Lista de eventos tech que acontecem no Brasil
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | src/tests/test_generate_page.py | 9 | def test_format_date_list_multiple_dates(): | CODE |
| LOW⚡ | src/tests/test_generate_page.py | 13 | def test_format_date_list_single_date(): | CODE |
| LOW⚡ | src/tests/test_generate_page.py | 17 | def test_get_available_months_filters_archived_months(): | CODE |
| LOW | src/tests/test_generate_page.py | 34 | def test_get_available_months_returns_empty_when_year_missing(): | CODE |
| LOW | src/tests/test_generate_page.py | 38 | def test_generate_readme_renders_output(tmp_path): | CODE |
| LOW | src/tests/test_generate_page.py | 91 | def test_generate_readme_renders_two_events(tmp_path): | CODE |
| LOW | src/tests/test_generate_page.py | 153 | def test_main_calls_generate_readme_with_expected_paths(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 44 | def test_validate_event_valid_presencial_returns_no_errors(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 49 | def test_validate_event_valid_online_returns_no_errors(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 54 | def test_validate_event_empty_nome(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 61 | def test_validate_event_invalid_data_not_numeric(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 68 | def test_validate_event_data_out_of_range(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 75 | def test_validate_event_data_without_zero_pad(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 82 | def test_validate_event_invalid_url(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 89 | def test_validate_event_invalid_tipo(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 96 | def test_validate_event_online_with_cidade(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 103 | def test_validate_event_presencial_without_cidade(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 110 | def test_validate_event_invalid_uf(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 117 | def test_validate_month_valid_returns_no_errors(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 126 | def test_validate_month_invalid_name(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 135 | def test_validate_month_empty_eventos(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 144 | def test_validate_year_valid_returns_no_errors(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 156 | def test_validate_year_invalid_ano(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 165 | def test_validate_event_empty_data(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 172 | def test_validate_event_online_with_uf(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 179 | def test_validate_event_presencial_without_uf(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 186 | def test_validate_year_empty_meses(): | CODE |
| LOW⚡ | src/tests/test_validate_database.py | 195 | def test_validate_year_months_out_of_order(): | CODE |
| LOW | src/tests/test_validate_database.py | 207 | def test_validate_tba_valid_returns_no_errors(): | CODE |
| LOW | src/tests/test_validate_database.py | 221 | def test_validate_tba_detects_duplicates(): | CODE |
| LOW | src/tests/test_validate_database.py | 242 | def test_validate_database_valid_db(tmp_path): | CODE |
| LOW | src/tests/test_validate_database.py | 274 | def test_validate_database_catches_nested_errors(tmp_path): | CODE |
| LOW | src/tests/test_validate_database.py | 307 | def test_validate_database_years_out_of_order(tmp_path): | CODE |
| LOW | src/tests/test_validate_database.py | 332 | def test_validate_database_duplicate_years(tmp_path): | CODE |
| LOW | src/tests/test_validate_database.py | 357 | def test_main_returns_zero_on_valid_db(tmp_path): | CODE |
| LOW | src/tests/test_validate_database.py | 390 | def test_main_returns_one_on_invalid_db(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 33 | def test_load_database_creates_nonexistent_file(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 42 | def test_load_database_handles_invalid_json(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 51 | def test_archive_month_marks_only_target_month(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 64 | def test_archive_year_marks_year_as_archived(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 74 | def test_archive_month_not_found_keeps_data(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 84 | def test_archive_month_year_not_found_keeps_data(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 94 | def test_archive_year_year_not_found_keeps_data(tmp_path): | CODE |
| LOW⚡ | src/tests/test_archive.py | 104 | def test_main_calls_archive_year_when_month_empty(): | CODE |
| LOW | src/tests/test_export_archive.py | 16 | def test_get_archived_years_returns_only_archived(): | CODE |
| LOW | src/tests/test_export_archive.py | 33 | def test_get_archived_years_returns_empty_when_none_archived(): | CODE |
| LOW | src/tests/test_export_archive.py | 46 | def test_render_archive_produces_markdown(tmp_path): | CODE |
| LOW | src/tests/test_export_archive.py | 103 | def test_export_archives_creates_year_files(tmp_path): | CODE |
| LOW | src/tests/test_export_archive.py | 175 | def test_export_archives_skips_archived_year_without_meses(tmp_path): | CODE |
| LOW | src/tests/test_export_archive.py | 196 | def test_main_calls_export_archives_with_expected_paths(): | CODE |
| LOW | src/tests/test_remove_event.py | 52 | def test_remove_event_deletes_month_and_year_when_empty(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 74 | def test_remove_event_keeps_file_when_not_found(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 97 | def test_remove_event_year_not_found_keeps_file(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 118 | def test_remove_event_month_not_found_keeps_file(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 139 | def test_remove_tba_removes_matching_event(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 158 | def test_remove_tba_keeps_file_when_not_found(tmp_path): | CODE |
| LOW | src/tests/test_remove_event.py | 176 | def test_get_event_from_env_normalizes_fields(monkeypatch): | CODE |
| LOW | src/tests/test_remove_event.py | 195 | def test_main_calls_remove_tba_when_month_is_tba(): | CODE |
| LOW | src/tests/test_add_event.py | 16 | def test_add_event_creates_year_month_and_sorts(tmp_path): | CODE |
| LOW | src/tests/test_add_event.py | 53 | def test_add_event_sorts_events_by_date_and_duration(tmp_path): | CODE |
| 4 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | src/remove_event.py | 0 | recebe informações do evento de variáveis de ambiente configuradas no github actions. | STRING |
| HIGH | src/add_event.py | 0 | recebe informações do evento de variáveis de ambiente configuradas no github actions. | STRING |
| HIGH | src/archive.py | 0 | recebe informações do evento de variáveis de ambiente configuradas no github actions. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | arquivo/2025.md | 129 | - 21: [Desenvolvimento de Agentes Inteligentes com AI, C#, RAG, Devprime e Azure OpenAI](https://www.meetup.com/microsof | CODE |
| MEDIUM | src/db/database.json | 6143 | "nome": "Desenvolvimento de Agentes Inteligentes com AI, C#, RAG, Devprime e Azure OpenAI", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/archive.py | 6 | CODE | |
| LOW | src/validate_database.py | 20 | CODE |