Repository Analysis

agenda-tech-brasil/agenda-tech-brasil

Lista de eventos tech que acontecem no Brasil

6.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of agenda-tech-brasil/agenda-tech-brasil, a Python project with 5,639 GitHub stars. SynthScan v2.0 examined 14,241 lines of code across 39 source files, recording 71 pattern matches distributed across 4 syntactic categories. The overall adjusted score of 6.8 places this repository in the Low 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).

6.8
Adjusted Score
6.8
Raw Score
100%
Time Factor
2026-07-30
Last Push
5.6K
Stars
Python
Language
14.2K
Lines of Code
39
Files
71
Pattern Hits
2026-08-02
Scan Date
0.08
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

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

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 3MEDIUM 2LOW 66

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 71 distinct pattern matches across 4 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 Identifiers64 hits · 75 pts
SeverityFileLineSnippetContext
LOWsrc/tests/test_generate_page.py9def test_format_date_list_multiple_dates():CODE
LOWsrc/tests/test_generate_page.py13def test_format_date_list_single_date():CODE
LOWsrc/tests/test_generate_page.py17def test_get_available_months_filters_archived_months():CODE
LOWsrc/tests/test_generate_page.py34def test_get_available_months_returns_empty_when_year_missing():CODE
LOWsrc/tests/test_generate_page.py38def test_generate_readme_renders_output(tmp_path):CODE
LOWsrc/tests/test_generate_page.py91def test_generate_readme_renders_two_events(tmp_path):CODE
LOWsrc/tests/test_generate_page.py153def test_main_calls_generate_readme_with_expected_paths():CODE
LOWsrc/tests/test_validate_database.py44def test_validate_event_valid_presencial_returns_no_errors():CODE
LOWsrc/tests/test_validate_database.py49def test_validate_event_valid_online_returns_no_errors():CODE
LOWsrc/tests/test_validate_database.py54def test_validate_event_empty_nome():CODE
LOWsrc/tests/test_validate_database.py61def test_validate_event_invalid_data_not_numeric():CODE
LOWsrc/tests/test_validate_database.py68def test_validate_event_data_out_of_range():CODE
LOWsrc/tests/test_validate_database.py75def test_validate_event_data_without_zero_pad():CODE
LOWsrc/tests/test_validate_database.py82def test_validate_event_invalid_url():CODE
LOWsrc/tests/test_validate_database.py89def test_validate_event_invalid_tipo():CODE
LOWsrc/tests/test_validate_database.py96def test_validate_event_online_with_cidade():CODE
LOWsrc/tests/test_validate_database.py103def test_validate_event_presencial_without_cidade():CODE
LOWsrc/tests/test_validate_database.py110def test_validate_event_invalid_uf():CODE
LOWsrc/tests/test_validate_database.py117def test_validate_month_valid_returns_no_errors():CODE
LOWsrc/tests/test_validate_database.py126def test_validate_month_invalid_name():CODE
LOWsrc/tests/test_validate_database.py135def test_validate_month_empty_eventos():CODE
LOWsrc/tests/test_validate_database.py144def test_validate_year_valid_returns_no_errors():CODE
LOWsrc/tests/test_validate_database.py156def test_validate_year_invalid_ano():CODE
LOWsrc/tests/test_validate_database.py165def test_validate_event_empty_data():CODE
LOWsrc/tests/test_validate_database.py172def test_validate_event_online_with_uf():CODE
LOWsrc/tests/test_validate_database.py179def test_validate_event_presencial_without_uf():CODE
LOWsrc/tests/test_validate_database.py186def test_validate_year_empty_meses():CODE
LOWsrc/tests/test_validate_database.py195def test_validate_year_months_out_of_order():CODE
LOWsrc/tests/test_validate_database.py207def test_validate_tba_valid_returns_no_errors():CODE
LOWsrc/tests/test_validate_database.py221def test_validate_tba_detects_duplicates():CODE
