Copilot CLI via local semantic vecto…
N/A N/A
49085
johnisanerd
Search Google Scholar for academic papers, citations, and author profiles.
49086
datamerge
DataMerge Claim
Enhances business intelligence by enriching company and contact data using doma…
81
49087
decixa-mcp Claim 1
Decixa MCP Server — intent-driven API discovery and selection for AI agents.
N/A N/A 81
49088
node2flow-th
MCP server for managing Google Sheets via 23 tools, enabling read/write, format…
49089
tomerose
A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (…
N/A N/A
49090
Solaceking
Enables AI assistants to perform semantic search, manage vectors, and interact …
81
49091
VesselSense
Enables AI agents to access SignalK marine data with 90-96% token reduction by …
49092
cameron.gibson
server-curl Claim
N/A N/A 95
49093
taskman-london
TaskMan of London lets AI agents help users find, price, and book real home ser…
81
49094
cyanheads
Enables LLMs to read and extract clean, markdown-formatted content from any web…
49095
robford-brookai
Enables comprehensive management of DuploCloud infrastructure, including tenant…
81
49096
RusticEagle
Serves the Australian Cyber Security Centre Information Security Manual (ISM) v…
49097
fawazbayureksa
A Laravel-based AI-powered chat interface for business management operations, e…
49098
dailybeast
parsely-mcp Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
49099
gabrielfroes
A sample MCP server that provides weather alerts and forecasts using the Nation…
49100
badchars
Enables AI agents to perform security testing on web applications by controllin…
N/A N/A
Showing 49051–49100 of 50103 servers
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