Independent tools built for teachers, creators, engineers, and specialists.
No ads · No data resale · Privacy-first
No ad model. No vendor lock-in. Your data stays yours.
Free and MIT-licensed. The same guardrails we run in our own pipeline — VeriLink for agents, PipGuard for dependencies, Slopgate for commits. Opened up for anyone.
Pre-commit gate
Static analysis rules purpose-built to detect AI fingerprints in LLM-generated code: vague variable names, magic numbers, missing error handling, and debug artefacts that Copilot, Claude, and Cursor leave behind.
go install github.com/messagesgoel-blip/slopgate/cmd/slopgate@latestAgent trust
Request fingerprinting, behavioural attestation, and edge-policy enforcement for agentic AI systems. VeriLink scores agent traffic in real time and enforces allow/deny decisions before requests reach your application.
View on GitHubPython supply chain
Supply chain attacks on Python packages are rising. pipguard checks package metadata and known vulnerability sources before install so suspicious dependencies are easier to catch early.
pip install pipguard-cliNumeraCode is an independent software studio. We build focused tools for people doing real work — students, creators, engineers, and specialists — and we hold ourselves to a few hard rules about how those tools treat you.
No ads, no data resale, and any analytics we keep are anonymous and cookieless. Where AI helps, we constrain it with deterministic checks rather than handing it the keys. And the guardrails we rely on internally are open source, so you can read exactly how they work.
Your data isn't our product. No ad model, no data resale, no cross-site trackers.
Your accounts, your files, your machine. We route and assist; you stay in control.
We constrain AI instead of maximizing it — deterministic gates, agent attestation, focused tutors.
Core features stay free, and the tools we build on ourselves are open source.