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shallow777/ConnectX

https://github.com/shallow777/ConnectX · scanned 2026-06-16 00:08 UTC (2 months, 2 weeks ago)

56 raw signals (0 security + 56 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 37 actionable findings from 1 signal source. 19 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
97.6
/100
Security checks
98
0 findings
System graph
98
66.7% cov · 37 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 2 Medium 2 Low 31 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 37 Crowd 0 Layer: Software 21 Frontend 1 Security 3 Cicd 1 Quality 11
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Scan summary Repository scanned at 97.6/100 with 66.7% coverage. It contains 758 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 56 findings — concentrated in quality (28), software (23), security (3). Risk profile is high: 0 critical, 2 high, 2 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 35 of 37 actionable findings. 56 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 security security conf 1.00 Insecure pattern 'eval_used' in submission/submission_q_learning.py:20
Found a known-risky pattern (eval_used). Review and replace if possible.
submission/submission_q_learning.py:20 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in connectx/submission/make_submission.py:535
Found a known-risky pattern (exec_used). Review and replace if possible.
connectx/submission/make_submission.py:535 Exec used
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 Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 53 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 Tests conf 1.00 Low test-to-source ratio
7 tests / 55 src (ratio 0.13).
low System graph quality Integrity conf 1.00 17 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/validate_solver_v2.py:passed, scripts/validate_hybrid.py:passed 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.
17 occurrences
repo-level (17 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: scripts/validate_solver_v2.py:load_agent, scripts/validate_hybrid.py:load_agent, scripts/validate_cached.py:load_module This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or …
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: connectx/agents/q_learning.py:agent_fn, connectx/agents/q_learning.py:agent, connectx/agents/dqn.py:agent_fn, connectx/agents/dqn.py:agent This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygien…
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 `submission_alphazero_solver_gen8_v2` in connectx/submission/make_solver_submission_v2.py:1
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 `submission_alphazero_solver_gen8_v2` in scripts/validate_solver_v2.py:2
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: action_masks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/ppo_selfplay.py:171
low System graph software Dead code conf 1.00 Possibly dead Python function: action_masks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/envs/connectx_env.py:272
low System graph software Dead code conf 1.00 Possibly dead Python function: best_checkpoint_from_run
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/training/train_alphazero.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: center_opponent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/ppo_selfplay.py:26
low System graph software Dead code conf 1.00 Possibly dead Python function: clear_table
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/solver/bitboard.py:119
low System graph software Dead code conf 1.00 Possibly dead Python function: counting_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/validate_cached.py:114
low System graph software Dead code conf 1.00 3 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.
3 files, 3 locations
connectx/agents/alphazero/network.py:76
connectx/agents/dqn.py:44
scripts/validate_submission.py:218
low System graph software Dead code conf 1.00 Possibly dead Python function: kaggle_observation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/envs/connectx_env.py:297
low System graph software Dead code conf 1.00 Possibly dead Python function: legal_from_obs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/utils.py:40
low System graph software Dead code conf 1.00 Possibly dead Python function: logits_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/ppo_selfplay.py:249
low System graph software Dead code conf 1.00 Possibly dead Python function: puct_score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/alphazero/mcts.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: random_opponent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/ppo_selfplay.py:31
low System graph software Dead code conf 1.00 Possibly dead Python function: sample_masked_action
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/agents/utils.py:71
low System graph software Dead code conf 1.00 Possibly dead Python function: sample_selfplay_positions
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/solver/bitboard.py:288
low System graph software Dead code conf 1.00 Possibly dead Python function: set_state
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/envs/connectx_env.py:287
low System graph software Dead code conf 1.00 Possibly dead Python function: solve_timed
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/solver/bitboard.py:150
low System graph software Dead code conf 1.00 Possibly dead Python function: state_to_board
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/solver/bitboard.py:64
low System graph software Dead code conf 1.00 Possibly dead Python function: total_score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/evaluation/arena.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/validate_submission.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
connectx/evaluation/kaggle_eval.py:28
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped_expand
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/diagnose_solver.py:99
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
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