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takatronix/fluent_dojo

https://github.com/takatronix/fluent_dojo · scanned 2026-06-16 00:29 UTC (2 months, 2 weeks ago)

39 raw signals (0 security + 39 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 38 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
98.7
/100
Security checks
99
0 findings
System graph
99
66.7% cov · 38 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 0 Medium 3 Low 26 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 38 Crowd 0 Layer: Software 15 Frontend 1 Security 1 Cicd 1 Quality 20
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Scan summary Repository scanned at 98.7/100 with 66.7% coverage. It contains 795 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in quality (21), software (15), frontend (1). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 29 of 38 actionable findings. 39 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 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 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
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: fluent_dojo/export.py:forward, fluent_dojo/export.py:forward 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.
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: fluent_dojo/rewards.py:compute, fluent_dojo/rewards.py:compute, fluent_dojo/rewards.py:compute, fluent_dojo/rewards.py:compute This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolid…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_load_task_copy` in fluent_dojo/evaluate.py:75
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 quality Integrity conf 1.00 Old/deprecated-named symbol `_load_task_copy` in fluent_dojo/play.py:23
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 quality Integrity conf 1.00 Old/deprecated-named symbol `_load_task_copy` in fluent_dojo/snapshot.py:31
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 quality Integrity conf 1.00 Old/deprecated-named symbol `_load_task_copy` in tests/test_story.py:213
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in fluent_dojo/schema.py:377
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: api_export
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1427
low System graph software Dead code conf 1.00 Possibly dead Python function: api_play
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1374
low System graph software Dead code conf 1.00 Possibly dead Python function: api_play_stop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1423
low System graph software Dead code conf 1.00 Possibly dead Python function: api_runs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1359
low System graph software Dead code conf 1.00 Possibly dead Python function: big_w
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/mjx_env.py:652
low System graph software Dead code conf 1.00 Possibly dead Python function: big_x
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/mjx_env.py:660
low System graph software Dead code conf 1.00 Possibly dead Python function: big_y
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/mjx_env.py:668
low System graph software Dead code conf 1.00 Possibly dead Python function: big_z
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/mjx_env.py:676
low System graph software Dead code conf 1.00 Possibly dead Python function: deco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/observations.py:28
low System graph software Dead code conf 1.00 Possibly dead Python function: deco
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/rewards.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: download_export
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1482
low System graph software Dead code conf 1.00 Possibly dead Python function: healthz
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/serve.py:437
low System graph software Dead code conf 1.00 Possibly dead Python function: story_image
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/board.py:1516
low System graph software Dead code conf 1.00 Possibly dead Python function: tree_flatten
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/mjx_env.py:593
low System graph software Dead code conf 1.00 Possibly dead Python function: watch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
fluent_dojo/watch.py:104
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 Integrity conf 1.00 Stub function `close` (body is just `pass`/`return`) — fluent_dojo/env.py:403
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Complexity conf 1.00 Very large file: fluent_dojo/board.py (2873 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_board.py (2344 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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