{"repo": "best-of-ai/best-of-ai", "files": {"scripts/add-ranks.py": {"f75c8944c2105ed67bab1929845eb1cac0f785da": {"t": 1785674651.0282598, "n": 34290, "h": "b4ed3cd3f6db8ecc", "c": "#!/usr/bin/env python3\n\"\"\"Assign a quality rank (1–10) to every tool file.\n\n10 = iconic, category-defining\n 9 = widely used, strong brand\n 8 = popular, well-known\n 7 = solid, established\n 6 = decent, known in niche\n 5 = default (unknown / newer tools)\n 4 = limited info / very niche\n\"\"\"\n\nimport os\nimport re\n\nTOOLS_DIR = os.path.join(os.path.dirname(__file__), '..', 'content', 'tools')\n\n# Explicit rank assignments keyed by slug\nRANKS = {\n    # ── 10 — iconic / category-defining ─────────────────────────────────────\n    'chatgpt':               10,\n    'claude':                10,\n    'claude-3':              10,\n    'gemini':                10,\n    'gemini-pro':            10,\n    'gpt-4':                 10,\n    'midjourney':            10,\n    'stable-diffusion':      10,\n    'dall-e-3':              10,\n    'github-copilot':        10,\n    'cursor':                10,\n    'notion':                10,\n    'notion-ai':             10,\n    'figma':                 10,\n    'canva':                 10,\n    'grammarly':             10,\n    'perplexity':            10,\n    'perplexity-search':     10,\n    'elevenlabs':            10,\n    'runway':                10,\n    'suno':                  10,\n    'siri':                  10,\n    'google-assistant':      10,\n    'duolingo':              10,\n    'shopify':               10,\n    'stripe':                10,\n    'salesforce':            10,\n    'hubspot':               10,\n    'hubspot-crm':           10,\n    'airtable':              10,\n    'zapier':                10,\n    'zoom-ai':               10,\n    'slack-ai':              10,\n    'asana':                 10,\n    'linear':                10,\n    'grok':                  10,\n    'llama-3':               10,\n    'adobe-firefly':         10,\n    'adobe-premiere-pro-ai': 10,\n    'deepseek':              10,\n    'postman':               10,\n    'datadog':               10,\n    'crowdstrike':           10,\n    'okta':                  10,\n    'zendesk':               10,\n    'intercom':              10,\n    'hubspot-business':      10,\n    'microsoft-copilot':     10,\n    'sora':                  10,\n    'luma-dream-machine':    10,\n\n    # ── 9 — widely used, strong brand ────────────────────────────────────────\n    'copilot-workspace':     9,\n    'windsurf':              9,\n    'aider':                 9,\n    'replit':                9,\n    'bolt-new':              9,\n    'lovable':               9,\n    'v0':                    9,\n    'devin':                 9,\n    'cline':                 9,\n    'cursor-composer':       9,\n    'amazon-q':              9,\n    'amazon-codewhisperer':  9,\n    'jasper':                9,\n    'copy-ai':               9,\n    'writesonic':            9,\n    'notion-notes':          9,\n    'obsidian':              9,\n    'otter-ai':              9,\n    'fireflies-ai':          9,\n    'heygen':                9,\n    'synthesia':             9,\n    'descript':              9,\n    'riverside':             9,\n    'adobe-podcast':         9,\n    'murf':                  9,\n    'eleven-labs-sound-effects': 9,\n    'runway-video':          9,\n    'gen-3-alpha':           9,\n    'kling-ai':              9,\n    'pika-labs':             9,\n    'veo-2':                 9,\n    'ideogram':              9,\n    'flux':                  9,\n    'adobe-express':         9,\n    'adobe-lightroom-ai':    9,\n    'adobe-acrobat-ai':      9,\n    'adobe-sensei':          9,\n    'canva-infographics':    9,\n    'gamma':                 9,\n    'beautiful-ai':          9,\n    'framer':                9,\n    'webflow':               9,\n    'bubble':                9,\n    'make':                  9,\n    'n8n':                   9,\n    'monday-com':            9,\n    'clickup':               9,\n    'todoist':               9,\n    'notion-notes':          9,\n    'grammarly':             9,\n    'quillbot':              9,\n    'wordtune':              9,\n    'deepl':                 9,\n    'google-translate':      9,\n    'character-ai':          9,\n    'replika':               9,\n    'meta-ai':               9,\n    'amazon-polly':          9,\n    'wellsaid-labs':         