{ "actionWords": [ "animate", "anonymise", "approve", "cancel", "chunk", "classify", "clone", "crawl", "deploy", "diarise", "draw", "dub", "embed", "enrich", "evaluate", "extract", "fetch", "finetune", "forecast", "forget", "geocode", "invoice", "merge", "moderate", "narrate", "notify", "ocr", "parse", "post", "publish", "rebook", "record", "redact", "refund", "remember", "rerank", "route", "schedule", "scrape", "screenshot", "speak", "split", "summarise", "trace", "train", "transcribe", "transcription", "translate", "translation", "tweet", "upload", "upscale", "vectorise", "verify" ], "articles": [ "a", "an", "any", "her", "his", "its", "my", "our", "some", "that", "the", "their", "these", "this", "those", "your" ], "byCapability": { "accounting.bills": [ "expenses", "expense", "accounts payable", "vendor bill", "supplier bill", "pay a bill", "pay bills" ], "accounting.invoices": [ "invoice", "invoicing", "create an invoice", "send an invoice", "accounts receivable" ], "accounting.ledger": [ "ledger", "bookkeeping", "journal entry", "journal entries", "chart of accounts", "general ledger" ], "accounting.reports": [ "profit and loss", "balance sheet", "cash flow statement", "financial report", "financial statements" ], "accounting.unified": [ "unified accounting", "accounting api", "every accounting system", "quickbooks and xero" ], "agent.durable": [ "durable execution", "durable agent", "long running agent", "resume an agent", "checkpointing", "workflow state" ], "agent.framework": [ "agent framework", "agent sdk", "build an agent", "agent loop" ], "agent.harness": [ "coding agent", "agent harness", "terminal agent", "cli agent", "agent in the terminal", "agent in my terminal", "code assistant", "ai pair programmer", "pair programmer", "autonomous coding", "agent that edits files", "run an agent headless" ], "agent.mcp-client": [ "mcp client", "connect to mcp servers", "use mcp servers" ], "agent.multi-agent": [ "multi agent", "multiple agents", "agent team", "crew of agents", "swarm", "orchestrate agents", "subagents" ], "agent.tools": [ "tool calling", "ready made tools", "tools for my agent", "give my agent tools" ], "audio.music": [ "music", "song", "songs", "generate music", "compose", "soundtrack", "jingle", "background music", "instrumental" ], "audio.sfx": [ "sound effect", "sound effects", "sfx", "foley" ], "audio.stems": [ "stem separation", "separate stems", "split stems", "isolate vocals", "remove vocals", "karaoke", "separate vocals", "separate the vocals", "vocal separation", "extract vocals" ], "audio.vocals": [ "vocals", "singing", "ai singer", "lyrics to song" ], "auth.agent-identity": [ "agent identity", "identity for my agent", "agent credentials", "web bot auth" ], "auth.consent": [ "user consent", "delegated access", "scoped access", "consent screen", "on behalf of a user", "on behalf of the user" ], "auth.oauth": [ "oauth", "oauth flow", "sign in with google", "connect a user's account", "third party login", "login with google", "log in with google", "log in with", "sign in with", "login with" ], "auth.tokens": [ "token storage", "store oauth tokens", "refresh tokens", "token vault", "access tokens" ], "automation.actions": [ "app actions", "prebuilt actions" ], "automation.apps": [ "connect apps", "app integrations", "integrations", "thousands of apps", "connect to saas apps" ], "automation.auth": [ "managed auth", "auth for integrations", "connected accounts" ], "automation.code": [ "code workflows", "workflow scripts", "code first automation" ], "automation.embedded": [ "embedded integrations", "integrations for my users", "ipaas", "embedded ipaas" ], "automation.webhooks": [ "webhook", "webhooks", "trigger on a webhook", "listen for webhooks" ], "automation.workflows": [ "workflow", "workflows", "automate", "automation", "no code automation", "trigger a workflow", "run a workflow", "zap", "zaps" ], "bank.accounts": [ "bank account", "bank accounts", "account balance", "bank balance", "open banking", "link a bank account", "connect a bank" ], "bank.consent": [ "bank consent", "banking consent" ], "bank.identity": [ "income verification", "verify income", "account ownership", "kyc", "bank identity", "verify identity", "identity verification", "id verification", "verify a user's identity" ], "bank.payments": [ "pay by bank", "bank transfer", "bank payment", "account to account payment", "direct debit" ], "bank.transactions": [ "bank transactions", "transaction history", "bank statements", "bank statement", "categorise transactions", "spending data" ], "browser.control": [ "browser", "control a browser", "drive a browser", "browser automation", "automate a browser", "headless browser", "click buttons", "fill in a form", "fill a form", "navigate a website", "computer use", "puppeteer", "playwright", "selenium", "log into a website" ], "browser.debug": [ "devtools", "debug a web page", "console errors", "network requests", "performance trace", "lighthouse" ], "browser.hosted": [ "hosted browser", "cloud browser", "remote browser", "browser session", "browser sessions", "browser infrastructure", "stealth browser" ], "calendar.availability": [ "availability", "free time", "free slots", "find a time", "when is everyone free", "free busy", "open slots" ], "calendar.booking": [ "book a meeting", "schedule a meeting", "booking page", "appointment", "appointments", "book an appointment", "meeting", "meetings", "schedule a call", "scheduling link" ], "calendar.read": [ "read my calendar", "calendar events", "upcoming events", "list events", "google calendar", "outlook calendar" ], "calendar.webhooks": [ "calendar webhook", "calendar changes" ], "calendar.write": [ "create an event", "add an event", "add to calendar", "calendar invite", "send an invite", "update an event", "calendar event", "create a calendar event", "add a calendar event", "new calendar event" ], "code.deploy": [ "deploy", "deploy an app", "deploy a website", "ship to production" ], "code.docs": [ "library docs", "api docs", "documentation", "up to date docs", "code docs", "framework docs", "sdk docs", "read the docs" ], "code.git": [ "git", "commit", "git history", "diff", "branch" ], "code.repo": [ "github", "repository", "repo", "pull request", "open a pull request", "code review", "gitlab", "merge request" ], "commerce.cart": [ "cart", "shopping cart", "add to cart", "basket" ], "commerce.checkout": [ "checkout", "place an order", "buy something", "complete a purchase" ], "commerce.headless": [ "headless commerce", "storefront", "online store", "ecommerce", "e commerce" ], "commerce.orders": [ "orders", "order status", "fulfilment", "track an order", "refund an order" ], "commerce.products": [ "product catalogue", "inventory", "stock levels", "product listings", "catalogue" ], "compute.batch": [ "batch job", "batch jobs", "batch inference", "offline batch" ], "compute.containers": [ "container", "containers", "docker", "run a container", "docker image" ], "compute.endpoints": [ "inference endpoint", "host a model", "deploy a model", "serve a model", "model endpoint", "dedicated endpoint" ], "compute.gpu": [ "gpu", "gpus", "rent a gpu", "h100", "a100", "cuda", "gpu instance", "gpu cloud" ], "compute.serverless": [ "serverless", "serverless function", "lambda", "cloud function", "faas" ], "crm.activities": [ "log a call", "log an activity", "crm notes", "crm tasks", "follow up task" ], "crm.email": [ "crm email", "sales email", "email sequence", "outreach sequence" ], "crm.marketing": [ "marketing automation", "crm marketing" ], "crm.pipeline": [ "sales pipeline", "deal", "deals", "opportunity", "opportunities", "deal