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VPN-Subcription-Links/ClashX-V2Ray-TopFreeProxy

SlopCodeMonitor badge for VPN-Subcription-Links/ClashX-V2Ray-TopFreeProxy Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
8.4 Moderate pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for VPN-Subcription-Links/ClashX-V2Ray-TopFreeProxy. SynthScan examined 6,690 lines of code across 39 source files, recording 41 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 8.4 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

8.4
Adjusted Signal
8.4
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
6.7K
Lines of Code
39
Files
41
Pattern Hits
2026-10-31
Scan Date
0.03
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 30.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 28.8/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 29.1/100 · MEDIUM

Which changes need focused human review? 41 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 1MEDIUM 0LOW 40

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 41 distinct pattern matches across 3 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers37 hits · 46 pts
SeverityFileLineSnippetContext
LOW⚡combine/tests/test_combine.py20 def test_invalid_unicode_nodes_do_not_break_publication(self):CODE
LOW⚡combine/tests/test_combine.py27 def test_bad_sources_do_not_break_good_sources(self):CODE
LOW⚡combine/tests/test_combine.py32 def test_identity_preserves_distinct_credentials_and_stable_names(self):CODE
LOW⚡combine/tests/test_combine.py38 def test_readable_labels_are_bounded_and_disambiguated(self):CODE
LOW⚡combine/tests/test_combine.py46 def test_short_id_collision_is_resolved(self):CODE
LOW⚡combine/tests/test_combine.py54 def test_blacklist_and_empty_output(self):CODE
LOWcombine/tests/test_combine.py67 def test_invalid_ports_and_shapes(self):CODE
LOWcombine/tests/test_download.py23 def test_transient_http_error_recovers(self, get, sleep):CODE
LOW⚡combine/tests/test_download.py37 def test_timeouts_stop_after_three_attempts(self, get, sleep):CODE
LOW⚡combine/tests/test_download.py45 def test_permanent_http_error_does_not_retry(self, get):CODE
LOW⚡combine/tests/test_download.py53 def test_certificate_error_does_not_retry(self, get):CODE
LOW⚡combine/tests/test_download.py59 def test_streamed_size_limit_without_content_length(self, get):CODE
LOW⚡combine/tests/test_download.py68 def test_declared_oversized_response_is_not_read(self, get):CODE
LOWcombine/tests/test_download.py83 def test_diagnostics_reach_source_report_without_content(self, get):CODE
LOWcombine/tests/test_validation.py27 def test_clash_protocol_credentials_and_transport_shapes(self):CODE
LOWcombine/tests/test_validation.py65 def test_invalid_uri_payloads_ports_and_credentials_are_skipped(self):CODE
LOWcombine/tests/test_validation.py78 def test_relaxed_baseline_counts_previously_published_invalid_entries(self):CODE
LOWcombine/tests/test_validation.py87 def test_engine_rejection_timeout_and_missing_binary(self, execute, which):CODE
LOWcombine/tests/test_validation.py98 def test_failed_engine_preserves_outputs_timestamp_and_reports_failure(self):CODE
LOWcombine/tests/test_validation.py119 def test_checksum_mismatch_does_not_replace_executable(self, get, system, machine):CODE
LOW⚡combine/tests/test_sources.py34 def test_legacy_script_entry_point(self):CODE
LOW⚡combine/tests/test_sources.py41 def test_registry_rejects_duplicate_ids_and_invalid_urls(self):CODE
LOW⚡combine/tests/test_sources.py49 def test_dated_feed_skips_http_success_with_unusable_content(self):CODE
LOW⚡combine/tests/test_sources.py60 def test_fallback_to_last_valid_daily_feed(self):CODE
LOW⚡combine/tests/test_sources.py70 def test_generated_links_are_consistent_and_preserve_other_sections(self):CODE
LOW⚡combine/tests/test_sources.py80 def test_partial_failure_preserves_both_outputs_and_timestamp(self):CODE
LOWcombine/tests/test_sources.py92 def test_success_and_later_failure_keep_last_publication(self):CODE
LOWcombine/tests/test_sources.py102 def test_disabled_sources_are_not_generated_or_fetched(self):CODE
LOWcombine/tests/test_sources.py116 def test_mixed_provider_skips_only_disabled_format(self):CODE
LOWcombine/tests/test_sources.py135 def test_invalid_format_enabled_flag_is_rejected(self):CODE
LOWcombine/tests/test_sources.py142 def test_removed_links_are_archived_without_duplicates(self):CODE
LOWcombine/tests/test_sources.py160 def test_large_drop_keeps_both_outputs_and_can_be_overridden(self):CODE
LOWcombine/tests/test_sources.py182 def test_retention_guard_uses_published_files_after_failed_attempt(self):CODE
LOWcombine/tests/test_sources.py193 def test_exactly_half_the_published_count_is_allowed(self):CODE
LOWcombine/tests/test_sources.py205 def test_invalid_retained_ratio_is_rejected_before_fetching(self):CODE
LOWcombine/tests/test_sources.py210 def test_isolated_live_check_does_not_change_guides(self):CODE
LOWcombine/tests/test_publish.py12 def test_publication_races_and_conflicts(self):CODE
Cross-Language Confusion1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH⚡combine/tests/test_combine.py28 result = yaml.safe_load(merge_clash([None, '<html>error</html>', '[]', 'proxies: [null]', config()], TEMPLATE))CODE
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOWcombine/download.py19CODE
LOWcombine/sources.py19CODE
LOWcombine/tests/test_publish.py12CODE