9,\n    'playht':                9,\n    'whisper':               9,\n    'assemblyai':            9,\n    'rev':                   9,\n    'krisp':                 9,\n    'cleanvoice':            9,\n    'notebooklm':            9,\n    'perplexity-research':   9,\n    'elicit':                9,\n    'consensus':             9,\n    'scispace':              9,\n    'semantic-scholar':      9,\n    'scite-ai':              9,\n    'github-copilot':        9,\n    'tabnine':               9,\n    'codeium':               9,\n    'supermaven':            9,\n    'sourcegraph-cody':      9,\n    'aws-rekognition':       9,\n    'clarifai':              9,\n    'roboflow':              9,\n    'scale-ai':              9,\n    'pinecone':              9,\n    'langchain':             9,\n    'llamaindex':            9,\n    'hugging-face':          9,\n    'mistral':               9,\n    'cohere':                9,\n    'ai21-labs':             9,\n    'gpt-4':                 9,\n    'openai-o3':             9,\n    'gemma':                 9,\n    'microsoft-phi':         9,\n    'amazon-bedrock':        9,\n    'azure-openai':          9,\n    'vertex-ai':             9,\n    'google-ai-studio':      9,\n    'groq':                  9,\n    'anthropic':             9,\n    'salesforce-einstein':   9,\n    'hubspot':               9,\n    'pipedrive':             9,\n    'zoho-crm':              9,\n    'zendesk':               9,\n    'freshdesk':             9,\n    'intercom':              9,\n    'drift':                 9,\n    'tableau':               9,\n    'power-bi':              9,\n    'metabase':              9,\n    'amplitude-ai':          9,\n    'mixpanel':              9,\n    'semrush':               9,\n    'ahrefs':                9,\n    'surfer-seo':            9,\n    'clearscope':            9,\n    'jasper-marketing':      9,\n    'hubspot':               9,\n    'mailchimp':             9,\n    'buffer':                9,\n    'hootsuite':             9,\n    'sprout-social':         9,\n    'wiz':                   9,\n    'darktrace':             9,\n    'sentry':                9,\n    'new-relic':             9,\n    'stripe':                9,\n    'brex':                  9,\n    'rippling':              9,\n    'workday':               9,\n    'bamboohr':              9,\n    'greenhouse':            9,\n    'lever':                 9,\n    'procore':               9,\n    'vanta':                 9,\n    'drata':                 9,\n\n    # ── 8 — popular, well-known ───────────────────────────────────────────────\n    'claude-code':           8,\n    'google-jules':          8,\n    'qodo-ai':               8,\n    'mutable-ai':            8,\n    'jetbrains-ai':          8,\n    'bito-ai':               8,\n    'blackbox-ai':           8,\n    'aide':                  8,\n    'agentgpt':              8,\n    'autogpt':               8,\n    'crewai':                8,\n    'langflow':              8,\n    'flowise':               8,\n    'dify':                  8,\n    'composio':              8,\n    'openai-operator':       8,\n    'manus':                 8,\n    'openhands':             8,\n    'smolagents':            8,\n    'autogen':               8,\n    'coze':                  8,\n    'voiceflow':             8,\n    'botpress':              8,\n    'manychat':              8,\n    'typeform':              8,\n    'chatbase':              8,\n    'tidio':                 8,\n    'capacity':              8,\n    'forethought-ai':        8,\n    'kustomer-ai':           8,\n    'gladly':                8,\n    'gorgias':               8,\n    'balto':                 8,\n    'observe-ai':            8,\n    'talkdesk':              8,\n    'helpshift':             8,\n    'netomi':                8,\n    'midjourney':            8,\n    'adobe-firefly':         8,\n    'stable-diffusion':      8,\n    'comfyui':               8,\n    'civitai':               8,\n    'mage-space':            8,\n    'playground-ai':         8,\n    'krea-ai':               8,\n    'seaart':                8,\n    'leonardo-ai':           8,\n    'getimg-ai':             8,\n    'artbreeder':            8,\n    'freepik-ai':            8,\n    'generated-photos':      8,\n    'stockimg-ai':           8,\n    'nightcafe':             8,\n    'starryai':              8,\n    'dream-wombo':           8,\n    'craiyon':               