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Repository Analysis

MadsLorentzen/ai-job-search

The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it.

23.4 Moderate AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of MadsLorentzen/ai-job-search, a Python project with 37,799 GitHub stars. SynthScan v2.0 examined 25,758 lines of code across 180 source files, recording 473 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 23.4 places this repository in the Moderate AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

23.4
Adjusted Score
23.4
Raw Score
100%
Time Factor
2026-08-27
Last Push
37.8K
Stars
Python
Language
25.8K
Lines of Code
180
Files
473
Pattern Hits
2026-08-29
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 2MEDIUM 17LOW 454

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 473 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers255 hits · 284 pts
SeverityFileLineSnippetContext
LOWsalary_lookup.py54def collect_validation_issues(data):CODE
LOWtools/check_upstream_updates.py47def get_framework_version_from_text(text: str) -> str | None:CODE
LOW⚡tests/test_apply_records_application.py154 def test_matched_row_is_never_moved_backwards(self):CODE
LOW⚡tests/test_apply_records_application.py162 def test_redraft_marker_is_undated(self):CODE
LOW⚡tests/test_apply_records_application.py171 def test_seen_jobs_is_left_alone(self):CODE
LOW⚡tests/test_apply_records_application.py178 def test_skill_defers_to_apply_rather_than_restating(self):CODE
LOW⚡tests/test_apply_records_application.py307 def test_posting_is_archived_where_every_reader_looks(self):CODE
LOW⚡tests/test_apply_records_application.py441 def test_the_rule_has_one_home_and_every_deriver_cites_it(self):CODE
LOWtests/test_apply_records_application.py59 def test_step_writes_a_drafted_row_with_both_document_paths(self):CODE
LOWtests/test_apply_records_application.py71 def test_tracker_header_matches_outcome(self):CODE
LOWtests/test_apply_records_application.py104 def test_tracker_header_ends_with_deadline(self):CODE
LOWtests/test_apply_records_application.py114 def test_migration_appends_the_headers_own_last_column(self):CODE
LOWtests/test_apply_records_application.py139 def test_step_runs_before_the_optional_offer_that_ends_the_turn(self):CODE
LOWtests/test_apply_records_application.py233 def test_every_reader_handles_drafted(self):CODE
LOWtests/test_apply_records_application.py381 def test_deadline_survives_every_write(self):CODE
LOWtests/test_apply_records_application.py467 def test_documented_rule_yields_a_single_path_component(self):CODE
LOW⚡tests/test_salary_lookup.py28 def test_zero_count_is_displayed_as_zero(self):CODE
LOW⚡tests/test_salary_lookup.py99 def test_exact_match_case_insensitive(self):CODE
LOW⚡tests/test_salary_lookup.py102 def test_exact_match_after_suffix_stripping(self):CODE
LOW⚡tests/test_salary_lookup.py105 def test_exact_match_after_dotted_amba_suffix_stripping(self):CODE
LOW⚡tests/test_salary_lookup.py113 def test_query_contained_in_entry_gives_high_score(self):CODE
LOW⚡tests/test_salary_lookup.py117 def test_entry_contained_in_query_gives_high_score(self):CODE
LOW⚡tests/test_salary_lookup.py123 def test_short_query_no_word_overlap_returns_zero(self):CODE
LOW⚡tests/test_salary_lookup.py127 def test_short_query_with_word_overlap_scores(self):CODE
LOW⚡tests/test_salary_lookup.py133 def test_oe_variant_matches_o_with_slash(self):CODE
LOW⚡tests/test_salary_lookup.py137 def test_aa_variant_matches_aa(self):CODE
LOW⚡tests/test_salary_lookup.py140 def test_danish_characters_roundtrip(self):CODE
LOW⚡tests/test_salary_lookup.py146 def test_completely_unrelated_names_return_zero(self):CODE
LOW⚡tests/test_salary_lookup.py149 def test_empty_query_returns_zero(self):CODE
LOW⚡tests/test_salary_lookup.py152 def test_empty_entry_returns_zero(self):CODE
LOW⚡tests/test_salary_lookup.py194 def test_valid_minimal_data_is_returned(self):CODE
LOW⚡tests/test_salary_lookup.py199 def test_top_level_value_must_be_object(self):CODE