stage", "deal pipeline" ], "crm.platform-dev": [ "crm app", "crm custom objects", "build on the crm" ], "crm.records": [ "crm", "contact record", "update a contact", "add a contact", "crm contacts", "customer record" ], "crm.search": [ "search the crm", "find a contact", "crm search", "look up a customer" ], "crm.webhooks": [ "crm webhook", "crm changes" ], "data.company": [ "company data", "company info", "company information", "companies house", "company lookup", "company registry", "business registry", "firmographics", "company profile", "look up a company", "registered office", "company number", "companies", "vat number", "company directors", "directors of a company" ], "data.knowledge": [ "wikipedia", "encyclopedia", "facts about", "wikidata", "general knowledge" ], "data.markets": [ "market data", "stock price", "stock prices", "stocks", "equities", "share price", "ticker", "stock quote", "fx rates", "exchange rates", "forex", "currency rates" ], "data.person": [ "person data", "people data", "person lookup", "people search", "find a person", "background on a person" ], "data.weather": [ "weather data", "weather api" ], "db.admin": [ "database admin", "migrations", "schema migration", "manage a database", "create a database", "branch a database" ], "db.document": [ "document database", "nosql", "mongodb", "json documents" ], "db.filters": [ "metadata filter", "metadata filtering", "filter by metadata", "filtered search" ], "db.fulltext": [ "full text search", "keyword search", "bm25", "text search index" ], "db.hybrid": [ "hybrid search", "vector and keyword search" ], "db.serverless": [ "serverless vector database", "serverless database" ], "db.sql": [ "sql", "postgres", "postgresql", "mysql", "sqlite", "query a database", "database", "run a sql query", "relational database", "sql query", "bigquery", "snowflake", "data warehouse", "redshift", "clickhouse", "text to sql" ], "db.vector": [ "vector", "vectors", "vector database", "vector store", "vector search", "similarity search", "semantic search", "rag", "retrieval", "nearest neighbour search", "store embeddings", "similar documents", "find similar", "similarity", "store vectors", "rag pipeline", "build a rag pipeline" ], "design.brand": [ "brand kit", "brand assets", "logo", "brand guidelines" ], "design.canvas": [ "canvas", "whiteboard", "sticky notes", "figjam", "miro board" ], "design.code": [ "design to code", "figma to code", "code from a design" ], "design.comments": [ "design comments", "comment on a design", "design feedback" ], "design.components": [ "design system", "design tokens", "component library", "design components" ], "design.files": [ "design file", "design files", "figma file", "read a design", "mockup", "mockups" ], "design.render": [ "social graphic", "social graphics", "og image", "banner", "thumbnail", "certificate", "render graphics" ], "design.templates": [ "fill a template", "image template", "design template", "templates" ], "diagram.architecture": [ "architecture diagram", "cloud diagram", "system diagram", "infrastructure diagram" ], "diagram.as-code": [ "mermaid", "plantuml", "graphviz", "diagram as code", "d2 diagram" ], "diagram.create": [ "diagram", "draw a diagram", "flowchart", "flow chart", "sequence diagram", "mind map", "org chart" ], "diagram.edit": [ "edit a diagram", "update a diagram" ], "diagram.export": [ "export a diagram", "diagram to png", "diagram to svg", "render a diagram" ], "docs.chunk": [ "chunk", "chunking", "split into chunks", "chunk a document", "chunks for rag" ], "docs.classify": [ "classify documents", "document classification", "sort documents", "document type" ], "docs.extract": [ "extract fields", "invoice parsing", "parse an invoice", "invoice extraction", "extract invoice data", "receipt", "receipts", "receipt scanning", "form extraction", "structured extraction", "key value extraction", "id document", "passport", "extract data from a document", "intelligent document processing", "idp" ], "docs.microsoft": [ "microsoft docs", "microsoft learn", "azure docs" ], "docs.ocr": [ "ocr", "optical character recognition", "scanned document", "scanned documents", "scan", "scanned", "read text from an image", "image to text", "text from an image", "handwriting", "text in a photo" ], "docs.parse": [ "parse a pdf", "pdf parsing", "pdf to text", "pdf to markdown", "parse a document", "document parsing", "parse documents", "document to markdown", "read a pdf", "docx to text", "extract text from a pdf", "pdf text" ], "docs.tables": [ "extract tables", "table extraction", "tables from a pdf", "parse tables" ], "email.analytics": [ "email analytics", "open rate", "open rates", "click rate", "deliverability", "bounce rate" ], "email.domains": [ "sending domain", "dkim", "spf", "dmarc", "email domain", "verify a domain" ], "email.finder": [ "find an email", "find email address", "find an email address", "email finder", "email lookup", "find someone's email", "work email", "find contact email", "email address of" ], "email.inbound": [ "inbound email", "receive email", "receive emails", "incoming email", "parse incoming email", "email webhook", "process replies" ], "email.inbox": [ "inbox for my agent", "agent inbox", "email address for my agent", "own email address", "email inbox", "mailbox", "inbox" ], "email.marketing": [ "newsletter", "email campaign", "marketing email", "mailing list", "drip campaign", "broadcast email" ], "email.send": [ "send an email", "send email", "send emails", "send mail", "transactional email", "smtp", "email api", "email notification" ], "email.templates": [ "email template", "email templates" ], "email.threads": [ "email thread", "reply to an email", "follow up email" ], "email.verification": [ "verify an email", "email verification", "validate an email", "email validation", "check if an email is valid", "bounce check", "email bounces", "whether an email bounces", "will an email bounce", "bounce" ], "embed.code": [ "code embeddings", "embed code" ], "embed.multilingual": [ "multilingual embeddings" ], "embed.multimodal": [ "image embeddings", "multimodal embeddings", "embed images", "clip embeddings" ], "embed.text": [ "embedding", "embeddings", "embed", "text embeddings", "embed text", "embedding model", "vectorise text", "sentence embeddings" ], "finetune.export": [ "export weights", "download weights", "gguf", "export a fine tuned model" ], "finetune.lora": [ "lora", "qlora", "adapter", "adapters", "peft", "with lora", "lora fine tuning", "fine tune with lora" ], "finetune.preference": [ "dpo", "rlhf", "preference tuning", "preference fine tuning", "orpo" ], "finetune.rl": [ "reinforcement learning", "rl fine tuning", "grpo", "ppo", "reinforcement fine tuning" ], "finetune.sft": [ "train a model", "custom model", "supervised fine tuning", "sft", "train on my data" ], "fs.local": [ "local files", "file system", "filesystem", "read a file", "read local files", "write a file", "local directory", "files on disk" ], "geo.geocode": [ "geocode", "geocoding", "address to coordinates", "lat long", "latitude and longitude", "coordinates for an address", "address lookup", "address validation", "address", "postcode", "zip code" ], "geo.places": [ "places", "nearby", "near me", "restaurants near", "points of interest", "poi", "find a place", "place search", "local businesses", "businesses near", "google maps" ], "geo.reverse": [ "reverse geocode", "reverse geocoding", "coordinates to address", "coordinates to an address" ], "geo.routing": [ "directions", "route", "routing", "route planning", "travel time", "driving time", "distance between", "eta", "isochrone", "distance