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wpu-research/A.T.L.A.S

https://github.com/wpu-research/A.T.L.A.S · scanned 2026-06-16 01:00 UTC (2 months, 1 week ago)

58 raw signals (0 security + 58 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 54 actionable findings from 1 signal source. 4 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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Combined
97.1
/100
Security checks
97
0 findings
System graph
97
77.8% cov · 54 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 3 Medium 18 Low 30 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 54 Crowd 0 Layer: Software 21 Frontend 2 Security 6 Cicd 1 Quality 24
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Scan summary Repository scanned at 97.1/100 with 77.8% coverage. It contains 725 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 58 findings — concentrated in quality (28), software (21), security (6). Risk profile is high: 0 critical, 3 high, 18 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 51 of 54 actionable findings. 58 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 System graph quality Integrity conf 1.00 Blocking `time.sleep(...)` inside `async def _execute_tool` — main.py:868
Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thre…
main.py:868 Sync io in asyncPerformance
high System graph quality Integrity conf 1.00 Blocking `time.sleep(...)` inside `async def _receive_audio` — main.py:1014
Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thre…
main.py:1014 Sync io in asyncPerformance
high System graph security security conf 1.00 Insecure pattern 'exec_used' in actions/desktop.py:96
Found a known-risky pattern (exec_used). Review and replace if possible.
actions/desktop.py:96 Exec used
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 'direct_innerhtml_assignment' in web/avatar.html:528
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
web/avatar.html:528 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in actions/computer_settings.py:126
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
actions/computer_settings.py:126 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in actions/dev_agent.py:277
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
actions/dev_agent.py:277 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in actions/open_app.py:86
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
actions/open_app.py:86 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — actions/computer_settings.py:56
`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 — actions/desktop.py:180
`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 — actions/dev_agent.py:239
`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 — actions/game_updater.py:122
`subprocess.Popen(...)` 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 — actions/reminder.py:233
`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 — paper/tools/render/make_avatar_montage.py:38
`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 — paper/tools/render/render_video.py:102
`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 — paper/tools/render/run_eval.py:58
`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 — setup.py:5
`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 51 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 390 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 3 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: paper/tools/grid_train.py:forward, paper/tools/grid_train.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.
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: actions/computer_settings.py:computer_settings, actions/file_controller.py:file_controller, actions/desktop.py:desktop_control This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolid…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: agent/executor.py:get_base_dir, agent/error_handler.py:get_base_dir, agent/planner.py:get_base_dir, memory/memory_manager.py:get_base_dir This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene…
2 occurrences
repo-level (2 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: add_heading1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_docx.py:160
low System graph software Dead code conf 1.00 Possibly dead Python function: callback
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
main.py:900
low System graph software Dead code conf 1.00 Possibly dead Python function: cancel
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
agent/task_queue.py:100
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_check_align
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_layer_validation.py:525
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_layer1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_layer_validation.py:276
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_layer2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_layer_validation.py:410
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_prepare_mfa
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_layer_validation.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_report
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_layer_validation.py:562
low System graph software Dead code conf 1.00 Possibly dead Python function: collate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/grid_train.py:205
low System graph software Dead code conf 1.00 Possibly dead Python function: config_exists
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
memory/config_manager.py:17
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ui.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: forget
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
memory/memory_manager.py:204
low System graph software Dead code conf 1.00 Possibly dead Python function: g2p_en
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/layer23_bench.py:128
low System graph software Dead code conf 1.00 Possibly dead Python function: g2p_tr
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
paper/tools/layer23_bench.py:140
low System graph software Dead code conf 1.00 Possibly dead Python function: is_configured
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
memory/config_manager.py:49
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.
ui.py:195
low System graph software Dead code conf 1.00 Possibly dead Python function: pending_count
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
agent/task_queue.py:138
low System graph software Dead code conf 1.00 Possibly dead Python function: remember
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
memory/memory_manager.py:196
low System graph software Dead code conf 1.00 Possibly dead Python function: runner
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
main.py:1132
low System graph software Dead code conf 1.00 Possibly dead Python function: save_api_keys
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
memory/config_manager.py:20
low System graph software Dead code conf 1.00 Possibly dead Python function: volume_mute
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
actions/computer_settings.py:74
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — web/avatar_renderer.js:254
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Integrity conf 1.00 Stub function `log_message` (body is just `pass`/`return`) — ui.py:195
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: main.py (1144 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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