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dknife/ARES2

https://github.com/dknife/ARES2 · scanned 2026-06-17 01:57 UTC (1 month, 1 week ago)

35 raw signals (0 security + 35 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +4.4 (diff) · 32 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
81.1
/100
Security checks
81
0 findings
System graph
81
55.6% cov · 32 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 10 Low 18 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 32 Crowd 0 Layer: Software 11 Frontend 2 Security 5 Quality 14
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Scan summary Repository scanned at 81.1/100 with 55.6% coverage. It contains 406 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 35 findings — concentrated in quality (17), software (11), security (5). Risk profile is low: 0 critical, 0 high, 10 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 28 of 32 actionable findings. 35 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 Agent instructions conf 1.00 Agent authority lacks a verifier contract: .github/copilot-instructions.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.github/copilot-instructions.md VerificationAgent instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci, operator-readme. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, operator-readme. 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 security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in Web/logger.js:20
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
Web/logger.js:20 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in Web/main.js:313
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
Web/main.js:313 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in Web/mobile-preview.js:100
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
Web/mobile-preview.js:100 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in Web/simulation.js:1752
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
Web/simulation.js:1752 Direct innerhtml assignment
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 quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 31 source file(s) (ratio 0.03). 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 107 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: Pico/main_backup_20260519.py:boot, Pico/main.py:boot 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 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: booting_msg
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/ssd1306.py:124
low System graph software Dead code conf 1.00 Possibly dead Python function: call_ai
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
AI/ai.py:91
low System graph software Dead code conf 1.00 Possibly dead Python function: check
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/leds.py:56
low System graph software Dead code conf 1.00 Possibly dead Python function: contrast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/ssd1306.py:90
low System graph software Dead code conf 1.00 Possibly dead Python function: invert
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/ssd1306.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: is_running
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/dcmotor.py:73
low System graph software Dead code conf 1.00 Possibly dead Python function: move_to
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/backup/lcd_i2c.py:93
low System graph software Dead code conf 1.00 Possibly dead Python function: play
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/buzzer.py:19
low System graph software Dead code conf 1.00 Possibly dead Python function: poweroff
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/ssd1306.py:81
low System graph software Dead code conf 1.00 Possibly dead Python function: poweron
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/ssd1306.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: print_pin_info
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Pico/pins.py:46
low System graph quality Docs conf 1.00 README lacks setup or run instructions
A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin.
ReadmeRepo hardeningGenerated repo pattern
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — Web/bluetooth.js:170
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — Web/simulation.js:87
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 Complexity conf 1.00 Very large file: Web/simulation.js (2383 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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