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SimplifyJobs/Summer2027-Internships

Summer 2027 software engineering, data science, AI, quant, product management, and hardware internship postings. Updated daily by Simplify and Pitt CSC.

5.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for SimplifyJobs/Summer2027-Internships, a Python project with 47,959 GitHub stars. SynthScan examined 25,100 lines of code across 27 source files, recording 97 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 5.3 (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.

5.3
Adjusted Signal
5.3
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
48.0K
Stars
Python
Language
25.1K
Lines of Code
27
Files
97
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 20 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.9/100 · LOW

Are imports declared and package/API names verified? 42 finding(s).

Agent Over-Engineering Ratio 15.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 40 finding(s).

PR Review Velocity Impact 24.8/100 · LOW

Which changes need focused human review? 97 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 0MEDIUM 23LOW 74

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 97 distinct pattern matches across 8 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.

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
MEDIUM⚡list_updater/commands.py348# =============================================================================COMMENT
MEDIUM⚡list_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
LOW⚡list_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
LOW⚡list_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