{"data":{"slug":"utilities","name":"Utilities","description":null,"parent":{"slug":"developer-tools","name":"Developer Tools"},"children":[],"signalWeights":{"price_level":0.046,"reliability":0.062,"capabilities":0.123,"github_stars":0.038,"integrations":0.062,"github_activity":0.138,"release_cadence":0.077,"security_posture":0.1,"package_downloads":0.2,"pricing_transparency":0.062,"stackoverflow_activity":0.092},"entities":[{"slug":"charset-normalizer","name":"charset-normalizer","tagline":"","homepage":"https://charset-normalizer.readthedocs.io/","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Readthedocs","primaryDomain":null},"score":{"composite":74.8,"confidence":0.29,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":54.6,"weight":0.038,"present":true,"contribution":2.1},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":50.1,"weight":0.138,"present":true,"contribution":6.9},"release_cadence":{"value":63.9,"weight":0.077,"present":true,"contribution":4.9},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":100,"weight":0.2,"present":true,"contribution":20},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:45:43.318Z"},"uri":"https://www.vioscale.ai/software/charset-normalizer"},{"slug":"yt-dlp","name":"yt-dlp","tagline":"A feature-rich command-line audio/video downloader","homepage":"https://discord.gg/H5MNcFW63r","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Discord","primaryDomain":null},"score":{"composite":70.5,"confidence":0.14,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":16,"present":false,"contribution":0},"github_stars":{"value":99.2,"weight":5,"present":true,"contribution":496},"integrations":{"value":0,"weight":8,"present":false,"contribution":0},"github_activity":{"value":49,"weight":18,"present":true,"contribution":881.9},"release_cadence":{"value":95,"weight":10,"present":true,"contribution":950},"security_posture":{"value":0,"weight":13,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":26,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":12,"present":false,"contribution":0}},"computedAt":"2026-08-04T10:59:49.525Z"},"uri":"https://www.vioscale.ai/software/yt-dlp"},{"slug":"requests","name":"requests","tagline":"HTTP for Humans™","homepage":"https://requests.readthedocs.io","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Readthedocs","primaryDomain":null},"score":{"composite":70.2,"confidence":0.32,"confidenceBand":"low","breakdown":{"price_level":{"value":100,"weight":0.046,"present":true,"contribution":4.6},"reliability":{"value":0,"weight":0.062,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":89.3,"weight":0.038,"present":true,"contribution":3.4},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":28.4,"weight":0.138,"present":true,"contribution":3.9},"release_cadence":{"value":76.7,"weight":0.077,"present":true,"contribution":5.9},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":100,"weight":0.2,"present":true,"contribution":20},"pricing_transparency":{"value":25,"weight":0.062,"present":true,"contribution":1.6},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:47:23.172Z"},"uri":"https://www.vioscale.ai/software/requests"},{"slug":"idna","name":"idna","tagline":"","homepage":"https://pypi.org/project/idna/","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Pypi","primaryDomain":null},"score":{"composite":57.7,"confidence":0.15,"confidenceBand":"low","breakdown":{"price_level":{"value":100,"weight":0.046,"present":true,"contribution":4.6},"reliability":{"value":0,"weight":0.062,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":46.4,"weight":0.038,"present":true,"contribution":1.8},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":15,"weight":0.138,"present":true,"contribution":2.1},"release_cadence":{"value":96.7,"weight":0.077,"present":true,"contribution":7.4},"security_posture":{"value":5,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"pricing_transparency":{"value":80,"weight":0.062,"present":true,"contribution":5},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:46:23.133Z"},"uri":"https://www.vioscale.ai/software/idna"},{"slug":"rand","name":"rand","tagline":"","homepage":"https://rust-random.github.io/book","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Github","primaryDomain":null},"score":{"composite":55.7,"confidence":0.12,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":62.5,"weight":0.038,"present":true,"contribution":2.4},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":30,"weight":0.138,"present":true,"contribution":4.1},"release_cadence":{"value":98.3,"weight":0.077,"present":true,"contribution":7.6},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:47:20.931Z"},"uri":"https://www.vioscale.ai/software/rand"},{"slug":"rand-chacha","name":"rand_chacha","tagline":"","homepage":"https://rust-random.github.io/book","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Github","primaryDomain":null},"score":{"composite":55.7,"confidence":0.12,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":62.5,"weight":0.038,"present":true,"contribution":2.4},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":30,"weight":0.138,"present":true,"contribution":4.1},"release_cadence":{"value":98.3,"weight":0.077,"present":true,"contribution":7.6},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:47:15.440Z"},"uri":"https://www.vioscale.ai/software/rand-chacha"},{"slug":"microsoft-activation-scripts","name":"Microsoft-Activation-Scripts","tagline":"","homepage":"https://massgrave.dev","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Massgrave","primaryDomain":null},"score":{"composite":50.1,"confidence":0.16,"confidenceBand":"low","breakdown":{"price_level":{"value":100,"weight":0.046,"present":true,"contribution":4.6},"reliability":{"value":0,"weight":0.062,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":99.4,"weight":0.038,"present":true,"contribution":3.8},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":22,"weight":0.138,"present":true,"contribution":3},"release_cadence":{"value":66.7,"weight":0.077,"present":true,"contribution":5.1},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"pricing_transparency":{"value":25,"weight":0.062,"present":true,"contribution":1.6},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:46:30.435Z"},"uri":"https://www.vioscale.ai/software/microsoft-activation-scripts"},{"slug":"serde","name":"serde","tagline":"","homepage":"https://serde.rs","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Serde","primaryDomain":null},"score":{"composite":48.6,"confidence":0.16,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":76,"weight":0.038,"present":true,"contribution":2.9},"integrations":{"value":22.4,"weight":0.062,"present":true,"contribution":1.4},"github_activity":{"value":24.5,"weight":0.138,"present":true,"contribution":3.4},"release_cadence":{"value":99.4,"weight":0.077,"present":true,"contribution":7.7},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:47:30.345Z"},"uri":"https://www.vioscale.ai/software/serde"},{"slug":"rand-core","name":"rand_core","tagline":"","homepage":"https://rust-random.github.io/book","category":{"slug":"utilities","name":"Utilities"},"vendor":{"name":"Github","primaryDomain":null},"score":{"composite":29.8,"confidence":0.12,"confidenceBand":"low","breakdown":{"capabilities":{"value":0,"weight":0.123,"present":false,"contribution":0},"github_stars":{"value":21,"weight":0.038,"present":true,"contribution":0.8},"integrations":{"value":0,"weight":0.062,"present":false,"contribution":0},"github_activity":{"value":15,"weight":0.138,"present":true,"contribution":2.1},"release_cadence":{"value":60.6,"weight":0.077,"present":true,"contribution":4.7},"security_posture":{"value":0,"weight":0.1,"present":false,"contribution":0},"package_downloads":{"value":0,"weight":0.2,"present":false,"contribution":0},"stackoverflow_activity":{"value":0,"weight":0.092,"present":false,"contribution":0}},"computedAt":"2026-08-05T12:47:18.312Z"},"uri":"https://www.vioscale.ai/software/rand-core"}],"uri":"https://www.vioscale.ai/categories/utilities","entityCount":9},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-08-06T23:18:37.982Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"price_level":0.046,"reliability":0.062,"capabilities":0.123,"github_stars":0.038,"integrations":0.062,"github_activity":0.138,"release_cadence":0.077,"security_posture":0.1,"package_downloads":0.2,"pricing_transparency":0.062,"stackoverflow_activity":0.092}}}