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To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body. This file is where this pass\u0027s cognitive complexity CONCENTRATES: .github/scripts/community_check.py holds 2 of the 5 methods over the threshold \u2014 including the worst \u2014 and 22 of the 33 points over it (67%), 3.7\u00D7 the next-largest file (scripts/quality_check.py at 6). No single row can show this, because each is measured only against the threshold: reducing this one file moves this dimension further than any other file in the repository."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":".github/scripts/community_check.py"},"region":{"startLine":109}}}],"partialFingerprints":{"codehealthFindingId/v1":"1d8083f646785ef1141773e13033e2660aef4fb059170093ad516af3bc7a79c6"}},{"ruleId":"D2","level":"warning","message":{"text":"quality_check.check_mental_models (cognitive 21): quality_check.check_mental_models has cognitive complexity 21 (threshold 15). Drivers by points: if/else 6 (13 pts), ternaries 2 (4 pts), boolean chains 2, loops 1 (2 pts) (nesting depth added 10). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"scripts/quality_check.py"},"region":{"startLine":18}}}],"partialFingerprints":{"codehealthFindingId/v1":"a17c3c56219ad6433fd7f30f8b3ae99a401f215604d9a2ed2b20f091e27ef014"}},{"ruleId":"D2","level":"warning","message":{"text":"srt_to_transcript.clean_srt (cognitive 18): srt_to_transcript.clean_srt has cognitive complexity 18 (threshold 15). Drivers by points: if/else 7 (13 pts), loops 3, boolean chains 2 (nesting depth added 6). To reduce it, split the body into named stages: move each independent step or branch into its own named function so the body reads as a short sequence of named calls rather than one long body."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"scripts/srt_to_transcript.py"},"region":{"startLine":18}}}],"partialFingerprints":{"codehealthFindingId/v1":"572f075cfa06912121f8234bed2252ccfc128d20ec6ab906405b49f2640d202a"}},{"ruleId":"D2","level":"warning","message":{"text":"merge_research.main (cognitive 17): merge_research.main has cognitive complexity 17 (threshold 15). Drivers by points: if/else 10 (12 pts), ternaries 2 (3 pts), loops 2 (nesting depth added 3). To reduce it, split the body: most of this score is breadth rather than depth \u2014 checks laid out side by side rather than stacked \u2014 so group the statements between the checks into named steps and move each step into its own function. Some of it IS depth: where a check sits inside another whose only job is to reach it, merge the two into one condition, and where an else follows a branch that already returns, drop the trailing else and let the rest of the body continue at one level."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"scripts/merge_research.py"},"region":{"startLine":75}}}],"partialFingerprints":{"codehealthFindingId/v1":"6a9c813f4bcf9ff4dafc3c49429ae97fdb00d4322ab7b3a6c3e77dc66b184091"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (12 lines \u00D7 2): examples/mrbeast-perspective/scripts/retention_curve_checker.py:273-284 | examples/mrbeast-perspective/scripts/thumbnail_audit.py:251-262 \u2014 the copies sit in sibling files of one directory, so a shared home is within easy reach: extract the block into a single shared function the call sites can all reach \u2014 a file they already depend on, or a new one alongside them \u2014 and call it from both call sites, so a change lands once."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"examples/mrbeast-perspective/scripts/retention_curve_checker.py"},"region":{"startLine":273}}}],"partialFingerprints":{"codehealthFindingId/v1":"b661bbe361447b825a60a26fc47cdc5917710d9994045a2573de57006d2a37e1"}},{"ruleId":"D4","level":"warning","message":{"text":"Duplicated block (5 lines \u00D7 2): examples/mrbeast-perspective/scripts/analyze_titles.py:191-195 | examples/mrbeast-perspective/scripts/analyze_titles.py:228-232 \u2014 both copies are in the same file, so extract the block into one function there and call it from each site \u2014 the copies drift apart the first time only one of them is edited."