8,\n    'bing-image-creator':    8,\n    'photoroom':             8,\n    'removebg':              8,\n    'clipdrop':              8,\n    'cleanup-pictures':      8,\n    'background-remover':    8,\n    'erasebg':               8,\n    'lensa-ai':              8,\n    'fotor':                 8,\n    'pixlr':                 8,\n    'befunky':               8,\n    'luminar-neo':           8,\n    'on1-photo-ai':          8,\n    'topaz-photo-ai':        8,\n    'adobe-lightroom-ai':    8,\n    'remini':                8,\n    'upscayl':               8,\n    'neural-love':           8,\n    'picsart-ai':            8,\n    'pixelcut':              8,\n    'vectorizer-ai':         8,\n    'topaz-video-ai':        8,\n    'real-esrgan':           8,\n    'aive':                  8,\n    'waifu2x':               8,\n    'opus-clip':             8,\n    'munch':                 8,\n    'capcut':                8,\n    'veed-io':               8,\n    'invideo':               8,\n    'flexclip':              8,\n    'kapwing':               8,\n    'clideo':                8,\n    'wave-video':            8,\n    'wondershare-filmora':   8,\n    'pictory':               8,\n    'captions-ai':           8,\n    'vidyo-ai':              8,\n    'happy-scribe':          8,\n    'subtitlebee':           8,\n    'otter-ai-subtitles':    8,\n    'rev':                   8,\n    'heygen':                8,\n    'd-id':                  8,\n    'synthesia':             8,\n    'colossyan':             8,\n    'elai-io':               8,\n    'aiva':                  8,\n    'suno':                  8,\n    'udio':                  8,\n    'mubert':                8,\n    'soundraw':              8,\n    'beatoven-ai':           8,\n    'boomy':                 8,\n    'loudly':                8,\n    'altered-ai':            8,\n    'resemble-ai':           8,\n    'replica-studios':       8,\n    'murf-voice':            8,\n    'speechify':             8,\n    'voicemod':              8,\n    'cartesia':              8,\n    'hume-ai':               8,\n    'lovo-ai':               8,\n    'kokoro-tts':            8,\n    'deepgram':              8,\n    'notta':                 8,\n    'sonix':                 8,\n    'happyscribe':           8,\n    'avoma':                 8,\n    'fathom':                8,\n    'meetgeek':              8,\n    'grain':                 8,\n    'claap':                 8,\n    'read-ai':               8,\n    'fellow':                8,\n    'sembly-ai':             8,\n    'tldv':                  8,\n    'tactiq':                8,\n    'supernormal':           8,\n    'noty-ai':               8,\n    'slack-ai':              8,\n    'notion':                8,\n    'obsidian-ai':           8,\n    'logseq':                8,\n    'roam-research':         8,\n    'heptabase':             8,\n    'tana':                  8,\n    'craft-docs':            8,\n    'amplenote':             8,\n    'remnote':               8,\n    'mem':                   8,\n    'reflect':               8,\n    'anytype':               8,\n    'capacities':            8,\n    'liner':                 8,\n    'readwise-reader':       8,\n    'glean':                 8,\n    'notion-notes':          8,\n    'exa-ai':                8,\n    'you-search':            8,\n    'perplexity-search':     8,\n    'andi':                  8,\n    'kagi':                  8,\n    'arc-browser':           8,\n    'brave-leo':             8,\n    'devv-ai':               8,\n    'phind':                 8,\n    'google-maps':           8,\n    'apple-maps':            8,\n    'yelp':                  8,\n    'foursquare':            8,\n    'bing-chat':             8,\n    'perplexity-labs':       8,\n    'perplexity-pages':      8,\n    'gamma':                 8,\n    'decktopus':             8,\n    'beautiful-ai':          8,\n    'tome':                  8,\n    'plus-ai':               8,\n    'pitch':                 8,\n    'slidebean':             8,\n    'slidesai':              8,\n    'visme-ai':              8,\n    'powtoon':               8,\n    'animaker':              8,\n    'vyond':                 8,\n    'lottie':                8,\n    'after-effects':         8,\n    'rive':                  8,\n    'spline':                8,\n    'luma-ai':               8,\n    'meshy-ai':              8,\n    'masterpiece-studio':    8,\n    'kaedim':                