MCP Server Quality Scores
Independent quality analysis of 50103 public MCP servers
Last updated 2 hours, 7 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 49051 |
Slideforge
Claim
Generate consulting-quality PowerPoint slides via AI. Real .pptx files, not web…
|
— | ||||||||
| 49052 |
InferMap
Claim
Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. …
|
— | ||||||||
| 49053 |
Campus Copilot MCP
Claim
Read-only MCP server for the local Campus Copilot BFF and imported workspace sn…
|
— | ||||||||
| 49054 |
whoop-mcp
Claim
Full read + write access to your Whoop fitness data via the private iOS API. 48…
|
— | ||||||||
| 49055 |
platform-eng-copilot
Claim
Enables platform engineering workflows via GitHub Copilot, including creating r…
|
— | ||||||||
| 49056 |
Kabuzz MCP Server
Claim
Enables any MCP-compatible AI agent to browse, negotiate, purchase, message, an…
|
— | ||||||||
| 49057 |
mcp-server
Claim
Branded talent docs: assessment reports, profiles, shortlists & proposals in DO…
|
— | ||||||||
| 49058 |
Tripwire
Claim
Security gateway for MCP agents: blocks prompt-injection-driven tool calls befo…
|
— | ||||||||
| 49059 |
food-safety-mcp
Claim
Enables checking food additive safety, nutrition profiles, pesticide residues, …
|
— | ||||||||
| 49060 |
touchgrass-mcp
Claim
Hire Orb-verified humans for real-world tasks with on-chain escrow on World Cha…
|
— | ||||||||
| 49061 |
trust-check-mcp
Claim
Free OFAC SDN wallet screen + sample preview for AI agents on Base. Read-only, …
|
— | ||||||||
| 49062 |
webcrawl-mcp
Claim
Local-first web scraping, search, and crawling. Static pages extracted locally …
|
— | ||||||||
| 49063 |
mcp-maritime
Claim
Provides real-time maritime weather data, tropical cyclone warnings, and route …
|
— | ||||||||
| 49064 |
gst-validator-mcp
Claim
Validates Indian GSTIN numbers with structural checks, embedded PAN extraction,…
|
— | ||||||||
| 49065 |
cyberscanner
Claim
|
— | ||||||||
| 49066 |
devops-mcp
Claim
Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki
|
— | ||||||||
| 49067 |
Plany
Claim
Organize travel itineraries by creating detailed trips with scheduled events li…
|
— | ||||||||
| 49068 |
CERN ROOT MCP Server
Claim
An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files.
|
— | ||||||||
| 49069 |
ComfyUI MCP Server
Claim
Enables AI assistants to interact with local ComfyUI installations to list node…
|
— | ||||||||
| 49070 |
keris_edumcp_2nd
Claim
|
— | ||||||||
| 49071 |
@git-fabric/aiana
Claim
A composable semantic memory layer that provides cross-project recall and sessi…
|
— | ||||||||
| 49072 |
Gibs
Claim
Regulatory compliance API for AI agents. Classify AI systems by risk level and …
|
— | ||||||||
| 49073 |
Agent Orchestration
Claim
A Model Context Protocol (MCP) server that enables multiple AI agents to share …
|
— | ||||||||
| 49074 |
mcp-server
Claim
|
— | ||||||||
| 49075 |
HeyTraders MCP
Claim
Run and backtest quantitative trading strategies using natural language descrip…
|
— | ||||||||
| 49076 |
mcp-rss-feed-searcher
Claim
An MCP server that enables searching across multiple RSS feed sources simultane…
|
— | ||||||||
| 49077 |
fiscal
Claim
Brazilian fiscal MCP server - issue NF-e, NFC-e, NFS-e, CT-e, MDF-e and DC-e vi…
|
— | ||||||||
| 49078 |
AI-powered security scanning using Black Duck Signal for vulnerability detectio…
|
— | ||||||||
| 49079 |
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
|
— | ||||||||
| 49080 |
Kapruka MCP
Claim
Free public MCP server for Kapruka.com — Sri Lanka's largest e-commerce platfor…
|
— | ||||||||
| 49081 |
Video Metadata MCP
Claim
Enables comprehensive video file metadata management including reading, editing…
|
— | ||||||||
| 49082 |
Person enrichment API for AI agents. Enrich any email address into a full profe…
|
— | ||||||||
| 49083 |
Real-time Polymarket analytics for AI agents. Query live prediction market data…
|
— | ||||||||
| 49084 |
Vector Memory MCP Server
Claim
Adds persistent long-term memory to GitHub Copilot CLI via local semantic vecto…
|
— | ||||||||
| 49085 |
Google Scholar
Claim
Search Google Scholar for academic papers, citations, and author profiles.
|
— | ||||||||
| 49086 |
DataMerge
Claim
Enhances business intelligence by enriching company and contact data using doma…
|
— | ||||||||
| 49087 |
Decixa MCP Server — intent-driven API discovery and selection for AI agents.
|
— | ||||||||
| 49088 |
MCP server for managing Google Sheets via 23 tools, enabling read/write, format…
|
— | ||||||||
| 49089 |
xhs-mcp-light
Claim
A lightweight MCP server that lets AI assistants publish notes to Xiaohongshu (…
|
— | ||||||||
| 49090 |
Pinecone MCP Server
Claim
Enables AI assistants to perform semantic search, manage vectors, and interact …
|
— | ||||||||
| 49091 |
SignalK MCP Server
Claim
Enables AI agents to access SignalK marine data with 90-96% token reduction by …
|
— | ||||||||
| 49092 |
server-curl
Claim
|
— | ||||||||
| 49093 |
TaskMan of London
Claim
TaskMan of London lets AI agents help users find, price, and book real home ser…
|
— | ||||||||
| 49094 |
JinaAI MCP Server
Claim
Enables LLMs to read and extract clean, markdown-formatted content from any web…
|
— | ||||||||
| 49095 |
Enables comprehensive management of DuploCloud infrastructure, including tenant…
|
— | ||||||||
| 49096 |
ISM MCP Server
Claim
Serves the Australian Cyber Security Centre Information Security Manual (ISM) v…
|
— | ||||||||
| 49097 |
MCP AI Chat Server
Claim
A Laravel-based AI-powered chat interface for business management operations, e…
|
— | ||||||||
| 49098 |
parsely-mcp
Claim
MCP server that enables AI assistants to query Parse.ly analytics for top posts…
|
— | ||||||||
| 49099 |
Weather MCP Server
Claim
A sample MCP server that provides weather alerts and forecasts using the Nation…
|
— | ||||||||
| 49100 |
hackbrowser-mcp
Claim
Enables AI agents to perform security testing on web applications by controllin…
|
— | ||||||||