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mastodon/mastodon ↗ · 2f40549 · Aug 21, 2026, 10:32 PM
We found hard evidence. 1 thing needs your attention now.We found real evidence of problems. 1 thing needs your attention now.1 issue needs attention now.
Free scan · deterministic evidence onlyFree scan · found by automatic checks onlyFree scan · deterministic evidence only
These are facts from deterministic scanners, not opinion — 1 committed production secret. The full picture — architecture, AI-generated-code risk, privacy, and 11 more dimensions — needs Audit.
These are facts found by automatic checks, not opinions — 1 password or key found in code that ships to production. The full picture — how your code is built, AI-generated-code risk, privacy, and 11 more areas — needs Audit.
1 committed secret found. 11 more dimensions need Audit for the full picture.
500 of 9972 files scanned (5%) — this snapshot was truncated: this audit's size limit was reached, so some source was left unread.
What this meansWhat this means for youWhat this means
Two scanners read 500 of 9972 files, starting with the highest-priority ones: one for committed credentials, one for known vulnerabilities in your dependencies. They found 1 committed credential on production paths and 0 high or critical vulnerabilities in runtime dependencies. These two checks cover a narrow slice of what decides whether software is ready to ship. All 14 dimensions — architecture, privacy, reliability, AI-generated-code risk and the rest — are unexamined here. Deep Verification is the tier that issues a verdict. This scan does not.
Read it:
Secrets committed on production paths
secretGeneric hardcoded secretdb/seeds/04_admin.rb:12
passwo…min',
AI audit for mastodon/mastodon · all 14 dimensions · usually within 15 minutes*AI check for mastodon/mastodon · all 14 areas · usually within 15 minutes*AI audit · mastodon/mastodon · 14 dimensions · usually within 15 minutes*
14 things we haven't looked at yet14 things we haven't checked yet14 things unaudited
Security logic, privacy, reliability, AI-generated-code risk and 10 more — unaudited, not clean.Security logic, privacy, reliability, AI-generated-code risk and 10 more — not checked yet, which is different from safe.Security, privacy, reliability, AI-generated-code risk, 10 more: unaudited, not clean.
The free scan reasons across none of these. Absence of findings is reported as unaudited, not safe. Opus 4.8 reads the code semantically and scores every one — with evidence, business impact, and a fix per finding.
The free scan doesn't look at any of these. If nothing is flagged here, that means it wasn't checked — not that it's safe. Opus 4.8 (the AI model behind the audit) reads and understands your code and scores every one of these — with evidence, the real-world impact, and a fix for each finding.
The free scan doesn't reason across these — unaudited, not safe. Opus 4.8 scores each, with evidence, impact, and a fix.
SecurityPriority: Core
Privacy & CompliancePriority: Core
Reliability & ResiliencePriority: Core
Code Quality & ArchitecturePriority: Important
AI / Vibe Coding RiskPriority: Important
Performance & ScalabilityPriority: Important
Infrastructure & DevOpsPriority: Important
Data LayerPriority: Important
Business & Product RiskPriority: Supporting
Developer ExperiencePriority: Supporting
Accessibility & UXPriority: Supporting
ObservabilityPriority: Supporting
Maintainability ForecastPriority: Specialized
IP & Novelty ExposurePriority: Specialized
Modules run (2)
Hardcoded Secret ScanDependency Vulnerability Scan
Scanned 500 of 9972 files (highest-priority subset) · mastodon/mastodon
Dependency manifests: 2 package roots found, 2 scanned — package list truncated at the vulnerability-lookup limit. Ruby dependencies detected — dependency-CVE scanning does not cover it yet; CVEs there are UNVERIFIED, not absent.
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