matrix", "driving directions", "walking directions", "drive from", "drive to", "driving distance", "how long does it take to drive", "how far" ], "geo.tiles": [ "map tiles", "static map", "render a map", "show a map", "basemap", "vector tiles" ], "guard.injection": [ "prompt injection", "jailbreak", "jailbreaks", "injection detection", "detect prompt injection" ], "guard.moderation": [ "moderation", "content moderation", "moderate content", "toxic", "toxicity", "nsfw", "hate speech", "harmful content", "safety filter", "spam", "spam detection", "detect spam", "filter spam" ], "guard.pii": [ "pii", "redact", "redaction", "personal data", "mask personal data", "anonymise", "pii detection", "remove personal information" ], "guard.policy": [ "guardrails", "guardrail", "policy check", "output validation", "llm firewall" ], "guard.self-host": [ "self hosted guardrails", "on prem guardrails" ], "hitl.approve": [ "human approval", "approve an action", "approval", "ask for approval", "sign off", "human review", "approve", "ask a human for approval", "ask for human approval", "get human approval", "approval from a human", "ask a person to approve", "ask someone to approve" ], "hitl.ask": [ "ask a human", "ask a person", "ask the user", "human input", "human in the loop" ], "hitl.audit": [ "approval audit", "approval log" ], "hitl.channels": [ "approval in slack", "approve over email" ], "hitl.handoff": [ "hand off to a human", "handoff", "escalate to a human", "human takeover", "transfer to a person" ], "image.edit": [ "edit an image", "image editing", "inpaint", "inpainting", "outpaint", "remove background", "remove the background", "background removal", "replace background", "retouch", "erase an object", "resize an image", "crop an image" ], "image.generate": [ "generate an image", "image generation", "text to image", "create an image", "make an image", "illustration", "picture of", "ai art", "render an image", "generate images" ], "image.reference": [ "reference image", "image to image", "style reference", "consistent character", "character reference", "sketch to image", "sketch into an image", "sketch into a photo" ], "image.upscale": [ "upscale", "upscaling", "upscaler", "super resolution", "increase resolution", "enhance an image", "sharpen" ], "image.vector": [ "svg", "vector image", "vector graphic", "vectorise an image", "svg icon", "icon", "logo svg" ], "inference.decision": [ "decision model", "make a decision", "yes or no", "yes or no question", "classify text", "text classification", "triage", "route a ticket", "score against a rubric", "rubric score", "label text", "pick one of", "typed answer", "probability of yes" ], "inference.fast": [ "fast inference", "low latency inference", "tokens per second", "fastest model", "fast llm", "low latency llm", "fastest llm", "fastest llm inference", "fastest inference" ], "inference.llm": [ "llm", "chat", "chat completion", "completion", "completions", "language model", "large language model", "generate text", "text generation", "ask a model", "reasoning model", "summarise", "write text", "gpt", "rewrite text", "sentiment", "sentiment analysis" ], "inference.open-weights": [ "open weights", "open source model", "open model", "llama", "qwen", "deepseek", "gemma", "open weight model" ], "inference.router": [ "model router", "llm router", "one api for many models", "route between models", "route requests", "route llm requests", "many llm providers", "llm providers", "multiple model providers" ], "infra.aws": [ "aws", "amazon web services", "ec2", "cloudformation", "iam" ], "infra.azure": [ "azure", "microsoft azure", "arm templates" ], "infra.cloud": [ "cloud infrastructure", "gcp", "google cloud", "cloud resources", "kubernetes", "k8s" ], "infra.cloudflare": [ "cloudflare", "cloudflare workers", "dns records", "dns" ], "infra.terraform": [ "terraform", "infrastructure as code", "iac", "pulumi", "opentofu" ], "lead.enrichment": [ "enrich", "enrichment", "enrich a lead", "enrich a contact", "enrich a person", "lead enrichment", "people enrichment", "contact enrichment", "company enrichment", "enrich a company", "enrich a domain" ], "lead.search": [ "find leads", "lead list", "prospects", "prospecting", "lead generation", "b2b contacts", "find decision makers", "sales leads", "leads" ], "market.crypto": [ "crypto", "cryptocurrency", "crypto price", "crypto prices", "bitcoin", "btc", "ethereum", "eth price", "token price", "coin price", "coins", "defi", "on chain data", "crypto market" ], "market.indices": [ "stock index", "market index", "s&p 500", "benchmark index", "index values", "index level" ], "market.news": [ "market news", "financial news", "finance news", "earnings news", "stock news", "company news" ], "memory.delete": [ "forget", "delete memory", "delete memories", "right to be forgotten", "erase memory" ], "memory.graph": [ "knowledge graph", "graph memory", "entity graph", "temporal graph" ], "memory.search": [ "search memory", "search memories", "recall", "retrieve memories" ], "memory.store": [ "memory", "remember", "long term memory", "agent memory", "store a memory", "persist memory", "save to memory", "memories" ], "memory.user": [ "user preferences", "user profile", "personalise", "personalisation", "remember the user" ], "messaging.inbound": [ "receive sms", "inbound sms", "incoming sms", "receive texts", "incoming messages", "two way sms", "reply by text" ], "messaging.mms": [ "mms", "picture message", "send a photo by text", "multimedia message" ], "messaging.rcs": [ "rcs", "rich messaging", "rich communication" ], "messaging.sms": [ "sms", "text message", "text messages", "send a text", "send sms", "short message", "sms notification", "text someone", "text me", "text me when", "reminder text", "text reminder", "text alert", "send a text to" ], "messaging.verify": [ "otp", "one time password", "one time code", "2fa", "two factor", "verification code", "verify a phone number", "phone verification", "verify phone", "sms verification" ], "messaging.voice": [ "voice message", "voicemail", "voice broadcast" ], "messaging.whatsapp": [ "whatsapp", "whatsapp message", "whatsapp business" ], "notify.digest": [ "digest", "daily digest", "batch notifications", "notification digest" ], "notify.in-app": [ "in app notification", "in app notifications", "notification feed", "notification inbox", "bell icon" ], "notify.multichannel": [ "notify", "notification", "notifications", "send a notification", "alert a user", "notify a user", "multichannel", "multi channel", "notification workflow" ], "notify.preferences": [ "notification preferences", "unsubscribe", "opt out", "notification settings" ], "notify.push": [ "push notification", "push notifications", "push", "mobile push", "phone notification", "apns", "fcm", "web push", "push to my phone" ], "obs.datasets": [ "dataset", "datasets", "golden dataset", "eval dataset", "test set" ], "obs.evals": [ "evals", "evaluation", "evaluate", "llm evals", "eval", "run evals", "llm as judge", "llm judge" ], "obs.gateway": [ "ai gateway", "llm gateway", "llm proxy", "model gateway" ], "obs.prompts": [ "prompt management", "prompt versioning", "prompt registry", "manage prompts", "prompt templates" ], "obs.traces": [ "llm tracing", "trace agent", "agent traces", "trace llm calls", "llm observability", "agent observability", "tracing", "trace an agent", "log llm calls", "llm logging", "log prompts and responses" ], "observability.errors": [ "errors", "error tracking", "exceptions", "crash reports", "stack trace", "crash" ], "observability.incidents": [ "incident", "incidents", "outage", "page someone", "status