LOW⚡tests/test_salary_lookup.py202 def test_companies_must_be_list(self):CODE
LOW⚡tests/test_salary_lookup.py205 def test_metadata_must_be_object_when_provided(self):CODE
LOW⚡tests/test_salary_lookup.py211 def test_load_data_reports_json_parse_errors_without_traceback(self):CODE
LOW⚡tests/test_salary_lookup.py230 def test_company_entry_must_be_object(self):CODE
LOW⚡tests/test_salary_lookup.py233 def test_company_name_is_required(self):CODE
LOW⚡tests/test_salary_lookup.py236 def test_company_name_must_not_be_blank(self):CODE
LOW⚡tests/test_salary_lookup.py239 def test_city_must_be_string_when_provided(self):CODE
LOW⚡tests/test_salary_lookup.py245 def test_categories_must_be_object_when_provided(self):CODE
LOW⚡tests/test_salary_lookup.py255 def test_malformed_category_value_rejected(self):CODE
LOW⚡tests/test_salary_lookup.py259 def test_non_numeric_count_rejected(self):CODE
LOW⚡tests/test_salary_lookup.py267 def test_duplicate_company_name_is_warning(self):CODE
LOW⚡tests/test_salary_lookup.py335 def test_normalize_strips_suffix_and_noise(self):CODE
LOW⚡tests/test_salary_lookup.py341 def test_normalize_strips_dotted_amba_suffix_same_as_undotted(self):CODE
LOW⚡tests/test_salary_lookup.py349 def test_anglicize_replaces_danish_chars(self):CODE
LOW⚡tests/test_salary_lookup.py395 def test_search_with_city_filter(self):CODE
LOW⚡tests/test_salary_lookup.py405 def test_exact_name_returns_match(self):CODE
LOW⚡tests/test_salary_lookup.py411 def test_no_match_returns_empty_list(self):CODE
LOW⚡tests/test_salary_lookup.py416 def test_multiple_candidates_all_returned(self):CODE
LOW⚡tests/test_salary_lookup.py430 def test_matching_city_is_included(self):CODE
LOW⚡tests/test_salary_lookup.py439 def test_non_matching_city_is_excluded(self):CODE
LOW⚡tests/test_salary_lookup.py444 def test_no_city_filter_returns_all_cities(self):CODE
LOW⚡tests/test_salary_lookup.py452 def test_city_filter_case_insensitive(self):CODE
LOW⚡tests/test_salary_lookup.py457 def test_anglicized_city_matches_danish_city(self):CODE
LOW⚡tests/test_salary_lookup.py464 def test_low_score_matches_excluded(self):CODE
LOW⚡tests/test_salary_lookup.py469 def test_results_sorted_by_relevance_descending(self):CODE
LOWtests/test_salary_lookup.py44 def test_text_index_does_not_crash(self):CODE
LOWtests/test_salary_lookup.py60 def test_format_entry_with_zero_baseline(self):CODE
LOWtests/test_salary_lookup.py75 def test_format_entry_with_custom_baseline(self):CODE
195 more matches not shown…
Structural Annotation Overuse130 hits · 190 pts
SeverityFileLineSnippetContext
LOW⚡tests/test_apply_records_application.py202 (HTML_REPORT, "## Step 2: Compute Summary Stats",CODE
LOW⚡tests/test_apply_records_application.py207 (OUTCOME, "## Step 4: Update the Tracker",CODE
LOW⚡tests/test_apply_records_application.py293 (SKILL, "### Step 1: Research & Evaluate Fit",CODE
LOW⚡tests/test_apply_records_application.py301 (OUTCOME, "## Step 3: Archive the Application Materials",CODE
LOW⚡tests/test_apply_records_application.py325 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py328 (APPLY, "## Step 0: Parse Input", "application deadline",CODE
LOW⚡tests/test_apply_records_application.py337 (OUTCOME, "## Step 1: Load State and Identify the Application", "Deadline urgency",CODE
LOW⚡tests/test_apply_records_application.py340 (OUTCOME, "## Step 1: Load State and Identify the Application", "never chased",CODE
LOW⚡tests/test_apply_records_application.py342 (OUTCOME, "## Step 4: Update the Tracker", "preserve every other field of the row",CODE
LOW⚡tests/test_apply_records_application.py361 (OUTCOME, "## Step 1: Load State and Identify the Application", "no data row is touched",CODE
LOW⚡tests/test_apply_records_application.py367 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py370 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py409 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py418 (SKILL, "### Step 2: Tailor CV",CODE
LOW⚡tests/test_apply_records_application.py422 (GMAIL_SYNC, "## Step 2: Load State",CODE
