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vasiliy-mikhailov/great-java-review

https://github.com/vasiliy-mikhailov/great-java-review · scanned 2026-06-16 00:49 UTC (2 months, 1 week ago)

111 raw signals (0 security + 111 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 88 actionable findings from 1 signal source. 23 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
64.6
/100
Security checks
65
0 findings
System graph
65
88.9% cov · 88 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 52 Low 31 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 88 Crowd 0 Layer: Software 15 Hardware 3 Frontend 1 Security 43 Cicd 1 Quality 25
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 64.6/100 with 88.9% coverage. It contains 1515 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 111 findings — concentrated in security (43), quality (43), software (20). Risk profile is high: 0 critical, 2 high, 52 medium. Recommended next step: open the security layer findings first — that's where the highest-impact wins live.

Showing 85 of 88 actionable findings. 111 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 'exec_used' in results/claude_judge/task5_883.json:5
Found a known-risky pattern (exec_used). Review and replace if possible.
results/claude_judge/task5_883.json:5 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in results/traces_v8_elite/apache__accumulo-fluo__1018__orch.json:88
Found a known-risky pattern (exec_used). Review and replace if possible.
results/traces_v8_elite/apache__accumulo-fluo__1018__orch.json:88 Exec used
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, tests. 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, 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 hardware Security conf 1.00 Dockerfile runs as root: docker/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/_archive/traces_v8_elite.partial_20260613_full/hibernate__hibernate-orm__11844__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/_archive/traces_v8_elite.partial_20260613_full/hibernate__hibernate-orm__11844__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/_archive/traces_v8_elite.partial_20260613_full/hibernate__hibernate-orm__11945__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/_archive/traces_v8_elite.partial_20260613_full/hibernate__hibernate-orm__11945__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/cand5_25868.json:3
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/cand5_25868.json:3 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/cand6_25868.json:3
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/cand6_25868.json:3 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/cand7_25868.json:3
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/cand7_25868.json:3 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/cand_25868.json:3
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/cand_25868.json:3 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/task5_25868.json:5
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/task5_25868.json:5 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/task5_801.json:5
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/task5_801.json:5 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/task_25868.json:5
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/task_25868.json:5 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/verdict5_25868.json:19
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/verdict5_25868.json:19 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/verdict6_25868.json:7
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/verdict6_25868.json:7 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/verdict7_25868.json:13
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/verdict7_25868.json:13 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/claude_judge/verdict_25868.json:4
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/claude_judge/verdict_25868.json:4 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/frozen_pick/shard_2.json:15
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/frozen_pick/shard_2.json:15 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/gold_pick/shard_3.json:23
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/gold_pick/shard_3.json:23 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v2.json:1449
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v2.json:1449 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v3.json:1372
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v3.json:1372 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v4.json:1151
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v4.json:1151 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v5.json:263
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v5.json:263 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v6.json:287
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v6.json:287 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/threeway_v7.json:443
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/threeway_v7.json:443 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v4/apache__pulsar__25868__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v4/apache__pulsar__25868__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v4/wildfly__wildfly-core__6304__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v4/wildfly__wildfly-core__6304__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v5/apache__pulsar__25868__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v5/apache__pulsar__25868__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v5/SaptarshiSarkar12__Drifty__801__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v5/SaptarshiSarkar12__Drifty__801__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v5/wildfly__wildfly-core__6304__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v5/wildfly__wildfly-core__6304__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v6/apache__pulsar__25868__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v6/apache__pulsar__25868__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v6/SaptarshiSarkar12__Drifty__801__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v6/SaptarshiSarkar12__Drifty__801__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v6/wildfly__wildfly-core__6304__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v6/wildfly__wildfly-core__6304__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v7/apache__pulsar__25868__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v7/apache__pulsar__25868__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v7/SaptarshiSarkar12__Drifty__801__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v7/SaptarshiSarkar12__Drifty__801__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v7/wildfly__wildfly-core__6304__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v7/wildfly__wildfly-core__6304__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8/SaptarshiSarkar12__Drifty__801__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8/SaptarshiSarkar12__Drifty__801__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/apache__pulsar__23785__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/apache__pulsar__23785__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/apache__pulsar__25915__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/apache__pulsar__25915__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/hibernate__hibernate-orm__11844__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/hibernate__hibernate-orm__11844__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/hibernate__hibernate-orm__11885__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/hibernate__hibernate-orm__11885__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/hibernate__hibernate-orm__11945__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/hibernate__hibernate-orm__11945__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v8_elite/hibernate__hibernate-orm__11991__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v8_elite/hibernate__hibernate-orm__11991__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v9_elite/hibernate__hibernate-orm__11945__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v9_elite/hibernate__hibernate-orm__11945__orch.json:88 Weak hash
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in results/traces_v9_smoke/hibernate__hibernate-orm__11844__orch.json:88
Found a known-risky pattern (weak_hash). Review and replace if possible.
results/traces_v9_smoke/hibernate__hibernate-orm__11844__orch.json:88 Weak hash
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — src/current_version/repo.py:35
`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 — src/current_version/suspicion_group.py:41
`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 — src/enrich_bundles_fulldiff.py:33
`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 — src/gh_client.py:26
`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 — src/version_1/repo.py:35
`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 — src/version_1/suspicion_group.py:41
`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 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
1 test file(s) for 56 source file(s) (ratio 0.02). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 15 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `GH_BIN`, `HOST_WORKDIR`, `OH_DEBUG`, `OH_PERSIST`, `OH_STREAM`, `PROFILE_LOG`, `REASONING_LOG`, `SANDBOX_NETWORK` + 7 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 167 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 hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
docker/Dockerfile:4 containersPinned dependencies
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: src/crawl.py:is_substantive_unit, src/crawl.py:is_substantive 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.
16 occurrences
repo-level (16 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: src/current_version/suspicion.py:declared_resources, src/current_version/suspicion.py:declared_resources, src/version_1/suspicion.py:declared_resources, src/version_1/suspicion.py:declared_resources This is *the* AI-coder failure mode (4× more duplic…
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in src/current_version/harness.py:195
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 src/current_version/path_norm.py:47
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 src/current_version/suspicion.py:308
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 src/version_1/harness.py:195
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 src/version_1/path_norm.py:47
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 src/version_1/suspicion.py:281
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: call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/current_version/path_norm.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: code_explorer_factory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/current_version/harness.py:242
low System graph software Dead code conf 1.00 Possibly dead Python function: create_sub_visualizer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/current_version/harness.py:146
low System graph software Dead code conf 1.00 6 occurrences Possibly dead Python function: declared_resources
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
6 files, 6 locations
src/current_version/pr_diff_tool.py:186
src/current_version/search_tool.py:125
src/current_version/suspicion.py:130
src/version_1/pr_diff_tool.py:186
src/version_1/search_tool.py:125
src/version_1/suspicion.py:123
low System graph software Dead code conf 1.00 Possibly dead Python function: ev_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/autoresearch.py:242
low System graph software Dead code conf 1.00 Possibly dead Python function: evaluate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/gepa_run.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: evaluate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/autoresearch.py:140
low System graph software Dead code conf 1.00 Possibly dead Python function: investigator_factory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/current_version/harness.py:247
low System graph software Dead code conf 1.00 Possibly dead Python function: make_reflective_dataset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/gepa_run.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: make_reflective_dataset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/autoresearch.py:168
low System graph software Dead code conf 1.00 Possibly dead Python function: one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/compare.py:35
low System graph software Dead code conf 1.00 Possibly dead Python function: one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/compare_hc.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: rate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/gh_client.py:151
low System graph software Dead code conf 1.00 Possibly dead Python function: run_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/gepa_run.py:114
low System graph software Dead code conf 1.00 Possibly dead Python function: run_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/autoresearch.py:144
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 `on_event` (body is just `pass`/`return`) — src/current_version/harness.py:143
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `on_event` (body is just `pass`/`return`) — src/version_1/harness.py:143
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
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