},"locations":[{"physicalLocation":{"artifactLocation":{"uri":"examples/mrbeast-perspective/scripts/analyze_titles.py"},"region":{"startLine":191}}}],"partialFingerprints":{"codehealthFindingId/v1":"35f18917e48f374cfeab3551f072806abc2904beadaa4c04beaec0a1dfd5dbed"}},{"ruleId":"D8","level":"error","message":{"text":"No automated tests: No automated tests \u2014 no test code was found in this repository. Untested code is the largest single risk to changing it safely. Start with the code you change most often: add a suite in a framework a runner can collect (pytest or unittest), and run it in CI so the gap cannot reopen."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"3132564c6310e5d01a231f252a02d5d2f5a542c0a8fa29a14c89693f1e3df871"}},{"ruleId":"D9","level":"note","message":{"text":"No tests found: No test suite could be collected \u2014 no discoverable tests to count. If this repository does test, wiring the suite to a framework a runner can collect (pytest or unittest) is what makes it countable here; a pipeline step that invokes a runner is not evidence on its own, because a runner over an empty suite passes. Tests written as plain executables or shell/PowerShell harnesses are not collectible this way and are not scored here."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"c9bf64cbb5a4ae13d6bcd01fa3bc8d2879d860c73bc67f176ee3c2cecb8adce3"}},{"ruleId":"D29","level":"error","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"ff1d5eaf21f846da21ba9913c377605575963dc0da5f4c195a5b84b470e7c853"},"taxa":[{"id":"CWE-1357","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"CWE-353","toolComponent":{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d"}},{"id":"A03:2025","toolComponent":{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61"}}]},{"ruleId":"D36","level":"warning","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"73b6b28cb2ca68c2b399ed3949b92800199c21c276e2c6056e4349637bbf502e"},"taxa":[{"id":"CICD-SEC-5","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"D36","level":"warning","message":{"text":"A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."},"partialFingerprints":{"codehealthFindingId/v1":"58c877b0785f1e99727cfe8e6ee5cb6b2486774ce9cbda077872e6bc07b639b6"},"taxa":[{"id":"CICD-SEC-5","toolComponent":{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35"}}]},{"ruleId":"M2","level":"note","message":{"text":"No ADRs: No Architecture Decision Records found \u2014 no conventional ADR directory, no numbered \u0060NNNN-title\u0060 documents in any markup this check reads, and nothing ADR-shaped by content. Design rationale recorded elsewhere (a design-notes tree, a mailing list, pull-request discussion) is not visible to this check and is not re-findable per decision, so a future maintainer cannot ask why one choice was made and get an answer."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"670b3d6e36a756d63097d0dfbf90afd5fc761308800b9354894a07c3f4e4aa14"}},{"ruleId":"M3","level":"note","message":{"text":"No src/ separation: Production code isn\u0027t grouped under a src/ folder, so nothing in the layout marks which files are the product and which are its tooling."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"fdf7f5b24e313364d10170a5c2542959902fe0d26ed70edef3eaa10ec5bcdb1d"}},{"ruleId":"P1","level":"note","message":{"text":"CI build step not evidenced: A CI pipeline exists but no build step was matched \u2014 changes may merge without the build ever running. A build step may be invoked directly as a command, or declared as a task that a runner named in the pipeline resolves."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"251015acef1a259fcc13b7c60660cc8917ccb3ae8056cb5165ae03312dd586e8"}},{"ruleId":"P3","level":"note","message":{"text":"No SAST: No static application security testing detected. For this repository\u0027s stack, add bandit, \u0060semgrep --config=p/python\u0060, or CodeQL\u0027s python pack as a CI step. What was searched, so you can tell an absence from a miss: the 4286 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge\u0027s web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen \u2014 if that is your case the row is wrong, and saying so is more useful than adding a second scanner."},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"6e54424179c892f03ef2fd003130ac4bd43f39bbf3b1ca0a0143e25acb80ec87"}},{"ruleId":"P6","level":"note","message":{"text":"No changelog: No CHANGELOG/HISTORY/RELEASES file \u2014 what shipped when isn\u0027t easy to reconstruct for support or audit. (Versioning/tagging makes releases traceable, but a changelog records the what.)"