AI Slop Code Risk Monitor

microsoft/ML-For-Beginners

SlopCodeMonitor badge for microsoft/ML-For-Beginners Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for microsoft/ML-For-Beginners, a Jupyter Notebook project with 91,887 GitHub stars. SynthScan examined 691,143 lines of code across 5745 source files, recording 192 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 1.0 (Low 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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-21
Last Push
91.9K
Stars
Jupyter Notebook
Language
691.1K
Lines of Code
5.7K
Files
192
Pattern Hits
2026-10-31
Scan Date
0.02
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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 70 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 4.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 177 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 192 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 117MEDIUM 6LOW 69

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 192 distinct pattern matches across 9 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.

Cross-File Repetition117 hits · 585 pts
SeverityFileLineSnippetContext
HIGH7-TimeSeries/2-ARIMA/solution/common/utils.py0a dictionary of tensors for input into the rnn model. use this class to: 1. shift the values of the time series to creatSTRING
HIGH7-TimeSeries/2-ARIMA/working/common/utils.py0a dictionary of tensors for input into the rnn model. use this class to: 1. shift the values of the time series to creatSTRING
HIGH7-TimeSeries/1-Introduction/solution/common/utils.py0a dictionary of tensors for input into the rnn model. use this class to: 1. shift the values of the time series to creatSTRING
HIGH7-TimeSeries/1-Introduction/working/common/utils.py0a dictionary of tensors for input into the rnn model. use this class to: 1. shift the values of the time series to creatSTRING
HIGH7-TimeSeries/common/utils.py0a dictionary of tensors for input into the rnn model. use this class to: 1. shift the values of the time series to creatSTRING
HIGHtranslations/sl/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/sk/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ur/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/sw/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/pl/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/vi/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/sv/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/he/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ms/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/km/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/da/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/mr/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/no/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ja/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/el/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/it/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/cs/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/te/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ru/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/tl/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ro/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/zh-CN/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/uk/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/sr/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…anslations/pcm/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/pa/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/pt-PT/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ml/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/kn/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/zh-TW/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/my/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ar/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/hr/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/pt-BR/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/hu/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/nl/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/bg/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/bn/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ne/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/hi/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/de/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ko/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/fi/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/id/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/fr/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/es/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/et/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/en/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/fa/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/lt/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/zh-HK/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/ta/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGH…slations/zh-MO/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/th/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
HIGHtranslations/tr/6-NLP/3-Translation-Sentiment/README.md0it is a truth universally acknowledged, that a single man in possession of a good fortune, must be in want of a wife.STRING
57 more matches not shown…
Hyper-Verbose Identifiers56 hits · 56 pts
SeverityFileLineSnippetContext
LOWtranslations/sl/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/sk/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ur/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/sw/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/pl/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/vi/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/sv/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/he/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ms/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/km/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/da/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/mr/6-NLP/4-Hotel-Reviews-1/README.md295 def get_difference_review_avg(row):CODE
LOWtranslations/no/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ja/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/el/6-NLP/4-Hotel-Reviews-1/README.md293 def get_difference_review_avg(row):CODE
LOWtranslations/it/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/cs/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/te/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ru/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/tl/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ro/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/zh-CN/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/uk/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/sr/6-NLP/4-Hotel-Reviews-1/README.md297 def get_difference_review_avg(row):CODE
LOWtranslations/pcm/6-NLP/4-Hotel-Reviews-1/README.md300 def get_difference_review_avg(row):CODE
LOWtranslations/pa/6-NLP/4-Hotel-Reviews-1/README.md301 def get_difference_review_avg(row):CODE
LOWtranslations/pt-PT/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ml/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/kn/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/zh-TW/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/my/6-NLP/4-Hotel-Reviews-1/README.md301 def get_difference_review_avg(row):CODE
LOWtranslations/ar/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/hr/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/pt-BR/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/hu/6-NLP/4-Hotel-Reviews-1/README.md295 def get_difference_review_avg(row):CODE
LOWtranslations/nl/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/bg/6-NLP/4-Hotel-Reviews-1/README.md297 def get_difference_review_avg(row):CODE
LOWtranslations/bn/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ne/6-NLP/4-Hotel-Reviews-1/README.md297 def get_difference_review_avg(row):CODE
LOWtranslations/hi/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/de/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ko/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/fi/6-NLP/4-Hotel-Reviews-1/README.md301 def get_difference_review_avg(row):CODE
LOWtranslations/id/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/fr/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/es/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/et/6-NLP/4-Hotel-Reviews-1/README.md300 def get_difference_review_avg(row):CODE
LOWtranslations/en/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/fa/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/lt/6-NLP/4-Hotel-Reviews-1/README.md295 def get_difference_review_avg(row):CODE
LOWtranslations/zh-HK/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/ta/6-NLP/4-Hotel-Reviews-1/README.md301 def get_difference_review_avg(row):CODE
LOWtranslations/zh-MO/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/th/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOWtranslations/tr/6-NLP/4-Hotel-Reviews-1/README.md299 def get_difference_review_avg(row):CODE
LOW6-NLP/4-Hotel-Reviews-1/README.md300 def get_difference_review_avg(row):CODE
Decorative Section Separators4 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUM⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml28 # ========================================================COMMENT
MEDIUM⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml32 # ========================================================COMMENT
MEDIUM⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml39 # ========================================================COMMENT
MEDIUM⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml46 # ========================================================COMMENT
Deep Nesting8 hits · 8 pts
SeverityFileLineSnippetContext
LOW7-TimeSeries/2-ARIMA/solution/common/utils.py70CODE
LOW7-TimeSeries/2-ARIMA/working/common/utils.py70CODE
LOW7-TimeSeries/1-Introduction/solution/common/utils.py70CODE
LOW7-TimeSeries/1-Introduction/working/common/utils.py70CODE
LOW7-TimeSeries/common/utils.py72CODE
LOW8-Reinforcement/1-QLearning/rlboard.py129CODE
LOW8-Reinforcement/1-QLearning/solution/rlboard.py129CODE
LOW6-NLP/2-Tasks/solution/bot.py6CODE
Verbosity Indicators2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml30 # Step 1: Build your artifacts.COMMENT
LOW⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml41 # Step 2: Add a step to generate the provenance subjectsCOMMENT
Structural Annotation Overuse2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml30 # Step 1: Build your artifacts.COMMENT
LOW⚡…hub/workflows/generator-generic-ossf-slsa3-publish.yml41 # Step 2: Add a step to generate the provenance subjectsCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM6-NLP/2-Tasks/solution/bot.py20 # Create a TextBlob based on the user input. Then extract the noun phrasesCOMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM6-NLP/1-Introduction-to-NLP/solution/bot.py3# This list contains the random responses (you can add your own or translate them into your own language too)COMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOW6-NLP/2-Tasks/solution/bot.py1CODE