page", "incident response", "pagerduty" ], "observability.logs": [ "logs", "log search", "query logs", "search logs", "log management" ], "observability.metrics": [ "metrics", "dashboards", "monitoring", "monitor", "apm" ], "observability.traces": [ "distributed tracing", "spans", "opentelemetry", "otel", "service traces" ], "payments.card": [ "card payment", "card payments", "charge a card", "accept payments", "take payments", "virtual card", "credit card", "payment card", "issue a card", "charge a customer", "charge customers", "charge a credit card", "bill a customer" ], "payments.card-token": [ "card token", "tokenised card", "network token", "agentic token" ], "payments.checkout": [ "checkout page", "payment link", "checkout session", "hosted checkout" ], "payments.lightning": [ "lightning", "lightning network", "sats", "l402", "bitcoin payment" ], "payments.mandate": [ "mandate", "payment mandate", "ap2", "intent mandate" ], "payments.metering": [ "usage based billing", "metering", "meter usage", "metered billing", "billing", "usage billing", "charge per use" ], "payments.payouts": [ "payout", "payouts", "pay out", "send money", "pay contractors", "pay sellers", "disbursements", "mass payouts" ], "payments.protocol": [ "payment protocol", "acp", "mpp", "agent payments protocol", "agentic commerce protocol" ], "payments.stablecoin": [ "stablecoin", "stablecoins", "usdc", "usdt", "stablecoin payment", "pay in usdc" ], "payments.x402": [ "x402", "402", "pay per call", "pay per request", "micropayment", "micropayments", "http 402", "payment required" ], "pdf.convert": [ "convert a pdf", "pdf to word", "word to pdf", "docx to pdf", "pdf to image", "pdf to png", "pdf conversion", "convert to pdf" ], "pdf.extract": [ "pdf extraction", "extract pages", "extract images from a pdf" ], "pdf.forms": [ "pdf form", "fill a pdf form", "fill in a pdf form", "fill a pdf", "pdf forms", "fillable pdf", "acroform" ], "pdf.generate": [ "generate a pdf", "create a pdf", "html to pdf", "make a pdf", "pdf from html", "render a pdf", "pdf report", "web page to pdf", "url to pdf", "page to pdf" ], "pdf.merge": [ "merge pdfs", "merge pdf", "combine pdfs", "split a pdf", "split pdf", "join pdfs" ], "reasoning.scaffold": [ "think step by step", "sequential thinking", "chain of thought", "reasoning scaffold", "structured thinking", "think through" ], "rerank": [ "rerank", "reranker", "reranking", "re rank", "rank results by relevance", "reorder results" ], "sandbox.browser": [ "browser in a sandbox", "sandbox with a browser" ], "sandbox.code": [ "run code", "execute code", "code interpreter", "sandbox", "run python", "execute python", "run untrusted code", "code execution", "run a script", "jupyter", "notebook" ], "sandbox.fs": [ "sandbox filesystem", "sandbox files", "upload files to a sandbox" ], "sandbox.gpu": [ "gpu sandbox", "sandbox with a gpu" ], "sandbox.persist": [ "persistent sandbox", "long lived sandbox", "sandbox snapshot", "pause a sandbox", "resume a sandbox" ], "scraping.actors": [ "apify actor", "actors", "ready made scraper", "prebuilt scraper", "scraper marketplace" ], "scraping.anti-bot": [ "captcha", "captchas", "solve captcha", "solve a captcha", "bypass captcha", "bot detection", "blocked by cloudflare", "anti bot", "avoid blocks", "unblock", "unblocker", "get past bot checks", "bypass cloudflare", "get past cloudflare", "cloudflare challenge", "bot protection", "bypass bot protection", "get past captchas", "get past a captcha", "captchas while scraping" ], "scraping.js-render": [ "javascript", "render javascript", "javascript page", "javascript heavy", "dynamic page", "single page app", "spa", "js rendering", "client side rendering" ], "scraping.proxies": [ "proxy", "proxies", "residential proxy", "residential proxies", "rotating proxies", "ip rotation", "datacentre proxies", "geo targeting" ], "scraping.screenshot": [ "screenshot", "screenshots", "take a screenshot", "screenshot a website", "capture a page", "page screenshot", "full page screenshot" ], "scraping.serp": [ "scrape google", "google results", "scrape search results", "serp scraping" ], "search.answer": [ "answer engine", "answer a question", "question answering", "get an answer", "answer with sources", "cited answer", "ask a question" ], "search.images": [ "image search", "search images", "search for images", "find images", "find a picture", "reverse image search" ], "search.news": [ "news", "latest news", "news search", "headlines", "news articles", "breaking news", "current events" ], "search.research": [ "deep research", "research", "research a topic", "research report", "literature review", "multi step research" ], "search.serp": [ "serp", "search results page", "google serp", "search engine results", "serp api", "rank tracking" ], "secrets.audit": [ "secret access log", "who read a secret" ], "secrets.machine-identity": [ "machine identity", "workload identity", "service account", "machine credentials" ], "secrets.rotate": [ "rotate keys", "key rotation", "rotate secrets", "rotate credentials", "secret rotation", "rotate an api key" ], "secrets.self-host": [ "self hosted vault", "self host secrets" ], "secrets.store": [ "secrets", "secret", "secret manager", "secrets manager", "store an api key", "store api keys", "vault", "credentials store", "api key storage", "env vars" ], "social.analytics": [ "social analytics", "engagement", "social followers", "follower count", "impressions", "post performance" ], "social.comments": [ "reply to comments", "social comments", "comment replies", "moderate comments" ], "social.media-upload": [ "upload a video", "upload to tiktok", "upload to youtube", "media upload", "upload a photo", "reels" ], "social.post": [ "post to social media", "social media", "social post", "tweet", "post a tweet", "post on linkedin", "post to linkedin", "facebook post", "post to x", "publish a post", "social" ], "social.schedule": [ "schedule a post", "schedule posts", "schedule a tweet", "content calendar", "post later", "social scheduling", "schedule instagram posts", "schedule linkedin posts", "schedule tweets", "queue posts" ], "speech.batch": [ "batch transcription", "transcribe files", "transcribe recordings", "transcribe a recording", "transcribe a podcast", "transcribe audio files", "bulk transcription" ], "speech.diarisation": [ "diarisation", "speaker labels", "who said what", "speaker identification", "speaker separation" ], "speech.languages": [ "many languages", "multilingual speech", "language support" ], "speech.ssml": [ "ssml", "pronunciation", "phonemes", "speech markup" ], "speech.streaming": [ "streaming transcription", "real time transcription", "realtime transcription", "live transcription", "live captions", "streaming speech", "streaming tts" ], "speech.stt": [ "transcribe", "transcription", "speech to text", "speech into text", "stt", "asr", "speech recognition", "dictation", "audio to text", "audio into text", "voice to text", "captions", "subtitles", "transcript", "podcast to text", "podcast into text", "audio file to text", "mp3 to text", "recording to text", "video to text", "youtube transcript", "voice memo", "voice memos", "voice note", "voice notes" ], "speech.translation": [ "translate speech", "speech translation", "translate audio", "dub", "dubbing", "translate a video" ], "speech.tts": [ "tts", "text to speech", "text into speech", "voice over", "voiceover", "read aloud", "read out", "aloud", "narrate", "narration", "speak", "say out loud", "speech synthesis", "synthesise speech", "audiobook", "generate speech", "make an mp3 of", "audio version of" ], "speech.voices": [ "voice