Leaderboard/nutriscan-ai
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

nutriscan-ai

Title: NutriScan AI — Food Intelligence & Allergen Guard Short Description: A multi-modal food intelligence API for AI agents. Instantly analyze products via barcode, label photo, or ingredient text to get health scores, allergen warnings, and diet compatibility. Long Description: NutriScan AI is a powerful Model Context Protocol (MCP) server that gives AI agents "eyes" and "expertise" in the grocery aisle. It bridges the gap between raw product data (Open Food Facts/USDA) and actionable nutritional intelligence. Key Capabilities: Multi-Modal Input: Seamlessly switch between barcode lookup (UPC/EAN), OCR-powered label image analysis, and raw ingredient list text. Health Scoring: Instant Nutri-Score (A-F) grading and NOVA processing level classification (1-4). Advanced Allergen Guard: Multi-stage detection for 10+ major allergen groups, using a proprietary blend of database tags, heuristics, and LLM reasoning to catch hidden derivatives. Diet Compatibility: Automated verification for Vegan, Vegetarian, Keto, Paleo, Gluten-Free, Diabetic-friendly, Halal, and Kosher diets. Smart Alternatives: Context-aware suggestions for healthier swaps when a product scores poorly. Agent-Optimized: Designed specifically for AI agents (Claude, GPT, Cursor) with structured JSON outputs and descriptive tool schemas. Use Cases: "Scan this box of cereal and tell me if it's safe for a child with a peanut allergy." "Analyze these ingredients and estimate the Nutri-Score." "Is this snack compatible with a Paleo diet? If not, suggest a healthier swap."

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
447.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 291ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 447ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 4, 2026success291.9msPass
Apr 4, 2026success213.9msPass
Apr 4, 2026success298.1msPass
Apr 4, 2026success627.1msPass
Apr 4, 2026success656.9msPass
Apr 4, 2026success219.1msPass
Apr 4, 2026success316.7msPass
Apr 4, 2026success376.6msPass
Apr 4, 2026success544.8msPass
Apr 4, 2026success189.7msPass
Source Registries
smithery
First Seen
Mar 26, 2026
Last Seen
Apr 3, 2026
Last Probed
Apr 4, 2026