๐ŸŽƒ Kiroween Hackathon|GEO SDK v2.0 โ€” Frankenstein Category

Don't Let AI Agents
๐Ÿ‘ป 404 on Your Brand

Chimera catches hallucinated URLs from ChatGPT, Perplexity, Claude, and Gemini โ€” redirecting them to the right page before they bounce.

๐Ÿงช
5
Fuzzy Algorithms
๐Ÿ”ฎ
512
Property Tests
โšก
<200ms
Routing Latency
๐Ÿ› ๏ธ
12
MCP Tools

Everything You Need for AI Search Optimization

A complete toolkit for making your website AI-agent friendly

๐Ÿ”„

Fuzzy URL Routing

5 algorithms (Levenshtein, Jaro-Winkler, N-Gram, Soundex, Cosine) catch hallucinated URLs and redirect to the semantically closest page.

๐Ÿ“Š

Content Analysis

Information gain scoring, inverted pyramid detection, and fluff analysis ensure your content is optimized for AI extraction.

๐Ÿท๏ธ

Auto Schema Generation

Automatically generates JSON-LD with E-E-A-T signals. Detects Products, Articles, FAQs, Organizations, and People.

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Citation Monitoring

Track earned vs owned media mentions. Build a reputation graph that AI search engines use for authority scoring.

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Freshness Monitoring

Detect stale content that AI engines penalize. Get refresh priority recommendations based on content velocity.

๐Ÿค–

Engine-Specific Optimization

Tailored recommendations for Claude, GPT, Perplexity, and Gemini based on each engine's unique biases.

LIVE DEMO

Watch the Monster in Action

See how Chimera catches a hallucinated URL and finds the best match using 5 algorithms

chimera-router.ts
โ†’Request:/products/iphone-15-pro404
โ”œโ”€Levenshtein:0.72
โ”œโ”€Jaro-Winkler:0.68
โ”œโ”€Cosine:0.81
โ””โ”€Combined:0.75
โœ“Redirect:/shop/electronics/phones(142ms)

5 Algorithms, One Decision

Each algorithm contributes to the final confidence score:

๐Ÿ“Levenshtein Distance
0.72
๐Ÿ”—Jaro-Winkler
0.68
๐Ÿ“ŠN-Gram Similarity
0.65
๐Ÿ”ŠSoundex Match
1.00
๐Ÿ“Cosine Similarity
0.81
Weighted Final Score75%

Above 60% threshold โ†’ Redirect approved

๐Ÿงต How the Monster Works

Stitched together from 5 algorithms, brought to life by edge computing

๐Ÿ’€
STEP 01

AI Agent Requests

ChatGPT guesses a URL like /products/iphone-15 that doesn't exist

โš—๏ธ
STEP 02

Chimera Intercepts

Middleware catches the 404 and runs 5 fuzzy matching algorithms

โœจ
STEP 03

Smart Redirect

Redirects to /shop/electronics/phones with 75% confidence

๐ŸŽƒKIROWEEN HACKATHON

Built with Kiro Features

Spec-driven development meets AI-powered coding

๐Ÿ“‹36 Properties

Specs

EARS requirements, design docs, 36 correctness properties

๐ŸŽฃ4 Hooks

Hooks

Schema generator, content analyzer, freshness checker, GEO reporter

๐Ÿงญ5 Docs

Steering

Tech stack, project structure, GEO conventions, testing patterns

๐Ÿ”Œ12 Tools

MCP

Citation monitor, content analyzer, schema generator, freshness tools

.kiro/steering/product.md
# Chimera: AI-First Edge
# The Problem: AI Bounce
AI agents have zero tolerance for errors:
- They hallucinate URLs โ†’ 404 โ†’ abandon site
- They can't parse unstructured content โ†’ skip to competitors

# Our Solution
โœ“ Symbiote Router (Fuzzy URL Matching)
โœ“ Fact-Density Analyzer
โœ“ Schema Generator (JSON-LD + E-E-A-T)
โœ“ Citation Monitor (MCP-powered)
๐Ÿงฌ
๐ŸŽƒ

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