
Structured-Data Repair
CSV Medic
Encoding fixes, structural repair, Excel-compatible output, presets and profiles, unlimited file size. Live on the Microsoft Store.
Product definition, UI/UX, and implementation for software aimed at compliance-sensitive buyers: AI agent governance, log observability, and desktop data-repair tools. No telemetry, no cloud relay, no SaaS dependency by default.
AI agents now trigger real-world consequences: sending emails, posting content, calling webhooks. Most teams have no defensible record of what an agent actually did, on whose authority, or why. Agent Action Ledger sits as a proxy between agents and sensitive systems, enforcing authentication and authorization before every action and building a tamper-evident, hash-chained audit trail suitable for compliance review and incident investigation.
Healthcare, finance, and legal teams need to answer "who acted, what was requested, was it allowed, what happened next" without stitching logs together after the fact. The ledger makes that answer queryable instead of reconstructed.
Agents can't bypass enforcement because they never hold the credentials themselves. Bcrypt verification, parameterized SQL, and canonical JSON hash chaining keep the record honest even if an agent is compromised.
$999.99/year per instance
SiftLog reads from existing log infrastructure (Loki, CloudWatch, Elasticsearch, Datadog) and correlates events across services to surface where a cascade failure actually started, rather than the twelfth downstream service that happened to alert first. A companion Android app extends that detection to a phone for on-call engineers.
Deployed as a daemon that reads infrastructure you already run. No forced cloud relay, no telemetry sent back to M Media. That architecture is the whole pitch for compliance-sensitive buyers.
SiftLog for Android carries the same anomaly and cascade-failure detection into a pocket-sized interface, free, so on-call visibility doesn't stop when someone steps away from a terminal.
From $999.99 · Android companion free
CSV Medic and JSON Medic are Qt desktop applications that repair malformed structured-data files: encoding problems, broken quoting, truncated JSON, mismatched columns. One-time purchase, local-only processing, no subscription.

Structured-Data Repair
Encoding fixes, structural repair, Excel-compatible output, presets and profiles, unlimited file size. Live on the Microsoft Store.

Structured-Data Repair
Thirteen targeted repair passes for malformed JSON, light and dark themes, guided workflow for large files. Live on the Microsoft Store.
Smaller, more focused tools; still shipped, still live.
13 repositories, mostly MIT-licensed, spanning Go, Python, PHP, C++, Java, JavaScript, and PowerShell. Not screenshots of code - actual repositories, actual commit history, clone and read it.