library", "choose a voice", "list voices", "voice catalogue", "pick a voice" ], "storage.drive": [ "google drive", "dropbox", "onedrive", "shared drive", "my drive", "save to drive", "upload to drive", "files in drive" ], "storage.object": [ "object storage", "blob storage", "store a file", "upload a file", "file upload", "store files", "bucket", "host a file", "file storage" ], "storage.presigned": [ "presigned url", "signed url", "upload url", "pre signed url" ], "storage.s3": [ "s3", "s3 compatible", "r2", "s3 bucket" ], "storage.share": [ "share a file", "share link", "file sharing", "send a large file" ], "support.contacts": [ "support contacts", "customer contacts" ], "support.conversations": [ "customer conversation", "live chat", "support chat", "chat with customers", "support inbox", "shared inbox" ], "support.notes": [ "internal note", "ticket note" ], "support.tickets": [ "support ticket", "helpdesk", "help desk", "customer support", "create a ticket", "zendesk ticket" ], "support.webhooks": [ "support webhook", "ticket webhook" ], "translate.detect": [ "detect language", "detect the language", "language detection", "what language", "identify language" ], "translate.documents": [ "translate a document", "document translation", "translate a pdf", "translate a file", "translate docx" ], "translate.formality": [ "formality", "formal tone", "informal tone" ], "translate.glossary": [ "glossary", "terminology", "custom terms" ], "translate.text": [ "translate", "translation", "translator", "localise", "localisation", "into french", "into spanish", "into german", "machine translation" ], "travel.booking": [ "book travel", "travel booking", "book a trip", "reservation", "train ticket", "train tickets", "rail ticket", "book a train", "bus ticket" ], "travel.changes": [ "cancel a flight", "change a flight", "rebook", "cancel a booking", "change a booking", "refund a ticket" ], "travel.flights": [ "flight", "flights", "book a flight", "airfare", "plane tickets", "airline", "flight search", "cheap flights", "fly", "search for flights", "search flights", "find flights" ], "travel.search": [ "travel", "trip", "itinerary", "travel search", "plan a trip" ], "travel.stays": [ "hotel", "hotels", "accommodation", "stay", "stays", "book a hotel", "hotel room", "lodging", "holiday rental", "vacation rental", "airbnb", "search for hotels", "find hotels", "hotel search", "find a hotel" ], "video.audio": [ "video with audio", "add sound to a video", "video soundtrack", "lip sync" ], "video.edit": [ "edit a video", "video editing", "trim a video", "cut a video", "edit a clip" ], "video.extend": [ "extend a video", "make a video longer", "continue a clip" ], "video.generate": [ "generate a video", "video generation", "text to video", "make a video", "create a video", "ai video" ], "video.image-to-video": [ "animate", "animate an image", "animate a photo", "image to video", "photo to video", "bring a photo to life", "video from a photo", "video from an image", "photo into a video", "image into a video" ], "video.render": [ "render a video", "programmatic video", "video from a template", "video template", "render mp4" ], "voice.agent": [ "voice agent", "phone agent", "ai receptionist", "voice bot", "voicebot", "call centre agent", "conversational voice", "answer phone calls" ], "voice.calls": [ "phone call", "phone calls", "make a call", "make a phone call", "outbound call", "call someone", "place a call", "inbound call", "dial", "call a number" ], "voice.clone": [ "clone a voice", "voice clone", "voice cloning", "clone my voice", "custom voice" ], "voice.consent": [ "voice consent", "consent recording" ], "voice.design": [ "design a voice", "voice design", "voice from a description", "create a new voice" ], "voice.numbers": [ "phone number", "phone numbers", "buy a number", "buy a phone number", "provision a number", "virtual number", "local number" ], "voice.pipeline": [ "voice pipeline", "stt llm tts", "cascaded voice" ], "voice.recording": [ "record a call", "call recording", "record calls", "record phone calls" ], "voice.sip": [ "sip", "sip trunk", "sip trunking", "pbx" ], "voice.speech-to-speech": [ "speech to speech", "realtime voice", "voice to voice", "audio to audio", "realtime audio model" ], "voice.streaming": [ "stream call audio", "media streams", "websocket audio", "call audio stream" ], "voice.telephony": [ "telephony", "phone line", "connect an agent to a phone", "phone system" ], "voice.tools": [ "function calling on a call", "tools during a call", "voice tool calls" ], "voice.transfer": [ "transfer a call", "call transfer", "warm transfer", "forward a call" ], "wallet.custody": [ "custody", "custodial wallet", "custodian" ], "wallet.onchain": [ "wallet", "crypto wallet", "agent wallet", "onchain", "on chain", "sign a transaction", "send usdc", "send crypto", "smart wallet", "wallet for my agent" ], "wallet.spend-limits": [ "spending limit", "spending limits", "spend limit", "budget cap", "allowance", "spending controls", "cap spending" ], "weather.alerts": [ "weather alerts", "weather warnings", "storm warning", "severe weather", "flood warning" ], "weather.current": [ "current weather", "weather now", "temperature now", "how hot is it", "conditions now", "current conditions" ], "weather.forecast": [ "weather forecast", "forecast", "will it rain", "rain tomorrow", "tomorrow's weather", "weekly forecast", "hourly forecast" ], "weather.historical": [ "historical weather", "past weather", "weather history", "climate data", "weather archive", "historical temperatures", "historical temperature", "past temperatures" ], "weather.marine": [ "marine", "tides", "waves", "surf", "marine forecast", "swell" ], "web.crawl": [ "crawl", "crawler", "crawling", "crawl a site", "crawl a website", "spider", "sitemap", "whole site", "every page", "index a website" ], "web.extract": [ "extract data from a page", "structured data from a website", "page to json", "url to markdown", "page to markdown", "web page to markdown", "html to markdown", "clean html", "readable text", "main content", "article text", "extract from a website" ], "web.fetch": [ "fetch", "fetch a page", "fetch a url", "download a page", "get a web page", "read a url", "open a url", "read a page", "read a web page", "content of a url", "http get", "contents of", "read the contents of", "content of a page" ], "web.scrape": [ "scrape", "scraping", "scraper", "scrape a page", "scrape a website", "web scraping", "scrape a site" ], "web.search": [ "search the web", "web search", "google", "search engine", "look up online", "search online", "internet search", "find on the web", "search", "look up", "google search" ], "work.chat": [ "slack", "slack message", "post to slack", "post in slack", "send a slack message", "post a message to slack", "post a message in slack", "message in slack", "message on slack", "send a message on slack", "teams message", "microsoft teams", "discord", "team chat" ], "work.docs": [ "notion", "confluence", "wiki", "knowledge base", "write a doc", "team docs", "google docs", "notion page", "google sheet", "google sheets", "spreadsheet", "spreadsheets", "excel", "write to a spreadsheet" ], "work.issues": [ "jira", "linear issue", "create an issue", "file a bug", "bug report", "issue tracker", "github issue", "issues", "open an issue" ], "work.oncall": [ "on call", "who is on call", "on call schedule", "oncall" ], "work.tickets": [ "jira ticket", "it ticket", "service desk", "servicenow" ] }, "confidence": "high when the next capability scores at most 75 per cent of the best and the best scores at least 4; medium at 90 per cent and 