8,\n    'tripo3d':               8,\n    'polycam':               8,\n    'alpha3d':               8,\n    'meshcapade':            8,\n    'kahoot':                8,\n    'coursera':              8,\n    'udemy':                 8,\n    'khan-academy':          8,\n    'khanmigo':              8,\n    'brilliant':             8,\n    'duolingo':              8,\n    'babbel':                8,\n    'busuu':                 8,\n    'rosetta-stone':         8,\n    'quizlet-ai':            8,\n    'socratic':              8,\n    'chegg-ai':              8,\n    'dreambox-learning':     8,\n    'carnegie-learning':     8,\n    'ixl':                   8,\n    'mathway':               8,\n    'studysmarter':          8,\n    'synthesis':             8,\n    'turnitin':              8,\n    'gptzero':               8,\n    'copyleaks':             8,\n    'scribbr':               8,\n    'connected-papers':      8,\n    'research-rabbit':       8,\n    'litmaps':               8,\n    'notebooklm':            8,\n    'notebook-lm-plus':      8,\n    'wolfram-alpha-ai':      8,\n    'explainpaper':          8,\n    'scholarcy':             8,\n    'scite-ai':              8,\n    'iris-ai':               8,\n    'scinapse':              8,\n    'dimensions':            8,\n    'lens-org':              8,\n    'inciteful':             8,\n    'openread':              8,\n    'undermind':             8,\n    'paper-digest':          8,\n    'perplexity-sonar':      8,\n    'harvey':                8,\n    'casetext':              8,\n    'donotpay':              8,\n    'ironclad':              8,\n    'juro':                  8,\n    'kira-systems':          8,\n    'lexion':                8,\n    'lawgeex':               8,\n    'luminance':             8,\n    'robin-ai':              8,\n    'spellbook':             8,\n    'contractsafe':          8,\n    'agiloft':               8,\n    'contractpodai':         8,\n    'chatpdf':               8,\n    'humata':                8,\n    'notebooklm':            8,\n    'dovetail':              8,\n    'maze':                  8,\n    'hotjar-ai':             8,\n    'attention-insight':     8,\n    'brandwatch':            8,\n    'crimson-hexagon':       8,\n    'semrush-market':        8,\n    'cb-insights':           8,\n    'similarweb':            8,\n    'pitchbook':             8,\n    'crunchbase':            8,\n    'alphasense':            8,\n    'morningstar-ai':        8,\n    'outreach':              8,\n    'salesloft':             8,\n    'gong':                  8,\n    'chorus-ai':             8,\n    'clari':                 8,\n    'apollo':                8,\n    'clay':                  8,\n    'instantly':             8,\n    'lavender':              8,\n    'people-ai':             8,\n    'apollo-lead':           8,\n    'zoominfo':              8,\n    'linkedin-sales-navigator': 8,\n    'hunter':                8,\n    'conversica':            8,\n    'amplemarket':           8,\n    'demandbase':            8,\n    'attentive':             8,\n    'klaviyo-ai':            8,\n    'activecampaign-ai':     8,\n    'brevo-ai':              8,\n    'mailchimp':             8,\n    'mixmax':                8,\n    'superhuman':            8,\n    'spark-mail':            8,\n    'sanebox':               8,\n    'shortwave':             8,\n    'boomerang':             8,\n    'calendly':              8,\n    'acuity-scheduling':     8,\n    'motion':                8,\n    'clockwise':             8,\n    'reclaim-ai':            8,\n    'sunsama':               8,\n    'akiflow':               8,\n    'x-ai':                  8,\n    'taskade':               8,\n    'height':                8,\n    'monday-com':            8,\n    'smartsheet-ai':         8,\n    'wrike':                 8,\n    'paymo':                 8,\n    'adcreative-ai':         8,\n    'pattern89':             8,\n    'pencil':                8,\n    'smartly':               8,\n    'kickresume':            8,\n    'resume-io':             8,\n    'rezi':                  8,\n    'zety':                  8,\n    'indeed':                8,\n    'linkedin':              8,\n    'glassdoor':             8,\n    'ziprecruiter':          8,\n    'workable':              8,\n    'smartrecruiters':       8,\n    'lemonade':              8,\n    'root-insurance':        8,\n    'next-insurance':        8,\n    