MMP Software

Software we’re building, in the open about status.

Examples of what our software does — and exactly where each one stands.

Live

Site Auditor

Crawl your whole site — get plain-language problems

Site Auditor checks SEO, accessibility, security headers, performance and broken links. Free homepage check available now.

  • Meta tags, canonicals, structured data (JSON-LD)
  • Heading hierarchy, image alt text, color contrast
  • CSP, HSTS, Referrer-Policy, Permissions-Policy
  • Core Web Vitals signals, render-blocking resources
  • 404s, redirect chains, orphan pages

How it works

  1. Enter URLWe crawl up to 500 pages from your sitemap.
  2. Automated checks200+ rules across SEO, a11y, security, performance.
  3. Plain-language reportEach finding: what failed, why it matters, how to fix.
  4. Prioritized fix planRanked by impact and effort. You approve the order.

Live

Universal Translator

114 languages, every request scanned and verified

51 human languages, 63 computer languages. 3,213+ translation pairs. Local-first engine — runs on your infrastructure, not a third-party cloud.

  • 51 human languages — English, Chinese, Spanish, Hindi, Arabic, French, German, Japanese, Russian and 42 more
  • 63 computer languages — Python, JS/TS, Rust, Go, C/C++, Java, SQL, YAML, Terraform, Dockerfile and 53 more
  • Auto language detection — a wrong source selection is detected and corrected on its own
  • Roundtrip verification — every translation is back-translated and scored before it is returned
  • Chunked long-form handling — documents longer than one prompt are split and reassembled
  • Self-improving — approved corrections become few-shot examples for that language pair

Security built in

  • Sentinel input scan — every request is checked against the shared 205-rule threat library (OWASP Top 10:2025 + threat-content indicators) before the model sees it
  • Inputs are data — text is only ever concatenated into a prompt and JSON-encoded; the codebase contains no eval, exec, compile or subprocess, and user text never reaches a shell
  • Report-only — the scan returns findings, never blocks, never executes; the human decides
  • Loopback-only engine — the model binds to 127.0.0.1; nothing leaves your machine unless you configure it to
  • Hard limits — 10,000 characters per request, typed request schemas, CORS restricted to the service origin

API surface

  • GET /api/v1/languages — the full language registry
  • POST /api/v1/translate — translate with auto-detection, chunking and roundtrip verification
  • POST /api/v1/security/scan-input — report-only threat scan of any text
  • POST /api/v1/feedback — rate a translation; approved corrections train future prompts
  • GET /api/v1/health — engine status

Engine

  • Model: Qwen3 8B served by a local Ollama runtime on 127.0.0.1
  • Chain-of-thought disabled for translation — lower latency
  • Model kept warm between requests — no cold reload per call
  • Deployment: your infrastructure; no third-party cloud

Live · v1.0

OWASP Top 10 Code Scanner

40+ checks across all ten OWASP Top 10:2025 categories

Reads code and configuration only. Produces HTML and JSON reports plus a design-review checklist.

  • A01: Broken Access Control — 5 checks
  • A02: Cryptographic Failures — 4 checks
  • A03: Injection — 7 checks
  • A04: Insecure Design — 3 checks
  • A05: Security Misconfiguration — 5 checks
  • A06: Vulnerable & Outdated Components — 4 checks
  • A07: Identification & Authentication Failures — 4 checks
  • A08: Software & Data Integrity Failures — 3 checks
  • A09: Security Logging & Monitoring Failures — 3 checks
  • A10: Server-Side Request Forgery — 2 checks

Output artifacts

  • HTML report with severity, location, remediation
  • JSON report for CI/CD integration
  • Design-review checklist for architects

Scanner runs read-only. No code is modified or sent externally.

Live

Sentinel

Full defensive monitoring — hourly

Baseline integrity, Sigma rules, deep memory scan, MBR/ETW audit, foreign-install detection. Runs on your machine, reports to you.

  • Baseline hash integrity (files, registry, tasks, services)
  • Sigma rule matching (200+ rules, MITRE ATT&CK tagged)
  • Deep memory scan (RWX, shellcode, injection patterns)
  • MBR/partition table integrity
  • ETW trace analysis (process tree, network, file ops)
  • Foreign-install detection (new programs, scheduled tasks, services)

Zero resident footprint

Sentinel loads, scans, reports and unloads. Elastic on-demand only — no background process holding RAM. Runs as a short‑lived process, uses minimal CPU and memory during scans, and reports findings via an encrypted channel to your dashboard.

In development

Supply-Chain Scanner

OWASP A03 coverage — SBOM, vulnerabilities, pipelines, AI agents

Generates a Software Bill of Materials, finds vulnerable/unpinned/tampered components, risky CI/CD pipelines and AI-agent instruction files, then produces a fix plan you approve.

  • SBOM generation (CycloneDX, SPDX)
  • Vulnerable dependency detection (OSV, GitHub Advisory)
  • Unpinned / floating version detection
  • Tamper detection (hash mismatch, supply-chain compromise)
  • Pipeline risk analysis (GitHub Actions, GitLab CI, Azure Pipelines)
  • AI-agent instruction file scanning (system prompts, tool definitions)
In development

Fix plan you approve

Every finding includes: current version, fixed version, breaking-change risk, test coverage needed, estimated effort. You review and approve the order before any change is made.

Consult-first

Website Rebuilder

Internal tool — advertised as a design service

The Website Rebuilder is an internal tool we use to audit, rebuild and deploy client sites with AI behavioral training built in. It is not a self-serve product.

  • Full site audit (SEO, a11y, security, performance)
  • AI behavioral training spec per page/component
  • Rebuilt with unified design system (Geist + Instrument Serif)
  • Lattice hero background on every page
  • Verification receipt on deploy

How to engage

Start with your business. We'll assess your current site, produce a Presence MRI, and propose a rebuild scope with acceptance criteria. Nothing is built before the blueprint is signed.

Want to use our software?

Live tools are free to try. In-development tools get early-access for clients.

Start with your business