Repository Analysis

SimplifyJobs/Summer2027-Internships

Summer 2026 software engineering, data science, AI, quant, product management, and hardware internship postings. Updated daily by Simplify and Pitt CSC.

9.4 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of SimplifyJobs/Summer2027-Internships, a Python project with 45,705 GitHub stars. SynthScan v2.0 examined 14,101 lines of code across 28 source files, recording 97 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 9.4 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).

9.4
Adjusted Score
9.4
Raw Score
100%
Time Factor
2026-08-02
Last Push
45.7K
Stars
Python
Language
14.1K
Lines of Code
28
Files
97
Pattern Hits
2026-08-02
Scan Date
0.00
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 0MEDIUM 23LOW 74

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 97 distinct pattern matches across 8 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.

Decorative Section Separators22 hits · 69 pts
SeverityFileLineSnippetContext
MEDIUMmain.py26# =============================================================================COMMENT
MEDIUMmain.py28# =============================================================================COMMENT
MEDIUMmain.py40# =============================================================================COMMENT
MEDIUMmain.py42# =============================================================================COMMENT
MEDIUMmain.py56# =============================================================================COMMENT
MEDIUMmain.py58# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py21# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py23# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py108# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py110# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py253# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py255# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py325# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py327# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py465# =============================================================================COMMENT
MEDIUMlist_updater/analytics.py467# =============================================================================COMMENT
MEDIUMlist_updater/commands.py348# =============================================================================COMMENT
MEDIUMlist_updater/commands.py350# =============================================================================COMMENT
MEDIUMlist_updater/commands.py29# =============================================================================COMMENT
MEDIUMlist_updater/commands.py31# =============================================================================COMMENT
MEDIUMlist_updater/commands.py64# =============================================================================COMMENT
MEDIUMlist_updater/commands.py66# =============================================================================COMMENT
Unused Imports42 hits · 30 pts
SeverityFileLineSnippetContext
LOWlist_updater/__init__.py3CODE
LOWlist_updater/__init__.py3CODE
LOWlist_updater/__init__.py3CODE
LOWlist_updater/__init__.py3CODE
LOWlist_updater/__init__.py3CODE
LOWlist_updater/__init__.py10CODE
LOWlist_updater/__init__.py10CODE
LOWlist_updater/__init__.py10CODE
LOWlist_updater/__init__.py11CODE
LOWlist_updater/__init__.py11CODE
LOWlist_updater/__init__.py11CODE
LOWlist_updater/__init__.py11CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py17CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py32CODE
LOWlist_updater/__init__.py40CODE
LOWlist_updater/__init__.py40CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py41CODE
LOWlist_updater/__init__.py50CODE
LOWlist_updater/__init__.py50CODE
Excessive Try-Catch Wrapping11 hits · 10 pts
SeverityFileLineSnippetContext
LOWlist_updater/commands.py343 except Exception as e:CODE
LOWlist_updater/commands.py246 except Exception:CODE
LOWlist_updater/commands.py261 except Exception as e:CODE
LOWlist_updater/commands.py290 except Exception as e:CODE
LOWlist_updater/commands.py437 except Exception as e:CODE
LOWlist_updater/commands.py468 except Exception as e:CODE
LOWlist_updater/commands.py477 except Exception as e:CODE
LOWlist_updater/commands.py536 except Exception as e:CODE
LOWlist_updater/commands.py593 except Exception as e:CODE
LOWlist_updater/commands.py623 except Exception as e:CODE
LOWlist_updater/commands.py657 except Exception as e:CODE
Deep Nesting9 hits · 7 pts
SeverityFileLineSnippetContext
LOWlist_updater/readme_generator.py103CODE
LOWlist_updater/analytics.py330CODE
LOWlist_updater/analytics.py578CODE
LOWlist_updater/commands.py106CODE
LOWlist_updater/commands.py256CODE
LOWlist_updater/commands.py353CODE
LOWlist_updater/commands.py430CODE
LOWlist_updater/category.py247CODE
LOWlist_updater/category.py308CODE
Hyper-Verbose Identifiers5 hits · 6 pts
SeverityFileLineSnippetContext
LOWlist_updater/commands.py353def _extract_urls_from_issue_body(body: str) -> list[str]:CODE
LOWlist_updater/commands.py387def _extract_reason_from_issue_body(body: str) -> str:CODE
LOWlist_updater/commands.py409def _extract_email_from_issue_body(body: str) -> str | None:CODE
LOWlist_updater/commands.py497def _generate_summary_comment(results: ResultDict, reason: str) -> str:CODE
LOWlist_updater/commands.py531def cmd_listings_mark_inactive(event_file: str) -> None:CODE
Redundant / Tautological Comments5 hits · 4 pts
SeverityFileLineSnippetContext
LOWlist_updater/formatter.py144 # Check if this is a FAANG+ company for fire emojiSTRING
LOWlist_updater/formatter.py165 # Check if only advanced degrees are required (no Bachelor's or Associate's)STRING
LOWlist_updater/formatter.py195 # Check if same company and same days activeSTRING
LOWlist_updater/listings.py86 # Check if listing is from a blocked companyCOMMENT
LOWlist_updater/analytics.py217 # Print resultsCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMlist_updater/readme_generator.py61 # Create the warning notice with anchor linkCOMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWlist_updater/__init__.py52__all__ = [CODE
LOWlist_updater/github.py9def set_output(key: str, value: Any) -> None:CODE