Public Laboratory•Open Research Instruments•Zero Paywalls · No Signup
We build things to understand things.
Open instruments for inspecting the systems behind modern digital experiences. No accounts. No black boxes. No AI-generated scores.
LABORATORY PRINCIPLES:Deterministic facts over opinions•Zero user tracking•Browser-native execution
01 / PRIMARY INSTRUMENTS
5 Active Production InstrumentsSystems, Signals & Attention
01•Client-Side DevTools Instrument
AI Metadata Inspector & Cleaner
What does your media tell machines?
Inspect AI provenance, C2PA credentials, EXIF, IPTC, and embedded generation parameters entirely in your browser with lossless binary container surgery.
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02•Deterministic Signal Engine
Web Signal Inspector
What does your website tell machines?
Inspect document structure, Schema.org JSON-LD entity graphs, resource payloads, heading ladders, and accessibility signals deterministically — without arbitrary grading.
Open Instrument →
03•Attention Pacing & Rhythm Engine
Attention Architecture Inspector
What does your website tell humans?
Analyze visual pacing, SPARK storytelling beats, text fatigue streaks, above-the-fold CTA density, and human attention friction points deterministically.
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04•100-Point Edge Scanner
AI & Agent Readiness Audit
Is your digital infrastructure ready for AI?
100-point edge scanner evaluating crawler permissions (GPTBot, ClaudeBot, PerplexityBot), machine-readable content, semantic data, and AI discovery headers.
Open Instrument →
05•Machine Context Generator
/llms.txt Context File Generator
How do you declare information for machines?
Create clean, structured /llms.txt manifests to guide autonomous AI search models, automated agents, and developer LLMs directly to your critical endpoints.
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02 / MEASUREMENT & UTILITIES
Internal Utilities Made PublicStructured Data & Attribution
JSON-LD Entity Graph
Structured Data & Entity Schema Generator
Generate validated Schema.org JSON-LD entity graphs for Organizations, Software Applications, Educational Institutions, and Websites.
Launch Utility →
Observable Signal Audit
Meta EMQ Implementation Diagnostic
Inspect publicly observable signals for Meta Pixel, CAPI event_id deduplication keys, and click identifiers without account credentials.
Launch Utility →
Attribution Generator
QR Code Generator with UTM Tracking
Generate static vector SVG and PNG QR codes with built-in UTM campaign attribution for offline collateral, print, and admission marketing.
Launch Utility →
03 / ACTIVE EXPERIMENTS
Upcoming Laboratory InstrumentsUnder Active Research
IN ACTIVE DEVELOPMENTEXP-02
LLM Agent Crawler Simulator
How do automated agents ingest your site at runtime?
Simulating agent user-agent header negotiation, dynamic markdown distillation, and agentic token efficiency profiling.