2.5; low otherwise. A best score under 1.5 is no match, and the answer is a 404 with suggestions.", "connectives": [ "about", "and", "are", "as", "at", "be", "been", "by", "for", "from", "how", "in", "into", "is", "it", "of", "on", "onto", "or", "out", "over", "than", "through", "to", "up", "using", "via", "was", "were", "what", "when", "where", "which", "who", "with" ], "fillers": [ "able", "ai", "all", "also", "api", "apis", "best", "can", "cheap", "cheapest", "could", "each", "easy", "etc", "every", "fast", "fastest", "free", "good", "great", "he", "help", "here", "i", "just", "let", "lets", "like", "me", "need", "needed", "needs", "new", "own", "per", "please", "quick", "quickly", "service", "services", "she", "should", "simple", "so", "someone", "something", "them", "then", "there", "they", "thing", "things", "tool", "tools", "us", "use", "want", "wants", "way", "we", "will", "without", "would", "you" ], "lean": { "arabic": [ "translate.text" ], "bluesky": [ "social.post" ], "business": [ "data.company" ], "businesses": [ "data.company" ], "buy": [ "commerce.checkout" ], "bypass": [ "scraping.anti-bot" ], "calendar": [ "calendar.read" ], "chinese": [ "translate.text" ], "claude": [ "inference.llm" ], "clip": [ "video.generate" ], "coordinates": [ "geo.geocode" ], "draw": [ "image.generate" ], "dutch": [ "translate.text" ], "email": [ "email.send" ], "emails": [ "email.send" ], "facebook": [ "social.post" ], "fine tune": [ "finetune.sft" ], "fine tuning": [ "finetune.sft" ], "finetune": [ "finetune.sft" ], "french": [ "translate.text" ], "gemini": [ "inference.llm" ], "german": [ "translate.text" ], "hindi": [ "translate.text" ], "image": [ "image.generate" ], "images": [ "image.generate" ], "instagram": [ "social.post" ], "into text": [ "speech.stt" ], "italian": [ "translate.text" ], "japanese": [ "translate.text" ], "korean": [ "translate.text" ], "lead": [ "lead.enrichment" ], "linkedin": [ "social.post" ], "location": [ "geo.geocode" ], "m4a": [ "speech.stt" ], "model": [ "inference.llm" ], "models": [ "inference.llm" ], "openai": [ "inference.llm" ], "people": [ "data.person" ], "podcast": [ "speech.stt" ], "portuguese": [ "translate.text" ], "product": [ "commerce.products" ], "products": [ "commerce.products" ], "prompt": [ "inference.llm" ], "prompts": [ "inference.llm" ], "purchase": [ "commerce.checkout" ], "python": [ "sandbox.code" ], "query": [ "db.sql" ], "rain": [ "weather.forecast" ], "reddit": [ "social.post" ], "russian": [ "translate.text" ], "separate": [ "audio.stems" ], "shop": [ "commerce.checkout" ], "shopping": [ "commerce.checkout" ], "sketch": [ "image.reference" ], "snow": [ "weather.forecast" ], "spanish": [ "translate.text" ], "temperature": [ "weather.current", "weather.forecast", "weather.historical" ], "temperatures": [ "weather.current", "weather.forecast", "weather.historical" ], "threads app": [ "social.post" ], "ticket": [ "support.tickets" ], "tickets": [ "support.tickets" ], "tiktok": [ "social.post" ], "to text": [ "speech.stt" ], "tomorrow": [ "weather.forecast" ], "twitter": [ "social.post" ], "video": [ "video.generate" ], "videos": [ "video.generate" ], "wav": [ "speech.stt" ], "wind": [ "weather.forecast" ] }, "phrases": { "2fa": [ "messaging.verify" ], "402": [ "payments.x402" ], "a100": [ "compute.gpu" ], "accept payments": [ "payments.card" ], "access tokens": [ "auth.tokens" ], "accommodation": [ "travel.stays" ], "account balance": [ "bank.accounts" ], "account ownership": [ "bank.identity" ], "account to account payment": [ "bank.payments" ], "accounting api": [ "accounting.unified" ], "accounts payable": [ "accounting.bills" ], "accounts receivable": [ "accounting.invoices" ], "acp": [ "payments.protocol" ], "acroform": [ "pdf.forms" ], "actors": [ "scraping.actors" ], "adapter": [ "finetune.lora" ], "adapters": [ "finetune.lora" ], "add a calendar event": [ "calendar.write" ], "add a contact": [ "crm.records" ], "add an event": [ "calendar.write" ], "add sound to a video": [ "video.audio" ], "add to calendar": [ "calendar.write" ], "add to cart": [ "commerce.cart" ], "address": [ "geo.geocode" ], "address lookup": [ "geo.geocode" ], "address to coordinates": [ "geo.geocode" ], "address validation": [ "geo.geocode" ], "agent credentials": [ "auth.agent-identity" ], "agent framework": [ "agent.framework" ], "agent harness": [ "agent.harness" ], "agent identity": [ "auth.agent-identity" ], "agent in my terminal": [ "agent.harness" ], "agent in the terminal": [ "agent.harness" ], "agent inbox": [ "email.inbox" ], "agent loop": [ "agent.framework" ], "agent memory": [ "memory.store" ], "agent observability": [ "obs.traces" ], "agent payments protocol": [ "payments.protocol" ], "agent sdk": [ "agent.framework" ], "agent team": [ "agent.multi-agent" ], "agent that edits files": [ "agent.harness" ], "agent traces": [ "obs.traces" ], "agent wallet": [ "wallet.onchain" ], "agentic commerce protocol": [ "payments.protocol" ], "agentic token": [ "payments.card-token" ], "ai art": [ "image.generate" ], "ai gateway": [ "obs.gateway" ], "ai pair programmer": [ "agent.harness" ], "ai receptionist": [ "voice.agent" ], "ai singer": [ "audio.vocals" ], "ai video": [ "video.generate" ], "airbnb": [ "travel.stays" ], "airfare": [ "travel.flights" ], "airline": [ "travel.flights" ], "alert a user": [ "notify.multichannel" ], "allowance": [ "wallet.spend-limits" ], "aloud": [ "speech.tts" ], "amazon web services": [ "infra.aws" ], "animate": [ "video.image-to-video" ], "animate a photo": [ "video.image-to-video" ], "animate an image": [ "video.image-to-video" ], "anonymise": [ "guard.pii" ], "answer a question": [ "search.answer" ], "answer engine": [ "search.answer" ], "answer phone calls": [ "voice.agent" ], "answer with sources": [ "search.answer" ], "anti bot": [ "scraping.anti-bot" ], "ap2": [ "payments.mandate" ], "api docs": [ "code.docs" ], "api key storage": [ "secrets.store" ], "apify actor": [ "scraping.actors" ], "apm": [ "observability.metrics" ], "apns": [ "notify.push" ], "app actions": [ "automation.actions" ], "app integrations": [ "automation.apps" ], "appointment": [ "calendar.booking" ], "appointments": [ "calendar.booking" ], "approval": [ "hitl.approve" ], "approval audit": [ "hitl.audit" ], "approval from a human": [ "hitl.approve" ], "approval in slack": [ "hitl.channels" ], "approval log": [ "hitl.audit" ], "approve": [ "hitl.approve" ], "approve an action": [ "hitl.approve" ], "approve over email": [ "hitl.channels" ], "architecture diagram": [ "diagram.architecture" ], "arm templates": [ "infra.azure" ], "article text": [ "web.extract" ], "ask a human": [ "hitl.ask" ], "ask a human for approval": [ "hitl.approve" ], "ask a model": [ "inference.llm" ], "ask a person": [ "hitl.ask" ], "ask a person to approve": [ "hitl.approve" ], "ask a question": [ "search.answer" ], "ask for approval": [ "hitl.approve" ], "ask for human approval": [ "hitl.approve" ], "ask someone to approve": [ "hitl.approve" ], "ask the user": [ "hitl.ask" ], "asr": [ "speech.stt" ], "audio file to text": [ "speech.stt" ], "audio into text": [ "speech.stt" ], "audio to audio": [ "voice.speech-to-speech" ], "audio to text": [ "speech.stt" ], "audio version of": [ "speech.tts" ], "audiobook": [ "speech.tts" ], "auth for integrations": [ "automation.auth" ], "automate": [ "automation.workflows" ], "automate a browser": [ "browser.control" ], "automation": [ "automation.workflows" ], "autonomous coding": [ "agent.harness" ], "availability": [ "calendar.availability" ], "avoid blocks": [ "scraping.anti-bot" ], "aws": [ "infra.aws" ], "azure": [ "infra.azure" ], "azure