SlopGradeby Maxor Global LLC
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Self-hostable · air-gapped · $0 per scanThe detection engine behind SlopGrade Firewall

Proof,
not guesses.
Follow the data.

Proof is the only security signal that survives $0, air-gap, and every re-run. Everything else guesses — regex from patterns, LLM reviewers from vibes (and they charge per PR and ship your code out). The Heisen engine proves each finding with deterministic dataflow taint analysis — running in your infra at $0 — and escalates only the genuinely ambiguous band to a 55M classifier we host. A block is a proven path from attacker input to a dangerous sink — never a pattern that happened to match.

5
languages
12
proven classes
100%
multi-run consistency
715 ms
per 100k LOC
What it is

A dataflow engine, not a pattern scanner.

The engine reads your code the way an interpreter would: it tracks every value from where it enters — a request parameter, a form field, a CLI argument — to where it lands: a shell, a query, a template, a deserializer. It raises a finding only when it can prove the path, and clears code only when it can prove the value is a constant. Everything it cannot prove escalates to our hosted 55M classifier — the deterministic tier itself runs in your infra at $0.

Detection scope

12 proven classes across 5 languages.

Every ✓ below is a live dataflow detector — a finding is a proven path from a request source to a dangerous sink. This is what the engine detects today.

Vulnerability class
Python
JS / TS
Go
Java
Ruby
SQL injectionCWE-89
Command injectionCWE-78
Cross-site scripting (XSS)CWE-79
Path traversalCWE-22
Open redirectCWE-601
SSRFCWE-918
Code injection / evalCWE-94
Insecure deserializationCWE-502
NoSQL injectionCWE-943
LDAP injectionCWE-90
XPath injectionCWE-643
Trust-boundary violationCWE-501

✓ = a live dataflow detector for that language. A blank cell is on the roadmap, not shipped — we never mark a class we can't prove.

How it works

Prove → escalate → decide. Only the ambiguous minority leaves.

01 · PROVE

Deterministic taint analysis

The engine interprets each file abstractly and tracks taint from every source to every sink. A proven path is a BLOCK (p = 0.94); a value proven constant is CLEAN (p = 0.02). $0, auditable, and identical on every run.

02 · ESCALATE

Only the ambiguous band

When a dangerous sink meets a request source but no path can be proven, that ambiguous minority escalates to a 55M classifier we host. Only those cases ever leave your infra — the deterministic majority is decided locally at $0.

03 · DECIDE

A verdict you can audit

The evidence carries the sink and the flow — never your source code. Run the deterministic engine self-hosted and air-gapped in your infra; only the ambiguous escalate band reaches our hosted 55M.

Why it wins

The axis the incumbents can't follow.

vs. regex scanners

pattern → noise

A regex fires on text that looks dangerous. The engine fires on data that provably flows to a sink — so a safe parameterized query with the same keywords stays clean.

vs. LLM reviewers

non-deterministic · per-call cost · egress

An LLM gives a different answer on re-run, costs money per PR, and ships your code to a third party. The deterministic engine is 100% consistent, $0, and self-hostable — only the genuinely ambiguous minority reaches our hosted classifier.

vs. cloud SaaS

your code leaves your infra

Every cloud scanner copies your repo out. The engine runs entirely in your runner or on-prem — air-gap proven — for the regulated code (FedRAMP, HIPAA, ITAR) that gets no cloud AI tool today.

Measured, not asserted

Every number here comes from a run.

0 wrongon 561 OWASP Benchmark cases the engine decided (Python)
100%identical verdict across 3 runs × 1,034 cases
715 msper 100,000 lines of code · 0 model calls
x86 + ARMdeterministic engine runs air-gapped on both

Every figure is the deterministic tier on public benchmarks (OWASP + a 1,034-case corpus); held-out precision is lower and never hidden — see the roadmap.

Roadmap

The maximum scope we're building toward.

What ships next — labeled honestly, because we never advertise a detector we can't prove today.

Cross-file dataflowInter-procedural taint across modules — the single biggest recall lever (today the engine is single-file by design).
More languages.NET, PHP and C / C++ dataflow engines — the same abstract-interpretation core, one per language.
More classesXXE, weak crypto, hardcoded secrets and CORS — proven by dataflow, growing toward the full firewall catalog.
Frontier-trained classifierA larger CWE-labeled corpus lifts recall on the escalate band — without ever loosening a deterministic layer.

Precision is never traded for recall. Recall comes from adding proven layers, never from loosening one.

Questions

Straight answers.

Is it really $0?

Yes. The engine runs on your own runner — public repos are free via keyless OIDC — or self-hosted on-prem, with no per-scan cost and no model call on the blocking path. Private repos are gated through the hosted SlopGrade Firewall.

Does my code leave my infrastructure?

Never, on the deterministic tier — which decides the majority. It runs entirely in your runner or on-prem, air-gapped (proven x86 + ARM); only a verdict leaves. The genuinely ambiguous minority escalates to our hosted 55M classifier — turn escalation off for a fully air-gapped, deterministic-only deployment where that band goes to human review instead.

How is this different from Snyk, Semgrep or CodeQL?

They pattern-match and can give a different answer on re-run. The engine proves each finding by dataflow: 100% consistent, $0 at the margin, and self-hostable air-gapped. It only blocks a proven path and only clears a proven constant — so alert fatigue and false greens never creep in.

What about classes or cross-file cases it doesn't prove yet?

The hosted SlopGrade Firewall flags a broader 124-class catalog with server-side cross-file analysis. The engine is the subset it can prove by deterministic single-file dataflow — the part that runs air-gapped at $0. We never mark a class we can't prove; the roadmap grows the proven set toward the full catalog.

Put proof in your pipeline.

Run the engine on every PR — deterministic, $0, self-hostable and air-gappable.

Air-gapped or regulated? Talk to us about the self-hosted engine →