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tomashrdlicka/harnessed-capital

https://github.com/tomashrdlicka/harnessed-capital · scanned 2026-06-16 02:57 UTC (2 months ago)

31 raw signals (0 security + 31 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months ago · v2 · 26 actionable findings from 1 signal source. 5 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 97.1/100 with 88.9% coverage. It contains 268 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 31 findings — concentrated in quality (15), software (12), security (2). Risk profile is low: 0 critical, 0 high, 7 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 23 of 26 actionable findings. 31 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.

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 Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in api.py:458
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
api.py:458 Cors wildcard
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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 15 placeholder/mock markers across 3 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 15 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 31 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 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: harvest.py:fetch_page, harvest.py:fetch 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.
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: thesys.py:load_state, langfuse_export.py:load_state, publish.py:load_state 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.
3 occurrences
repo-level (3 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 software Dead code conf 1.00 Possibly dead Python function: do_HEAD
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api.py:489
low System graph software Dead code conf 1.00 Possibly dead Python function: do_OPTIONS
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api.py:479
low System graph software Dead code conf 1.00 Possibly dead Python function: fake_get_market
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
daemon.py:578
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
harvest.py:400
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
world_events.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_page
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
harvest.py:285
low System graph software Dead code conf 1.00 Possibly dead Python function: ffn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
anneal.py:696
low System graph software Dead code conf 1.00 Possibly dead Python function: llm_forecast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api.py:308
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api.py:448
low System graph software Dead code conf 1.00 Possibly dead Python function: mfn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
anneal.py:699
low System graph software Dead code conf 1.00 Possibly dead Python function: no_regrid
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
anneal.py:635
low System graph software Dead code conf 1.00 Possibly dead Python function: stub_fetch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
daemon.py:451
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