docs": [ "docs.microsoft" ], "b2b contacts": [ "lead.search" ], "background music": [ "audio.music" ], "background on a person": [ "data.person" ], "background removal": [ "image.edit" ], "balance sheet": [ "accounting.reports" ], "bank account": [ "bank.accounts" ], "bank accounts": [ "bank.accounts" ], "bank balance": [ "bank.accounts" ], "bank consent": [ "bank.consent" ], "bank identity": [ "bank.identity" ], "bank payment": [ "bank.payments" ], "bank statement": [ "bank.transactions" ], "bank statements": [ "bank.transactions" ], "bank transactions": [ "bank.transactions" ], "bank transfer": [ "bank.payments" ], "banking consent": [ "bank.consent" ], "banner": [ "design.render" ], "basemap": [ "geo.tiles" ], "basket": [ "commerce.cart" ], "batch inference": [ "compute.batch" ], "batch job": [ "compute.batch" ], "batch jobs": [ "compute.batch" ], "batch notifications": [ "notify.digest" ], "batch transcription": [ "speech.batch" ], "bell icon": [ "notify.in-app" ], "benchmark index": [ "market.indices" ], "bigquery": [ "db.sql" ], "bill a customer": [ "payments.card" ], "billing": [ "payments.metering" ], "bitcoin": [ "market.crypto" ], "bitcoin payment": [ "payments.lightning" ], "blob storage": [ "storage.object" ], "blocked by cloudflare": [ "scraping.anti-bot" ], "bm25": [ "db.fulltext" ], "book a flight": [ "travel.flights" ], "book a hotel": [ "travel.stays" ], "book a meeting": [ "calendar.booking" ], "book a train": [ "travel.booking" ], "book a trip": [ "travel.booking" ], "book an appointment": [ "calendar.booking" ], "book travel": [ "travel.booking" ], "booking page": [ "calendar.booking" ], "bookkeeping": [ "accounting.ledger" ], "bot detection": [ "scraping.anti-bot" ], "bot protection": [ "scraping.anti-bot" ], "bounce": [ "email.verification" ], "bounce check": [ "email.verification" ], "bounce rate": [ "email.analytics" ], "branch": [ "code.git" ], "branch a database": [ "db.admin" ], "brand assets": [ "design.brand" ], "brand guidelines": [ "design.brand" ], "brand kit": [ "design.brand" ], "breaking news": [ "search.news" ], "bring a photo to life": [ "video.image-to-video" ], "broadcast email": [ "email.marketing" ], "browser": [ "browser.control" ], "browser automation": [ "browser.control" ], "browser in a sandbox": [ "sandbox.browser" ], "browser infrastructure": [ "browser.hosted" ], "browser session": [ "browser.hosted" ], "browser sessions": [ "browser.hosted" ], "btc": [ "market.crypto" ], "bucket": [ "storage.object" ], "budget cap": [ "wallet.spend-limits" ], "bug report": [ "work.issues" ], "build a rag pipeline": [ "db.vector" ], "build an agent": [ "agent.framework" ], "build on the crm": [ "crm.platform-dev" ], "bulk transcription": [ "speech.batch" ], "bus ticket": [ "travel.booking" ], "business registry": [ "data.company" ], "businesses near": [ "geo.places" ], "buy a number": [ "voice.numbers" ], "buy a phone number": [ "voice.numbers" ], "buy something": [ "commerce.checkout" ], "bypass bot protection": [ "scraping.anti-bot" ], "bypass captcha": [ "scraping.anti-bot" ], "bypass cloudflare": [ "scraping.anti-bot" ], "calendar changes": [ "calendar.webhooks" ], "calendar event": [ "calendar.write" ], "calendar events": [ "calendar.read" ], "calendar invite": [ "calendar.write" ], "calendar webhook": [ "calendar.webhooks" ], "call a number": [ 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"messaging.sms" ], "send usdc": [ "wallet.onchain" ], "sending domain": [ "email.domains" ], "sentence embeddings": [ "embed.text" ], "sentiment": [ "inference.llm" ], "sentiment analysis": [ "inference.llm" ], "separate stems": [ "audio.stems" ], "separate the vocals": [ "audio.stems" ], "separate vocals": [ "audio.stems" ], "sequence diagram": [ "diagram.create" ], "sequential thinking": [ "reasoning.scaffold" ], "serp": [ "search.serp" ], "serp api": [ "search.serp" ], "serp scraping": [ "scraping.serp" ], "serve a model": [ "compute.endpoints" ], "serverless": [ "compute.serverless" ], "serverless database": [ "db.serverless" ], "serverless function": [ "compute.serverless" ], "serverless vector database": [ "db.serverless" ], "service account": [ "secrets.machine-identity" ], "service desk": [ "work.tickets" ], "service traces": [ "observability.traces" ], "servicenow": [ "work.tickets" ], "severe weather": [ "weather.alerts" ], "sft": [ "finetune.sft" ], "sfx": [ "audio.sfx" ], "share a file": [ "storage.share" ], "share link": [ "storage.share" ], "share price": [ "data.markets" ], "shared drive": [ "storage.drive" ], "shared inbox": [ "support.conversations" ], "sharpen": [ "image.upscale" ], "ship to production": [ "code.deploy" ], "shopping cart": [ "commerce.cart" ], "short message": [ "messaging.sms" ], "show a map": [ "geo.tiles" ], "sign a transaction": [ "wallet.onchain" ], "sign in with": [ "auth.oauth" ], "sign in with google": [ "auth.oauth" ], "sign off": [ "hitl.approve" ], "signed url": [ "storage.presigned" ], "similar documents": [ "db.vector" ], "similarity": [ "db.vector" ], "similarity search": [ "db.vector" ], "singing": [ "audio.vocals" ], "single page app": [ "scraping.js-render" ], "sip": [ "voice.sip" ], "sip trunk": [ "voice.sip" ], "sip trunking": [ "voice.sip" ], "sitemap": [ "web.crawl" ], "sketch into a photo": [ "image.reference" ], "sketch into an image": [ "image.reference" ], "sketch to image": [ "image.reference" ], "slack": [ "work.chat" ], "slack message": [ "work.chat" ], "smart wallet": [ "wallet.onchain" ], "sms": [ "messaging.sms" ], "sms notification": [ "messaging.sms" ], "sms verification": [ "messaging.verify" ], "smtp": [ "email.send" ], "snowflake": [ "db.sql" ], "social": [ "social.post" ], "social analytics": [ "social.analytics" ], "social comments": [ "social.comments" ], "social followers": [ "social.analytics" ], "social graphic": [ "design.render" ], "social graphics": [ "design.render" ], "social media": [ "social.post" ], "social post": [ "social.post" ], "social scheduling": [ "social.schedule" ], "solve a captcha": [ "scraping.anti-bot" ], "solve captcha": [ "scraping.anti-bot" ], "song": [ "audio.music" ], "songs": [ "audio.music" ], "sort documents": [ "docs.classify" ], "sound effect": [ "audio.sfx" ], "sound effects": [ "audio.sfx" ], "soundtrack": [ "audio.music" ], "spa": [ "scraping.js-render" ], "spam": [ "guard.moderation" ], "spam detection": [ "guard.moderation" ], "spans": [ "observability.traces" ], "speak": [ "speech.tts" ], "speaker identification": [ "speech.diarisation" ], "speaker labels": [ "speech.diarisation" ], "speaker separation": [ "speech.diarisation" ], "speech into text": [ "speech.stt" ], "speech markup": [ "speech.ssml" ], "speech recognition": [ "speech.stt" ], "speech synthesis": [ "speech.tts" ], "speech to speech": [ "voice.speech-to-speech" ], "speech to text": [ "speech.stt" ], "speech translation": [ "speech.translation" ], "spend limit": [ "wallet.spend-limits" ], "spending controls": [ "wallet.spend-limits" ], "spending data": [ "bank.transactions" ], "spending limit": [ "wallet.spend-limits" ], "spending limits": [ "wallet.spend-limits" ], "spf": [ "email.domains" ], "spider": [ "web.crawl" ], "split a pdf": [ "pdf.merge" ], "split into chunks": [ "docs.chunk" ], "split pdf": [ "pdf.merge" ], "split stems": [ "audio.stems" ], "spreadsheet": [ "work.docs" ], "spreadsheets": [ "work.docs" ], "sql": [ "db.sql" ], "sql query": [ "db.sql" ], "sqlite": [ "db.sql" ], "ssml": [ "speech.ssml" ], "stablecoin": [ "payments.stablecoin" ], "stablecoin payment": [ "payments.stablecoin" ], "stablecoins": [ "payments.stablecoin" ], "stack trace": [ "observability.errors" ], "static