'crowdstrike':           8,\n    'darktrace':             8,\n    'sentry':                8,\n    'bugsnag':               8,\n    'mapbox':                8,\n    'arcgis':                8,\n    'planet-labs':           8,\n    'climate-trace':         8,\n    'watershed':             8,\n    'carbon-trust':          8,\n    'aurora-solar':          8,\n    'labelbox':              8,\n    'appen':                 8,\n    'cvat':                  8,\n    'planetscale':           8,\n    'neon-db':               8,\n    'woebot':                8,\n    'wysa':                  8,\n    'betterhelp':            8,\n    'headspace':             8,\n    'calm':                  8,\n    'betterup':              8,\n    'mindmeister':           8,\n    'xmind':                 8,\n    'drawio':                8,\n    'creately':              8,\n    'mermaid-chart':         8,\n    'gitbook':               8,\n    'confluence-ai':         8,\n    'myfitnesspal':          8,\n    'noom':                  8,\n    'whoop':                 8,\n    'fitbod':                8,\n    'duolingo':              8,\n    'hopper':                8,\n    'tripadvisor':           8,\n    'wanderlog':             8,\n    'alchemy-web3':          8,\n    'turbotax':              8,\n    'taxjar':                8,\n    'avalara':               8,\n    'teladoc':               8,\n    'doxy-me':               8,\n    'hudl':                  8,\n    'catapult-sports':       8,\n    'samsara':               8,\n    'fleetio':               8,\n    'geotab':                8,\n    'procore':               8,\n    'autodesk-construction': 8,\n    'autogrid':              8,\n    'vanta':                 8,\n    'drata':                 8,\n    'onetrust':              8,\n    'bigid':                 8,\n    'osano':                 8,\n    'persona':               8,\n    'jumio':                 8,\n    'okta':                  8,\n    'cloudhealth':           8,\n    'turbonomic':            8,\n    'hopin':                 8,\n    'bizzabo':               8,\n    'grip-events':           8,\n    'benchling':             8,\n    'dnanexus':              8,\n    'geneious':              8,\n    'atomwise':              8,\n    'schrodinger':           8,\n    'recursion':             8,\n    'viz-ai':                8,\n    'zebra-medical':         8,\n    'arterys':               8,\n    'papercup':              8,\n    'deepdub':               8,\n    'dubverse':              8,\n    'ready-player-me':       8,\n    'character-creator':     8,\n    'covariant':             8,\n    'intrinsic':             8,\n    'spire-global':          8,\n    'maxar':                 8,\n    'stats-perform':         8,\n    'monkeylearn':           8,\n    'testim':                8,\n    'applitools':            8,\n    'mabl':                  8,\n    'bonterra':              8,\n    'bloomerang':            8,\n    'cronometer':            8,\n    'embark':                8,\n    'patsnap':               8,\n    'mostly-ai':             8,\n    'gretel-ai':             8,\n    'tonic-ai':              8,\n\n    # ── 7 — solid, established ────────────────────────────────────────────────\n    'agno-ai':               7,\n    'phidata':               7,\n    'e2b':                   7,\n    'activepieces':          7,\n    'pipedream':             7,\n    'workato':               7,\n    'nintex':                7,\n    'power-automate':        7,\n    'power-automate-automation': 7,\n    'tray-io':               7,\n    'uipath':                7,\n    'airbyte-ai':            7,\n    'fivetran':              7,\n    'dbt-cloud':             7,\n    'h2o-ai':                7,\n    'datarobot':             7,\n    'obviously-ai':          7,\n    'julius-ai':             7,\n    'posthog-ai':            7,\n    'domo-ai':               7,\n    'sisense':               7,\n    'thoughtspot':           7,\n    'anyscale':              7,\n    'replicate':             7,\n    'together-ai':           7,\n    'fireworks-ai':          7,\n    'runpod':                7,\n    'lambda-labs':           7,\n    'vast-ai':               7,\n    'paperspace':            7,\n    'coreweave':             7,\n    'modal':                 7,\n    'cerebras':              7,\n    'openrouter':            7,\n    'jan-ai':                7,\n    'lm-studio':             7,\n    'ollama':                7,\n    