LOW⚡tests/test_apply_records_application.py426 (INTERVIEW, "## Step 1: Load the Application Context",CODE
LOW⚡tests/test_apply_records_application.py432 (NOTION_SYNC, "## Step 5: Write the Detail Page",CODE
LOWtests/test_apply_records_application.py126 outcome_step_1 = section(OUTCOME, "## Step 1: Load State and Identify the Application")CODE
LOWtests/test_apply_records_application.py218 (GMAIL_SYNC, "## Step 9: Staleness Check", "Skip `drafted` rows here",CODE
LOWtests/test_apply_records_application.py257 (APPLY, "## Step 0: Parse Input",CODE
LOWtests/test_apply_records_application.py273 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_onboarding_privacy.py70 writes_at = text.index("## Step 3: Generate Profile Files")CODE
LOW⚡tests/test_tracker_status_vocab.py170 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py196 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py216 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py228 step2_text = section(GMAIL_SYNC, "## Step 2: Load State")CODE
LOW⚡tests/test_tracker_status_vocab.py248 step4_text = section(NOTION_SYNC, "## Step 4: Upsert Database Rows")CODE
LOW⚡tests/test_tracker_status_vocab.py263 step3_text = section(NOTION_SYNC, "## Step 3: Load Sync State and Locate the Database")CODE
LOW⚡tests/test_tracker_status_vocab.py310 "## Step 2: Compute Summary Stats",CODE
LOW⚡tests/test_tracker_status_vocab.py317 "## Step 9: Staleness Check",CODE
LOWtests/test_tracker_status_vocab.py136 step1 = section(OUTCOME, "## Step 1: Load State and Identify the Application")CODE
LOWtests/test_tracker_status_vocab.py147 step4 = section(OUTCOME, "## Step 4: Update the Tracker")CODE
LOWtests/test_tracker_status_vocab.py334 "## Step 0: Parse Input",CODE
LOW⚡.claude/commands/gmail-sync.md11## Step 0: PrerequisitesCOMMENT
LOW⚡.claude/commands/gmail-sync.md17## Step 1: Parse InputCOMMENT
LOW⚡.claude/commands/gmail-sync.md27## Step 2: Load StateCOMMENT
LOW⚡.claude/commands/gmail-sync.md38## Step 3: Build the Search QueryCOMMENT
LOW⚡.claude/commands/gmail-sync.md57## Step 4: Filter to New MessagesCOMMENT
LOW⚡.claude/commands/gmail-sync.md63## Step 5: Classify Each Unprocessed MessageCOMMENT
LOW.claude/commands/gmail-sync.md81## Step 6: Present Proposed UpdatesCOMMENT
LOW.claude/commands/gmail-sync.md113## Step 7: Wait for ApprovalCOMMENT
LOW⚡.claude/commands/gmail-sync.md140## Step 8: Update StateCOMMENT
LOW⚡.claude/commands/gmail-sync.md146## Step 9: Staleness CheckCOMMENT
LOW⚡.claude/commands/gmail-sync.md154## Step 10: Present Closing SummaryCOMMENT
LOW.claude/commands/setup.md9## Step 0: Welcome & Choose PathCOMMENT
LOW.claude/commands/setup.md348## Step 3: Generate Profile FilesCOMMENT
LOW.claude/commands/setup.md392## Step 4: Confirm & Next StepsCOMMENT
LOW.claude/commands/expand.md9## Step 0: Read Existing Profile FilesCOMMENT
LOW.claude/commands/expand.md20## Step 1: Discovery — Scan All SourcesCOMMENT
LOW.claude/commands/expand.md69## Step 2: Web EnrichmentCOMMENT
LOW.claude/commands/expand.md102## Step 3: Build Competency MapCOMMENT
LOW.claude/commands/expand.md121## Step 4: Present Grouped SummaryCOMMENT
LOW.claude/commands/expand.md167## Step 5: Write Confirmed AdditionsCOMMENT
LOW.claude/commands/expand.md184## Step 6: Summary ReportCOMMENT
LOW.claude/commands/rank.md11## Step 0: Parse InputCOMMENT
LOW.claude/commands/rank.md22## Step 1: Load StateCOMMENT
LOW.claude/commands/rank.md36## Step 2: Batch-Fetch and ScoreCOMMENT
LOW.claude/commands/rank.md68## Step 3: Aggregate and RankCOMMENT
LOW.claude/commands/rank.md83## Step 4: Update StateCOMMENT
LOW.claude/commands/rank.md97## Step 5: Present the ShortlistCOMMENT
70 more matches not shown…
Verbosity Indicators34 hits · 35 pts
SeverityFileLineSnippetContext
LOW⚡tests/test_apply_records_application.py202 (HTML_REPORT, "## Step 2: Compute Summary Stats",CODE
LOW⚡tests/test_apply_records_application.py207 (OUTCOME, "## Step 4: Update the Tracker",CODE
LOW⚡tests/test_apply_records_application.py293 (SKILL, "### Step 1: Research & Evaluate Fit",CODE
