A collection of full time roles in SWE, Quant, and PM for new grads.
This report summarizes scanner evidence for SimplifyJobs/New-Grad-Positions with 18,305 GitHub stars. SynthScan examined 22,090 lines of code across 17 source files, recording 42 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 2.5 (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.
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.
Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).
Are imports declared and package/API names verified? 9 finding(s).
Are wrappers, guards, and repeated structures necessary? 15 finding(s).
Which changes need focused human review? 42 finding(s).
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.
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.
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.
The scanner identified 42 distinct pattern matches across 5 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .github/scripts/util.py | 175 | # Check if only advanced degrees are required (no Bachelor's or Associate's) | COMMENT |
| LOW | .github/scripts/util.py | 241 | # Check if listing is from a blocked company | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 68 | # Check if we're entering the reason section | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 73 | # Check if we're leaving the reason section (next field starts) | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 93 | # Check if we're entering the email section | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 98 | # Check if we're leaving the email section | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 269 | # Print results for debugging | COMMENT |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 274 | # Check if any URLs were successfully processed | COMMENT |
| LOW | .github/scripts/bulk_mark_inactive.py | 24 | # Check if we're entering the URLs section | COMMENT |
| LOW | .github/scripts/bulk_mark_inactive.py | 29 | # Check if we're leaving the URLs section (next field starts) | COMMENT |
| LOW | .github/scripts/bulk_mark_inactive.py | 132 | # Check if already inactive | COMMENT |
| LOW | .github/scripts/bulk_mark_inactive.py | 230 | # Check if this is a bulk_mark_inactive issue | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .github/scripts/contribution_approved.py | 233 | except Exception: | CODE |
| LOW | .github/scripts/contribution_approved.py | 251 | except Exception as e: | CODE |
| LOW | .github/scripts/contribution_approved.py | 276 | except Exception as e: | CODE |
| LOW | .github/scripts/contribution_approved.py | 289 | except Exception as e: | CODE |
| LOW | .github/scripts/contribution_approved.py | 351 | except Exception as e: | CODE |
| MEDIUM | .github/scripts/contribution_approved.py | 245 | def main(): | CODE |
| MEDIUM | .github/scripts/bulk_mark_inactive.py | 219 | def main(): | CODE |
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 280 | except Exception as e: | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 119 | except Exception as e: | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 154 | except Exception as e: | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 164 | except Exception as e: | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 225 | except Exception as e: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .github/scripts/contribution_approved.py | 6 | CODE | |
| LOW | .github/scripts/util.py | 3 | CODE | |
| LOW | .github/scripts/util.py | 3 | CODE | |
| LOW | .github/scripts/util.py | 3 | CODE | |
| LOW | .github/scripts/util.py | 4 | CODE | |
| LOW | .github/scripts/update_readmes.py | 1 | CODE | |
| LOW | .github/scripts/update_readmes.py | 3 | CODE | |
| LOW | .github/scripts/update_readmes.py | 5 | CODE | |
| LOW | .github/scripts/bulk_mark_inactive.py | 5 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .github/scripts/contribution_approved.py | 107 | CODE | |
| LOW | .github/scripts/contribution_approved.py | 245 | CODE | |
| LOW | .github/scripts/util.py | 299 | CODE | |
| LOW | .github/scripts/util.py | 370 | CODE | |
| LOW | .github/scripts/bulk_mark_inactive.py | 9 | CODE | |
| LOW | .github/scripts/bulk_mark_inactive.py | 108 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | .github/scripts/bulk_mark_inactive.py | 83 | def extract_email_from_issue_body(body): | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 9 | def extract_urls_from_issue_body(body): | CODE |
| LOW | .github/scripts/bulk_mark_inactive.py | 57 | def extract_reason_from_issue_body(body): | CODE |