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toffu-ai/blog-posts

https://github.com/toffu-ai/blog-posts · scanned 2026-06-16 00:39 UTC (2 months, 1 week ago)

9 raw signals (6 security + 3 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 8 actionable findings from 2 signal sources. 17 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 95.6/100 with 44.4% coverage. It contains 100 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 3 findings — concentrated in frontend (1), cicd (1), quality (1). Risk profile is low: 0 critical, 0 high, 1 medium. Recommended next step: open the frontend layer findings first — that's where the highest-impact wins live.

Showing 7 of 8 actionable findings. 25 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

critical Security checks quality Practices conf 0.82 3 occurrences Foundry mined mock as real or placeholder: toffu-ai/blog-posts
Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real Query id: mock_as_real_or_placeholder Query type: motif_query Intent: Hard negatives for fake completeness and missing real data paths. Motif: mock_as_real_or_placeholder Training usage: hard_negative Graph gol…
3 occurrences
repo-level (3 hits)
high Security checks quality Practices conf 0.84 4 occurrences Foundry mined bad chains: toffu-ai/blog-posts
Comment chain pattern product: bad_chains Repo: toffu-ai/blog-posts Thread: toffu-ai/blog-posts#15 Outcome: self_attested_unverified Thread label: thread_has_human_issue_and_fix_context Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts, link_qua…
4 occurrences
repo-level (4 hits)
medium Security checks quality Practices conf 0.62 10 occurrences Foundry mined assumption checks: toffu-ai/blog-posts
Comment chain pattern product: assumption_checks Repo: toffu-ai/blog-posts Thread: toffu-ai/blog-posts#9 Outcome: claimed_resolved_unverified Thread label: thread_has_human_issue_and_fix_context Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts,…
10 occurrences
repo-level (10 hits)
medium Security checks quality maintenance conf 0.70 2 occurrences Foundry mined blueprint gap alignment: toffu-ai/blog-posts
Graph query export: Human feedback aligned with blueprint or architecture gaps Query id: blueprint_gap_alignment Query type: motif_query Intent: Curriculum-gap examples connecting issue threads to helicopter-view gaps. Motif: blueprint_gap_alignment Training usage: curriculum_gap Graph gold label: …
2 occurrences
repo-level (2 hits)
medium Security checks quality Practices conf 0.70 3 occurrences Foundry mined unresolved feedback: toffu-ai/blog-posts
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: need…
3 occurrences
repo-level (3 hits)
medium System graph cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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