LOW⚡tests/test_apply_records_application.py301 (OUTCOME, "## Step 3: Archive the Application Materials",CODE
LOW⚡tests/test_apply_records_application.py325 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py328 (APPLY, "## Step 0: Parse Input", "application deadline",CODE
LOW⚡tests/test_apply_records_application.py337 (OUTCOME, "## Step 1: Load State and Identify the Application", "Deadline urgency",CODE
LOW⚡tests/test_apply_records_application.py340 (OUTCOME, "## Step 1: Load State and Identify the Application", "never chased",CODE
LOW⚡tests/test_apply_records_application.py342 (OUTCOME, "## Step 4: Update the Tracker", "preserve every other field of the row",CODE
LOW⚡tests/test_apply_records_application.py361 (OUTCOME, "## Step 1: Load State and Identify the Application", "no data row is touched",CODE
LOW⚡tests/test_apply_records_application.py367 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py370 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py409 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOW⚡tests/test_apply_records_application.py418 (SKILL, "### Step 2: Tailor CV",CODE
LOW⚡tests/test_apply_records_application.py422 (GMAIL_SYNC, "## Step 2: Load State",CODE
LOW⚡tests/test_apply_records_application.py426 (INTERVIEW, "## Step 1: Load the Application Context",CODE
LOW⚡tests/test_apply_records_application.py432 (NOTION_SYNC, "## Step 5: Write the Detail Page",CODE
LOWtests/test_apply_records_application.py126 outcome_step_1 = section(OUTCOME, "## Step 1: Load State and Identify the Application")CODE
LOWtests/test_apply_records_application.py218 (GMAIL_SYNC, "## Step 9: Staleness Check", "Skip `drafted` rows here",CODE
LOWtests/test_apply_records_application.py257 (APPLY, "## Step 0: Parse Input",CODE
LOWtests/test_apply_records_application.py273 (OUTCOME, "## Step 1: Load State and Identify the Application",CODE
LOWtests/test_reset_command.py102 step3 = section(SETUP.read_text(encoding="utf-8"), "## Step 3:", "## Step 4:")CODE
LOW⚡tests/test_onboarding_privacy.py70 writes_at = text.index("## Step 3: Generate Profile Files")CODE
LOW⚡tests/test_tracker_status_vocab.py170 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py196 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py216 step1 = section(HTML_REPORT, "## Step 1: Collect Data")CODE
LOW⚡tests/test_tracker_status_vocab.py228 step2_text = section(GMAIL_SYNC, "## Step 2: Load State")CODE
LOW⚡tests/test_tracker_status_vocab.py248 step4_text = section(NOTION_SYNC, "## Step 4: Upsert Database Rows")CODE
LOW⚡tests/test_tracker_status_vocab.py263 step3_text = section(NOTION_SYNC, "## Step 3: Load Sync State and Locate the Database")CODE
LOW⚡tests/test_tracker_status_vocab.py310 "## Step 2: Compute Summary Stats",CODE
LOW⚡tests/test_tracker_status_vocab.py317 "## Step 9: Staleness Check",CODE
LOWtests/test_tracker_status_vocab.py136 step1 = section(OUTCOME, "## Step 1: Load State and Identify the Application")CODE
LOWtests/test_tracker_status_vocab.py147 step4 = section(OUTCOME, "## Step 4: Update the Tracker")CODE
LOWtests/test_tracker_status_vocab.py334 "## Step 0: Parse Input",CODE
Decorative Section Separators6 hits · 27 pts
SeverityFileLineSnippetContext
MEDIUM⚡tests/test_salary_lookup.py23# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_salary_lookup.py25# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_salary_lookup.py91# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_salary_lookup.py93# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_salary_lookup.py156# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_salary_lookup.py158# ---------------------------------------------------------------------------COMMENT
Excessive Try-Catch Wrapping11 hits · 20 pts
SeverityFileLineSnippetContext
MEDIUMsalary_lookup.py48 print(f"Error: invalid salary_data.json: {message}", file=sys.stderr)CODE
MEDIUMsalary_lookup.py143 print("Error: salary_data.json not found.", file=sys.stderr)CODE
LOWtools/robots_check.py119 except Exception as e:CODE