'open-webui':            7,\n    'anythingllm':           7,\n    'pinecone':              7,\n    'wandb-weave':           7,\n    'weights-biases':        7,\n    'agentops':              7,\n    'eraser':                7,\n    'mintlify':              7,\n    'swimm':                 7,\n    'stepsize':              7,\n    'semgrep':               7,\n    'snyk-ai':               7,\n    'codiga':                7,\n    'gitlens-ai':            7,\n    'pieces-for-developers': 7,\n    'coderabbit':            7,\n    'warp':                  7,\n    'fly-io':                7,\n    'netlify':               7,\n    'railway':               7,\n    'supabase-ai':           7,\n    'vercel-ai':             7,\n    'locofy-ai':             7,\n    'anima':                 7,\n    'galileo-ai':            7,\n    'uizard':                7,\n    'visily':                7,\n    'penpot':                7,\n    'invision':              7,\n    'sketch':                7,\n    'khroma':                7,\n    'microsoft-designer':    7,\n    'whimsical-ai':          7,\n    'lucidchart-ai':         7,\n    'infogram':              7,\n    'piktochart':            7,\n    'venngage':              7,\n    'brandmark':             7,\n    'looka':                 7,\n    'hatchful':              7,\n    'logo-ai':               7,\n    'framer':                7,\n    'durable':               7,\n    'wix-adi':               7,\n    '10web':                 7,\n    'bubble-app':            7,\n    'softr':                 7,\n    'glide':                 7,\n    'flutterflow':           7,\n    'retool-ai':             7,\n    'appsheet':              7,\n    'adalo':                 7,\n    'plasmic':               7,\n    'dora':                  7,\n    'webflow':               7,\n    'airtable':              7,\n    'notion':                7,\n    'coda-ai':               7,\n    'miro-ai':               7,\n    'nuance-dax':            7,\n    'doximity':              7,\n    'ada-health':            7,\n    'babylon-health':        7,\n    'buoy-health':           7,\n    'k-health':              7,\n    'infermedica':           7,\n    'navina':                7,\n    'aidoc-ai':              7,\n    'lunit':                 7,\n    'tempus-ai':             7,\n    'benevolentai':          7,\n    'insilico-medicine':     7,\n    'alphafold-ai':          7,\n    'paige-ai':              7,\n    'suki-ai':               7,\n    'abridge-ai':            7,\n    'ada':                   7,\n    'planner-5d':            7,\n    'homestyler':            7,\n    'houzz':                 7,\n    'sketchup':              7,\n    'finch3d':               7,\n    'testfit':               7,\n    'spacemaker-ai':         7,\n    'climate-fieldview':     7,\n    'john-deere':            7,\n    'farmlogs':              7,\n    'granular':              7,\n    'fashwell':              7,\n    'stitch-fix':            7,\n    'the-yes':               7,\n    'vue-ai':                7,\n    'plantnet':              7,\n    'sidechef':              7,\n    'whisk':                 7,\n    'yuka':                  7,\n    'charisma-ai':           7,\n    'inworld-ai':            7,\n    'scenario':              7,\n    'ludo-ai':               7,\n    'promethean-ai':         7,\n    'ai-dungeon':            7,\n    'buzzsprout':            7,\n    'spotify-podcasters':    7,\n    'descript-podcast':      7,\n    'transistor':            7,\n    'chai':                  7,\n    'kindroid':              7,\n    'pi-ai':                 7,\n    'alexa-ai':              7,\n    'compress-ai':           7,\n    'gamma':                 7,\n    'content-at-scale':      7,\n    'article-forge':         7,\n    'longshot-ai':           7,\n    'koala-ai':              7,\n    'narrato':               7,\n    'writerly':              7,\n    'ink-editor':            7,\n    'chibi-ai':              7,\n    'rytr':                  7,\n    'scalenut':              7,\n    'sassbook-ai':           7,\n    'ai-writer':             7,\n    'wordai':                7,\n    'wordsmith':             7,\n    'novelai':               7,\n    'sudowrite':             7,\n    'jenni-ai':              7,\n    'lex':                   7,\n    'hemingway-editor':      7,\n    'prowritingaid':         7,\n    'languagetool':          7,\n    'textio':                7,\n    'originality-ai':        7,\n    