AI Slop Code RIsk Monitor

agenda-tech-brasil/agenda-tech-brasil

Lista de eventos tech que acontecem no Brasil

6.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for agenda-tech-brasil/agenda-tech-brasil, a Python project with 5,837 GitHub stars. SynthScan examined 14,615 lines of code across 39 source files, recording 76 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 6.9 (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.

6.9
Adjusted Signal
6.9
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
5.8K
Stars
Python
Language
14.6K
Lines of Code
39
Files
76
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 25.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 73 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 27.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 72 finding(s).

PR Review Velocity Impact 27.8/100 · MEDIUM

Which changes need focused human review? 76 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

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

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 3MEDIUM 2LOW 71

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 76 distinct pattern matches across 4 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 Identifiers69 hits · 80 pts
SeverityFileLineSnippetContext
LOW⚡src/tests/test_generate_page.py9def test_format_date_list_multiple_dates():CODE
LOW⚡src/tests/test_generate_page.py13def test_format_date_list_single_date():CODE
LOW⚡src/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
LOW⚡src/tests/test_validate_database.py44def test_validate_event_valid_presencial_returns_no_errors():CODE
LOW⚡src/tests/test_validate_database.py49def test_validate_event_valid_online_returns_no_errors():CODE
LOW⚡src/tests/test_validate_database.py54def test_validate_event_empty_nome():CODE
LOW⚡src/tests/test_validate_database.py61def test_validate_event_invalid_data_not_numeric():CODE
LOW⚡src/tests/test_validate_database.py68def test_validate_event_data_out_of_range():CODE
LOW⚡src/tests/test_validate_database.py75def test_validate_event_data_without_zero_pad():CODE
LOW⚡src/tests/test_validate_database.py82def test_validate_event_invalid_url():CODE
LOW⚡src/tests/test_validate_database.py89def test_validate_event_invalid_tipo():CODE
LOW⚡src/tests/test_validate_database.py96def test_validate_event_online_with_cidade():CODE
LOW⚡src/tests/test_validate_database.py103def test_validate_event_presencial_without_cidade():CODE
LOW⚡src/tests/test_validate_database.py110def test_validate_event_invalid_uf():CODE
LOW⚡src/tests/test_validate_database.py117def test_validate_month_valid_returns_no_errors():CODE
LOW⚡src/tests/test_validate_database.py126def test_validate_month_invalid_name():CODE
LOW⚡src/tests/test_validate_database.py135def test_validate_month_empty_eventos():CODE
LOW⚡src/tests/test_validate_database.py144def test_validate_year_valid_returns_no_errors():CODE
LOW⚡src/tests/test_validate_database.py156def test_validate_year_invalid_ano():CODE
LOW⚡src/tests/test_validate_database.py165def test_validate_event_empty_data():CODE
LOW⚡src/tests/test_validate_database.py172def test_validate_event_online_with_uf():CODE
LOW⚡src/tests/test_validate_database.py179def test_validate_event_presencial_without_uf():CODE
LOW⚡src/tests/test_validate_database.py186def test_validate_year_empty_meses():CODE
LOW⚡src/tests/test_validate_database.py195def test_validate_year_months_out_of_order():CODE
LOW⚡src/tests/test_validate_database.py423def test_validate_event_with_valid_image():CODE
LOW⚡src/tests/test_validate_database.py432def test_validate_event_with_invalid_image_not_string():CODE
LOW⚡src/tests/test_validate_database.py440def test_validate_event_with_invalid_image_scheme():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
LOW⚡src/tests/test_archive.py33def test_load_database_creates_nonexistent_file(tmp_path):CODE
LOW⚡src/tests/test_archive.py42def test_load_database_handles_invalid_json(tmp_path):CODE
LOW⚡src/tests/test_archive.py51def test_archive_month_marks_only_target_month(tmp_path):CODE
LOW⚡src/tests/test_archive.py64def test_archive_year_marks_year_as_archived(tmp_path):CODE
LOW⚡src/tests/test_archive.py74def test_archive_month_not_found_keeps_data(tmp_path):CODE
LOW⚡src/tests/test_archive.py84def test_archive_month_year_not_found_keeps_data(tmp_path):CODE
LOW⚡src/tests/test_archive.py94def test_archive_year_year_not_found_keeps_data(tmp_path):CODE
LOW⚡src/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
9 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