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vzeman/tarmac

https://github.com/vzeman/tarmac · scanned 2026-06-16 00:53 UTC (2 months, 1 week ago)

50 raw signals (4 security + 46 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 41 actionable findings from 2 signal sources. 10 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
98.4
/100
Security checks
98
4 findings
System graph
98
77.8% cov · 37 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 1 Medium 17 Low 20 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 4 System graph 37 Crowd 0 Layer: Quality 25 Software 13 Frontend 1 Security 1 Cicd 1
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Scan summary Repository scanned at 98.4/100 with 77.8% coverage. It contains 845 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 46 findings — concentrated in quality (26), software (17), frontend (1). Risk profile is low: 0 critical, 0 high, 14 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 38 of 41 actionable findings. 51 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.

high Security checks quality Testing conf 0.78 Foundry mined test ci gap after feedback: vzeman/tarmac
Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: weak_supervision_needs_…
medium Security checks quality Practices conf 0.62 2 occurrences Foundry mined assumption checks: vzeman/tarmac
Comment chain pattern product: assumption_checks Repo: vzeman/tarmac Thread: vzeman/tarmac#2 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, link_qualit…
2 occurrences
repo-level (2 hits)
medium Security checks quality maintenance conf 0.70 Foundry mined blueprint gap alignment: vzeman/tarmac
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: …
medium Security checks quality Practices conf 0.70 Foundry mined unresolved feedback: vzeman/tarmac
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…
medium System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/smoke_assess.py:76
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/smoke_crackseg.py:21
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/smoke_gps_sources.py:145
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/smoke_visualize.py:118
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/datasets/codebrim.py:359
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/datasets/crackforest.py:147
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/inference/analyze.py:232
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/survey/stream.py:75
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/survey/telemetry.py:643
`subprocess.check_output(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/tarmac/train/domain_adapt.py:167
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
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
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 66 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 24 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 6 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: src/tarmac/cli.py:embed_defects, src/tarmac/cli.py:embed This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
6 occurrences
repo-level (6 hits)
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_save_best_copy` in src/tarmac/train/supcon.py:332
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: annotations_json_summary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/datasets/codebrim.py:382
low System graph software Dead code conf 1.00 Possibly dead Python function: collate_defect_embedding_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/defect/embeddings.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: collate_embedding_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/embedding/embedder.py:82
low System graph software Dead code conf 1.00 Possibly dead Python function: download_rscd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/datasets/rscd.py:27
low System graph software Dead code conf 1.00 Possibly dead Python function: download_rtk
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/datasets/rtk.py:86
low System graph software Dead code conf 1.00 Possibly dead Python function: embeddable_scatter_html
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/report/umap_html.py:139
low System graph software Dead code conf 1.00 Possibly dead Python function: fake_analyze_frames
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/smoke_gps_sources.py:213
low System graph software Dead code conf 1.00 Possibly dead Python function: fake_confirm_crack_for_image
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/smoke_gps_sources.py:229
low System graph software Dead code conf 1.00 Possibly dead Python function: fake_load_model_context
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/smoke_gps_sources.py:193
low System graph software Dead code conf 1.00 5 occurrences Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
5 files, 5 locations
src/tarmac/crack/model.py:17
src/tarmac/crack/seg_head.py:150
src/tarmac/defect/model.py:17
src/tarmac/train/domain_adapt.py:123
src/tarmac/train/supcon.py:105
low System graph software Dead code conf 1.00 Possibly dead Python function: labels_to_multihot
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/defect/embeddings.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: repair_priority_rules_table
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/inference/assess.py:459
low System graph software Dead code conf 1.00 Possibly dead Python function: resample_track
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/tarmac/survey/gps_sources.py:216
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
low System graph quality Complexity conf 1.00 Very large file: src/tarmac/survey/strip.py (1610 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/tarmac/survey/survey.py (1282 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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