'openai-canvas':         7,\n    'copy-ai-writing':       7,\n    'jasper-copy':           7,\n    'peppertype-ai':         7,\n    'hypotenuse-ai':         7,\n    'anyword':               7,\n    'writesonic-copy':       7,\n    'growthbar':             7,\n    'moz-pro':               7,\n    'neuraltext':            7,\n    'frase':                 7,\n    'alli-ai':               7,\n    'marketmuse':            7,\n    'unbounce-ai':           7,\n    'crayon':                7,\n    'persado':               7,\n    'jasper-marketing':      7,\n    'rippling':              7,\n    'adp':                   7,\n    'bamboohr':              7,\n    'workday':               7,\n    'personio':              7,\n    'factorial':             7,\n    'hibob':                 7,\n    'charliehr':             7,\n    'betterworks':           7,\n    'leapsome':              7,\n    'lattice-ai':            7,\n    'culture-amp':           7,\n    'eightfold-ai':          7,\n    'hirevue':               7,\n    '15five-ai':             7,\n    'expensify':             7,\n    'bill-ai':               7,\n    'botkeeper':             7,\n    'pilot':                 7,\n    'zeni':                  7,\n    'causal':                7,\n    'mosaic':                7,\n    'ramp':                  7,\n    'tipalti':               7,\n    'stampli':               7,\n    'yodlee':                7,\n    'plaid':                 7,\n    'kensho':                7,\n    'pitchbook':             7,\n    'docusign-ai':           7,\n    'pandadoc-ai':           7,\n    'proposify':             7,\n    'qwilr':                 7,\n    'salesforce-einstein':   7,\n    'zoho':                  7,\n    'servicenow':            7,\n    'aws-govcloud':          7,\n    'palantir-gotham':       7,\n    'ibm-watson-government': 7,\n    'microsoft-government-cloud': 7,\n    'redfin':                7,\n    'zillow':                7,\n    'compass':               7,\n    'opendoor':              7,\n    'bigcommerce':           7,\n    'magento':               7,\n    'woocommerce':           7,\n    'dynamic-yield':         7,\n    'nosto':                 7,\n    'okendo':                7,\n    'yotpo':                 7,\n    'stamped-io':            7,\n    'recharge':              7,\n    'privy':                 7,\n    'formula-bot':           7,\n    'ajelix':                7,\n    'sheet-plus':            7,\n    'numerous':              7,\n    'blue-yonder':           7,\n    'sap-ariba':             7,\n    'llamasoft':             7,\n    'oracle-scm':            7,\n    'dark-sky':              7,\n    'tomorrow-io':           7,\n    'weather-ai':            7,\n    'weatherbug':            7,\n    'contentstudio':         7,\n    'metricool':             7,\n    'later':                 7,\n    'missinglettr':          7,\n    'socialbee':             7,\n    'predis-ai':             7,\n    'typefully':             7,\n    'taplio':                7,\n    'flick-ai':              7,\n    'aiprm':                 7,\n    'poe':                   7,\n    'gemini-advanced':       7,\n    'mistral-le-chat':       7,\n    'kimi':                  7,\n    'venice-ai':             7,\n    '01-ai':                 7,\n    'aleph-alpha':           7,\n    'qwen':                  7,\n    'together-ai-models':    7,\n    'amplenote':             7,\n    'raycast-ai':            7,\n    'reclaim-ai':            7,\n    'compose-ai':            7,\n    'loom':                  7,\n    'synthesia-video':       7,\n    'biteable':              7,\n    'fliki':                 7,\n    'moovly':                7,\n    'raw-shorts':            7,\n    'renderforest':          7,\n    'simpleshow':            7,\n    'steve-ai':              7,\n    'stable-video-diffusion': 7,\n    'hailuo-ai':             7,\n    'haiper':                7,\n    'dolby-io':              7,\n    'izotope-rx':            7,\n    'auphonic':              7,\n    'cleanfeed':             7,\n    'landr':                 7,\n    'theaudiostuff':         7,\n    'adobe-enhance-speech':  7,\n    'descript-studio-sound': 7,\n    'eleven-labs-sound-effects': 7,\n    'lokalise-ai':           7,\n    'phrase':                7,\n    'microsoft-translator':  7,\n    'reverso':               7,\n    'deepl':                 7,\n    'altern':                7,\n    'ai-for-developer':      7,\n    'aidir-wiki':            