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Each product's AI-native score and tier rate how ready it is for agents to use, from 0 to 100. A high score is not a substitute for your own security or vendor-risk review. How scoring works

MCP Inspector by Model Context Protocol

The official interactive developer tool for testing and debugging MCP servers: call tools, read resources, run prompts, and watch raw protocol traffic, with Web, CLI, and TUI interfaces.

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AI Answer Engine Visibility Tracking
AI Avatar Video Generation
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AI customer-support agents
API request execution
Accessibility Scanning
Acquisition and conversion reporting
Advertising Campaign Automation
Agent Readiness Scanning
Agent and MCP Security Scanning
Application Deployment
Automated Directory Submission
Autonomous Ad Campaign Execution
Backend Function Hosting
Bank Reconciliation
Brand Asset Retrieval
Browser Automation
Build MCP Servers
Business email discovery
Bypass anti-bot protection
CLI argument parsing
Community Product Launch
Company Register Lookup
Contact-center AI assistance
Cross-Platform Campaign Management
Durable workflow execution
Email Sandbox Testing
Email address verification
Fact Checking
Financial Reporting
Flight search
Food and recipe nutrition lookup
Host MCP Servers
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Image Generation
Infrastructure as Code
Internet Asset Discovery
Invoice Management
Keyword Mention Monitoring
LLM fine-tuning
LLM output evaluation
LLM request tracing
Lifecycle email automation
Link Analysis
Local delivery ordering
MCP Server Auditing
MCP Server Discovery Registry
MCP Server Testing and Debugging
Machine-Readable Product Listing
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OSINT automation
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Render JavaScript page
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Secrets Management
Speech transcription
Structured web extraction
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Text sentiment analysis
Transactional Email Sending
User authentication
Web Page Change Detection
Web Scraping
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Audit a website for accessibility issues
Audit an MCP server
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Control feature rollouts
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Create and send invoices
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Detect and redact personal data
Discover and publish MCP servers
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Evaluate LLM outputs
Expose code to AI agents over MCP
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Find a person's business email address
Find and compare hotels
Find and install an MCP server
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Fine-tune a language model
Generate a logo or brand image
Generate an API client
Generate music
Generate text through an LLM API
Host an MCP server
Host source code
Investigate threat infrastructure
Label machine learning data
Launch a product to a discovery community
Make structured decisions from context
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Manage a household budget
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Manage application secrets across environments
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Manage machine learning datasets
Manage project work
Map external attack surface
Map relationships in an investigation
Monitor a web page for changes
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Orchestrate background jobs
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Protect AI applications from security threats
Provision cloud infrastructure from code
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Reconcile bank transactions
Release and package a binary
Replicate data from a source to a data warehouse
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Research software packages and dependencies
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Reserve a restaurant table
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Schedule meetings
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Send SMS programmatically
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Submit a product to launch directories
Synthesize speech from text
Test and debug an MCP server
Track brand and keyword mentions online
Track household package deliveries
Transcribe audio to text
Translate text between languages
Verify an email address is deliverable
Verify an organization's legal identity
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