LOWsrc/tests/test_validate_database.py242def test_validate_database_valid_db(tmp_path):CODE
LOWsrc/tests/test_validate_database.py274def test_validate_database_catches_nested_errors(tmp_path):CODE
LOWsrc/tests/test_validate_database.py307def test_validate_database_years_out_of_order(tmp_path):CODE
LOWsrc/tests/test_validate_database.py332def test_validate_database_duplicate_years(tmp_path):CODE
LOWsrc/tests/test_validate_database.py357def test_main_returns_zero_on_valid_db(tmp_path):CODE
LOWsrc/tests/test_validate_database.py390def test_main_returns_one_on_invalid_db(tmp_path):CODE
LOWsrc/tests/test_archive.py33def test_load_database_creates_nonexistent_file(tmp_path):CODE
LOWsrc/tests/test_archive.py42def test_load_database_handles_invalid_json(tmp_path):CODE
LOWsrc/tests/test_archive.py51def test_archive_month_marks_only_target_month(tmp_path):CODE
LOWsrc/tests/test_archive.py64def test_archive_year_marks_year_as_archived(tmp_path):CODE
LOWsrc/tests/test_archive.py74def test_archive_month_not_found_keeps_data(tmp_path):CODE
LOWsrc/tests/test_archive.py84def test_archive_month_year_not_found_keeps_data(tmp_path):CODE
LOWsrc/tests/test_archive.py94def test_archive_year_year_not_found_keeps_data(tmp_path):CODE
LOWsrc/tests/test_archive.py104def test_main_calls_archive_year_when_month_empty():CODE
LOWsrc/tests/test_export_archive.py16def test_get_archived_years_returns_only_archived():CODE
LOWsrc/tests/test_export_archive.py33def test_get_archived_years_returns_empty_when_none_archived():CODE
LOWsrc/tests/test_export_archive.py46def test_render_archive_produces_markdown(tmp_path):CODE
LOWsrc/tests/test_export_archive.py103def test_export_archives_creates_year_files(tmp_path):CODE
LOWsrc/tests/test_export_archive.py175def test_export_archives_skips_archived_year_without_meses(tmp_path):CODE
LOWsrc/tests/test_export_archive.py196def test_main_calls_export_archives_with_expected_paths():CODE
LOWsrc/tests/test_remove_event.py52def test_remove_event_deletes_month_and_year_when_empty(tmp_path):CODE
LOWsrc/tests/test_remove_event.py74def test_remove_event_keeps_file_when_not_found(tmp_path):CODE
LOWsrc/tests/test_remove_event.py97def test_remove_event_year_not_found_keeps_file(tmp_path):CODE
LOWsrc/tests/test_remove_event.py118def test_remove_event_month_not_found_keeps_file(tmp_path):CODE
LOWsrc/tests/test_remove_event.py139def test_remove_tba_removes_matching_event(tmp_path):CODE
LOWsrc/tests/test_remove_event.py158def test_remove_tba_keeps_file_when_not_found(tmp_path):CODE
LOWsrc/tests/test_remove_event.py176def test_get_event_from_env_normalizes_fields(monkeypatch):CODE
LOWsrc/tests/test_remove_event.py195def test_main_calls_remove_tba_when_month_is_tba():CODE
LOWsrc/tests/test_add_event.py16def test_add_event_creates_year_month_and_sorts(tmp_path):CODE
LOWsrc/tests/test_add_event.py53def test_add_event_sorts_events_by_date_and_duration(tmp_path):CODE
4 more matches not shown…
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHsrc/remove_event.py0recebe informações do evento de variáveis de ambiente configuradas no github actions.STRING
HIGHsrc/add_event.py0recebe informações do evento de variáveis de ambiente configuradas no github actions.STRING
HIGHsrc/archive.py0recebe informações do evento de variáveis de ambiente configuradas no github actions.STRING
Modern AI Meta-Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMarquivo/2025.md129- 21: [Desenvolvimento de Agentes Inteligentes com AI, C#, RAG, Devprime e Azure OpenAI](https://www.meetup.com/microsofCODE
MEDIUMsrc/db/database.json6143 "nome": "Desenvolvimento de Agentes Inteligentes com AI, C#, RAG, Devprime e Azure OpenAI",CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/archive.py6CODE
LOWsrc/validate_database.py20CODE