7,\n    'productivity-directory': 7,\n    'aisera':                7,\n    '6sense-ai':             7,\n    'moovly':                7,\n    'ace-studio':            7,\n    'abbyy':                 7,\n    'weglot':                7,\n    'transifex':             7,\n    'crowdin':               7,\n    'bambu-studio':          7,\n    'prusaslicer':           7,\n    'ultimaker-cura':        7,\n    'accessibe':             7,\n    'naturalreader':         7,\n    'be-my-eyes':            7,\n    'rapidapi':              7,\n    'insomnia':              7,\n    '8th-wall':              7,\n    'niantic-lightship':     7,\n    'meta-quest':            7,\n    'agiloft':               7,\n    'landing-ai':            7,\n    'hive-moderation':       7,\n    'perspective-api':       7,\n    'azure-content-moderator': 7,\n    'sight-machine':         7,\n    'augury':                7,\n    'tulip':                 7,\n    'stem-ai':               7,\n    'uplight':               7,\n    'hopin':                 7,\n    'transifex':             7,\n    'mercury':               7,\n    'brex':                  7,\n    'freeletics':            7,\n    'kinedu':                7,\n    'homer-learning':        7,\n    'tinybeans':             7,\n    'iplytics':              7,\n    'derwent-innovation':    7,\n    'petcube':               7,\n    'whistle-pets':          7,\n    'transcend-privacy':     7,\n    'promptbase':            7,\n    'prompthero':            7,\n    'flowgpt':               7,\n    'blinkist':              7,\n    'audible':               7,\n    'readwise':              7,\n    'storychief':            7,\n    'shorthand':             7,\n    'storybird':             7,\n    'moralis':               7,\n    'dune-analytics':        7,\n    'amwell':                7,\n    'mermaid-chart':         7,\n    'archbee':               7,\n    'rookie':                7,\n    'particle-iot':          7,\n    'aws-iot':               7,\n    'azure-iot':             7,\n    'samsara':               7,\n    'geotab':                7,\n    'buildxact':             7,\n    'spot-io':               7,\n    'vanta':                 7,\n    'drata':                 7,\n    'smartrecruiters':       7,\n    'formant':               7,\n    'satellogic':            7,\n    'lexalytics':            7,\n    'repustate':             7,\n    'virtuous':              7,\n    'adiprm':                7,\n    'rookout':               7,\n    'coggle':                7,\n    'mybillbook':            7,\n}\n\nDEFAULT_RANK = 5\n\n\ndef get_rank(slug):\n    return RANKS.get(slug, DEFAULT_RANK)\n\n\ndef process_file(path):\n    with open(path, 'r', encoding='utf-8') as f:\n        content = f.read()\n\n    m = re.match(r'^(---\\n)(.*?)(---\\n)', content, re.S)\n    if not m:\n        return False\n\n    fm = m.group(2)\n    slug_m = re.search(r\"^slug:\\s*'?([^'\\n]+)'?\", fm, re.M)\n    if not slug_m:\n        return False\n\n    slug = slug_m.group(1).strip().strip(\"'\")\n    rank = get_rank(slug)\n\n    # Remove existing rank line\n    fm_lines = [l for l in fm.split('\\n') if not l.startswith('rank:')]\n    fm = '\\n'.join(fm_lines)\n    if not fm.endswith('\\n'):\n        fm += '\\n'\n\n    # Insert rank after 'featured:' line\n    lines = fm.split('\\n')\n    new_lines = []\n    inserted = False\n    for line in lines:\n        new_lines.append(line)\n        if line.startswith('featured:') and not inserted:\n            new_lines.append(f'rank: {rank}')\n            inserted = True\n    if not inserted:\n        new_lines.append(f'rank: {rank}')\n\n    new_fm = '\\n'.join(new_lines)\n    new_content = m.group(1) + new_fm + m.group(3) + content[m.end():]\n\n    with open(path, 'w', encoding='utf-8') as f:\n        f.write(new_content)\n    return True\n\n\ndef main():\n    files = sorted(f for f in os.listdir(TOOLS_DIR) if f.endswith('.md'))\n    updated = 0\n    rank_counts = {}\n    for fname in files:\n        slug = fname[:-3]\n        rank = get_rank(slug)\n        rank_counts[rank] = rank_counts.get(rank, 0) + 1\n        path = os.path.join(TOOLS_DIR, fname)\n        if process_file(path):\n            updated += 1\n\n    print(f'Updated {updated}/{len(files)} files.')\n    print('Rank distribution:')\n    for r in sorted(rank_counts, reverse=True):\n        print(f'  Rank {r}: {rank_counts[r]} tools')\n\n\nif __name__ == '__main__':\n    main()\n"}}}}