MEDIUMtools/convert_salary_excel.py305 print(f"Error: File not found: {excel_path}", file=sys.stderr)CODE
MEDIUMtools/convert_salary_excel.py309 print("Error: openpyxl is required. Install it with: pip install openpyxl", file=sys.stderr)CODE
MEDIUMtools/convert_salary_excel.py327 print("Error: No data could be parsed from the Excel file.", file=sys.stderr)CODE
MEDIUMtools/check_upstream_updates.py83 print("Error: No git remotes found.")CODE
MEDIUMtools/check_upstream_updates.py110 print(f"Error: Ref '{ref}' does not exist. Make sure you fetched and specified the correct branch.")CODE
LOWtools/verify_pdf.py64 except Exception:CODE
MEDIUMtools/verify_pdf.py168 print(f"Error: {args.pdf}: {exc}", file=sys.stderr)CODE
MEDIUMtools/verify_pdf.py20def run_tool(command):CODE
Unused Imports11 hits · 10 pts
SeverityFileLineSnippetContext
LOWsalary_lookup.py24CODE
LOWtools/upstream_triage.py32CODE
LOWtools/check_framework_version.py9CODE
LOWtools/check_upstream_updates.py14CODE
LOWtools/check_upstream_updates.py16CODE
LOWtests/test_apply_records_application.py21CODE
LOWtests/test_upskill_skill.py15CODE
LOWtests/test_html_report_command.py15CODE
LOWtests/test_rank_command.py15CODE
LOWtests/test_notion_sync_command.py15CODE
LOWtests/test_outcome_followup.py17CODE
Deep Nesting9 hits · 8 pts
SeverityFileLineSnippetContext
LOWsalary_lookup.py54CODE
LOWsalary_lookup.py292CODE
LOWtools/robots_check.py66CODE
LOWtools/convert_salary_excel.py57CODE
LOWtools/convert_salary_excel.py128CODE
LOWtools/lint_skills.py35CODE
LOWtools/security_guards.py149CODE
LOWtests/test_salary_lookup.py211CODE
LOWtests/test_salary_lookup.py294CODE
Fake / Example Data5 hits · 6 pts
SeverityFileLineSnippetContext
LOWtests/test_placeholder_integrity.py40 .replace("[your.email@example.com]", "jane.doe@example.org")CODE
LOW⚡.claude/commands/gmail-sync.md46 - A quoted-name OR-group of the open applications' company names, e.g. `{"Acme Corp" "BigCo"}`CODE
LOW⚡.claude/commands/gmail-sync.md51Example: `newer_than:30d -in:sent -in:drafts ({"Acme Corp" "BigCo"} OR {from:greenhouse.io from:lever.co from:myworkday.CODE
LOW…/skills/job-application-assistant/04-job-evaluation.md209 "company": "Acme Corp",CODE
LOW…ills/job-application-assistant/08-application-forms.md47**Project name.** Give the project a descriptive name, not the employer's name — "Warehouse Inventory Forecasting PlatfoCODE
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWtools/security_guards.py81 # .claude/skills/upskill/upskill/*.md where the rooted rule cannot seeCOMMENT
LOWtools/security_guards.py101# failure - add an intentional one here in the same PR, exactly as withCOMMENT
LOW.github/upstream-wontport.txt1# Upstream commits this fork has consciously decided never to port.COMMENT
LOW.github/workflows/upstream-watch.yml1# Weekly upstream triage. Reports only - it NEVER merges, pushes, or edits code.COMMENT
LOW.github/workflows/ci.yml1# CI for the framework itself: LaTeX smoke compiles, skill/command lint,COMMENT
Cross-Language Confusion1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHtests/test_rank_command.py260 "Step 4 must keep an existing stored deadline when the agent returned null, "CODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH.claude/commands/html-report.md102- **Footer:** "Generated by Claude Code · ai-job-search · {ISO date}"CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/check_framework_version.py33 # Check if origin/base_ref is fetchedCOMMENT
LOWtools/check_framework_version.py98 # Check if it's just frontmatter syntax (e.g. ---)COMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
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MEDIUMREADME.md193│ │ ├── job-scraper/ # Job search orchestrationCODE
AI Slop Vocabulary1 hit · 1 pts
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MEDIUMsalary_lookup.py165 """Normalize string for robust fuzzy matching."""STRING
Modern Structural Boilerplate1 hit · 1 pts
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LOWtests/test_upstream_triage.py54 def set_upstream_to_head(self) -> None:CODE