},"locations":[],"partialFingerprints":{"codehealthFindingId/v1":"dda5aa5aed8cbb292c3ef2b733bc138f614293ae6426c85e98bf31ef330d9415"}}],"taxonomies":[{"name":"CWE","guid":"c3a2b1d0-7f3e-4b2a-9c1d-5e6f7a8b9c0d","organization":"MITRE","informationUri":"https://cwe.mitre.org/","isComprehensive":false,"shortDescription":{"text":"The MITRE Common Weakness Enumeration (CWE)."},"taxa":[{"id":"CWE-1357","guid":"e4d2e772-757e-0a5c-bd7d-77052949d866","name":"Reliance on Insufficiently Trustworthy Component","shortDescription":{"text":"Reliance on Insufficiently Trustworthy Component"},"helpUri":"https://cwe.mitre.org/data/definitions/1357.html"},{"id":"CWE-259","guid":"ae9ad959-fbb6-9d5e-892d-3dca66da0b69","name":"Use of Hard-coded Password","shortDescription":{"text":"Use of Hard-coded 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Special Elements used in an OS Command (\u0027OS Command Injection\u0027)","shortDescription":{"text":"Improper Neutralization of Special Elements used in an OS Command (\u0027OS Command Injection\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/78.html"},{"id":"CWE-79","guid":"fd45580b-e8c4-fc5e-8c2f-aa8fab0b4dbf","name":"Improper Neutralization of Input During Web Page Generation (\u0027Cross-site Scripting\u0027)","shortDescription":{"text":"Improper Neutralization of Input During Web Page Generation (\u0027Cross-site Scripting\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/79.html"},{"id":"CWE-798","guid":"5e8f057d-fee3-995a-a0cb-9fc5b0d174d1","name":"Use of Hard-coded Credentials","shortDescription":{"text":"Use of Hard-coded Credentials"},"helpUri":"https://cwe.mitre.org/data/definitions/798.html"},{"id":"CWE-89","guid":"6d08fdad-37eb-c150-bbf0-d7d946863407","name":"Improper Neutralization of Special Elements used in an SQL Command (\u0027SQL Injection\u0027)","shortDescription":{"text":"Improper Neutralization of Special Elements used in an SQL Command (\u0027SQL Injection\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/89.html"},{"id":"CWE-94","guid":"75e7f50c-6c2f-dd52-bf40-bf6c52b861fd","name":"Improper Control of Generation of Code (\u0027Code Injection\u0027)","shortDescription":{"text":"Improper Control of Generation of Code (\u0027Code Injection\u0027)"},"helpUri":"https://cwe.mitre.org/data/definitions/94.html"}]},{"name":"OWASP Top 10","guid":"7d1f0c2e-4b6a-4e39-9a51-0b2e8c3d5f61","version":"2025","organization":"OWASP Foundation","informationUri":"https://top10.owasp.org/2025/","isComprehensive":false,"shortDescription":{"text":"The OWASP Top 10:2025 web application security risks."},"taxa":[{"id":"A03:2025","guid":"168e227c-7735-2e57-bc6e-997affe644c5","name":"Software Supply Chain Failures","shortDescription":{"text":"Software Supply Chain Failures"},"helpUri":"https://top10.owasp.org/2025/A03_2025-Software_Supply_Chain_Failures/"},{"id":"A05:2025","guid":"87e86033-3231-8458-8e4a-5cb82743553a","name":"Injection","shortDescription":{"text":"Injection"},"helpUri":"https://top10.owasp.org/2025/A05_2025-Injection/"},{"id":"A07:2025","guid":"334ddd78-539d-d35c-83dd-253647eb7eaf","name":"Authentication Failures","shortDescription":{"text":"Authentication Failures"},"helpUri":"https://top10.owasp.org/2025/A07_2025-Authentication_Failures/"}]},{"name":"OWASP Top 10 CI/CD Security Risks","guid":"3c9b2a6e-5d14-4f7b-8e02-6a1d9c4b7f35","organization":"OWASP Foundation","informationUri":"https://owasp.org/www-project-top-10-ci-cd-security-risks/","isComprehensive":false,"shortDescription":{"text":"The OWASP Top 10 CI/CD Security Risks."},"taxa":[{"id":"CICD-SEC-5","guid":"cc7f4610-8859-e654-9029-d5f97d992220","name":"Insufficient PBAC (Pipeline-Based Access Controls)","shortDescription":{"text":"Insufficient PBAC (Pipeline-Based Access Controls)"},"helpUri":"https://owasp.github.io/www-project-top-10-ci-cd-security-risks/CICD-SEC-05-Insufficient-PBAC"}]}],"properties":{"codehealthPublication":{"public":true,"notice":"This is the PUBLIC form of this artifact. Findings are listed in full, but the details of SECURITY findings \u2014 which rule fired, in which file, on which line, and how to fix it \u2014 are deliberately withheld, and any secret-scanner results are excluded entirely. Where detail is absent here it was REMOVED FOR PUBLICATION; it is not missing from the analysis. The complete artifact is available from the repository owner.","securityFindingsRedacted":3,"secretScannerRunsExcluded":0}},"redactionTokens":["A security finding was recorded here. Its details are withheld on the public artifact \u2014 ask the repository owner for the full report."]}]}