map": [ "geo.tiles" ], "status page": [ "observability.incidents" ], "stay": [ "travel.stays" ], "stays": [ "travel.stays" ], "stealth browser": [ "browser.hosted" ], "stem separation": [ "audio.stems" ], "sticky notes": [ "design.canvas" ], "stock index": [ "market.indices" ], "stock levels": [ "commerce.products" ], "stock news": [ "market.news" ], "stock price": [ "data.markets" ], "stock prices": [ "data.markets" ], "stock quote": [ "data.markets" ], "stocks": [ "data.markets" ], "store a file": [ "storage.object" ], "store a memory": [ "memory.store" ], "store an api key": [ "secrets.store" ], "store api keys": [ "secrets.store" ], "store embeddings": [ "db.vector" ], "store files": [ "storage.object" ], "store oauth tokens": [ "auth.tokens" ], "store vectors": [ "db.vector" ], "storefront": [ "commerce.headless" ], "storm warning": [ "weather.alerts" ], "stream call audio": [ "voice.streaming" ], "streaming speech": [ "speech.streaming" ], "streaming transcription": [ "speech.streaming" ], "streaming tts": [ "speech.streaming" ], "structured data from a website": [ "web.extract" ], "structured extraction": [ "docs.extract" ], "structured thinking": [ "reasoning.scaffold" ], "stt": [ "speech.stt" ], "stt llm tts": [ "voice.pipeline" ], "style reference": [ "image.reference" ], "subagents": [ "agent.multi-agent" ], "subtitles": [ "speech.stt" ], "summarise": [ "inference.llm" ], "super resolution": [ "image.upscale" ], "supervised fine tuning": [ "finetune.sft" ], "supplier bill": [ "accounting.bills" ], "support chat": [ "support.conversations" ], "support contacts": [ "support.contacts" ], "support inbox": [ "support.conversations" ], "support ticket": [ "support.tickets" ], "support webhook": [ "support.webhooks" ], "surf": [ "weather.marine" ], "svg": [ "image.vector" ], "svg icon": [ "image.vector" ], "swarm": [ "agent.multi-agent" ], "swell": [ "weather.marine" ], "synthesise speech": [ "speech.tts" ], "system diagram": [ "diagram.architecture" ], "table extraction": [ "docs.tables" ], "tables from a pdf": [ "docs.tables" ], "take a screenshot": [ "scraping.screenshot" ], "take payments": [ "payments.card" ], "team chat": [ "work.chat" ], "team docs": [ "work.docs" ], "teams message": [ "work.chat" ], "telephony": [ "voice.telephony" ], "temperature now": [ "weather.current" ], "templates": [ "design.templates" ], "temporal graph": [ "memory.graph" ], "terminal agent": [ "agent.harness" ], "terminology": [ "translate.glossary" ], "terraform": [ "infra.terraform" ], "test set": [ "obs.datasets" ], "text alert": [ "messaging.sms" ], "text classification": [ "inference.decision" ], "text embeddings": [ "embed.text" ], "text from an image": [ "docs.ocr" ], "text generation": [ "inference.llm" ], "text in a photo": [ "docs.ocr" ], "text into speech": [ "speech.tts" ], "text me": [ "messaging.sms" ], "text me when": [ "messaging.sms" ], "text message": [ "messaging.sms" ], "text messages": [ "messaging.sms" ], "text reminder": [ "messaging.sms" ], "text search index": [ "db.fulltext" ], "text someone": [ "messaging.sms" ], "text to image": [ "image.generate" ], "text to speech": [ "speech.tts" ], "text to sql": [ "db.sql" ], "text to video": [ "video.generate" ], "think step by step": [ "reasoning.scaffold" ], "think through": [ "reasoning.scaffold" ], "third party login": [ "auth.oauth" ], "thousands of apps": [ "automation.apps" ], "thumbnail": [ "design.render" ], "ticker": [ "data.markets" ], "ticket note": [ "support.notes" ], "ticket webhook": [ "support.webhooks" ], "tides": [ "weather.marine" ], "token price": [ "market.crypto" ], "token storage": [ "auth.tokens" ], "token vault": [ "auth.tokens" ], "tokenised card": [ "payments.card-token" ], "tokens per second": [ "inference.fast" ], "tomorrow's weather": [ "weather.forecast" ], "tool calling": [ "agent.tools" ], "tools during a call": [ "voice.tools" ], "tools for my agent": [ "agent.tools" ], "toxic": [ "guard.moderation" ], "toxicity": [ "guard.moderation" ], "trace agent": [ "obs.traces" ], "trace an agent": [ "obs.traces" ], "trace llm calls": [ "obs.traces" ], "tracing": [ "obs.traces" ], "track an order": [ "commerce.orders" ], "train a model": [ "finetune.sft" ], "train on my data": [ "finetune.sft" ], "train ticket": [ "travel.booking" ], "train tickets": [ "travel.booking" ], "transaction history": [ "bank.transactions" ], "transactional email": [ "email.send" ], "transcribe": [ "speech.stt" ], "transcribe a podcast": [ "speech.batch" ], "transcribe a recording": [ "speech.batch" ], "transcribe audio files": [ "speech.batch" ], "transcribe files": [ "speech.batch" ], "transcribe recordings": [ "speech.batch" ], "transcript": [ "speech.stt" ], "transcription": [ "speech.stt" ], "transfer a call": [ "voice.transfer" ], "transfer to a person": [ "hitl.handoff" ], "translate": [ "translate.text" ], "translate a document": [ "translate.documents" ], "translate a file": [ "translate.documents" ], "translate a pdf": [ "translate.documents" ], "translate a video": [ "speech.translation" ], "translate audio": [ "speech.translation" ], "translate docx": [ "translate.documents" ], "translate speech": [ "speech.translation" ], "translation": [ "translate.text" ], "translator": [ "translate.text" ], "travel": [ "travel.search" ], "travel booking": [ "travel.booking" ], "travel search": [ "travel.search" ], "travel time": [ "geo.routing" ], "triage": [ "inference.decision" ], "trigger a workflow": [ "automation.workflows" ], "trigger on a webhook": [ "automation.webhooks" ], "trim a video": [ "video.edit" ], "trip": [ "travel.search" ], "tts": [ "speech.tts" ], "tweet": [ "social.post" ], "two factor": [ "messaging.verify" ], "two way sms": [ "messaging.inbound" ], "typed answer": [ "inference.decision" ], "unblock": [ "scraping.anti-bot" ], "unblocker": [ "scraping.anti-bot" ], "unified accounting": [ "accounting.unified" ], "unsubscribe": [ "notify.preferences" ], "up to date docs": [ "code.docs" ], "upcoming events": [ "calendar.read" ], "update a contact": [ "crm.records" ], "update a diagram": [ "diagram.edit" ], "update an event": [ "calendar.write" ], "upload a file": [ "storage.object" ], "upload a photo": [ "social.media-upload" ], "upload a video": [ "social.media-upload" ], "upload files to a sandbox": [ "sandbox.fs" ], "upload to drive": [ "storage.drive" ], "upload to tiktok": [ "social.media-upload" ], "upload to youtube": [ "social.media-upload" ], "upload url": [ "storage.presigned" ], "upscale": [ "image.upscale" ], "upscaler": [ "image.upscale" ], "upscaling": [ "image.upscale" ], "url to markdown": [ "web.extract" ], "url to pdf": [ "pdf.generate" ], "usage based billing": [ "payments.metering" ], "usage billing": [ "payments.metering" ], "usdc": [ "payments.stablecoin" ], "usdt": [ "payments.stablecoin" ], "use mcp servers": [ "agent.mcp-client" ], "user consent": [ "auth.consent" ], "user preferences": [ "memory.user" ], "user profile": [ "memory.user" ], "vacation rental": [ "travel.stays" ], "validate an email": [ "email.verification" ], "vat number": [ "data.company" ], "vault": [ "secrets.store" ], "vector": [ "db.vector" ], "vector and keyword search": [ "db.hybrid" ], "vector database": [ "db.vector" ], "vector graphic": [ "image.vector" ], "vector image": [ "image.vector" ], "vector search": [ "db.vector" ], "vector store": [ "db.vector" ], "vector tiles": [ "geo.tiles" ], "vectorise an image": [ "image.vector" ], "vectorise text": [ "embed.text" ], "vectors": [ "db.vector" ], "vendor bill": [ "accounting.bills" ], "verification code": [ "messaging.verify" ], "verify a domain": [ "email.domains" ], "verify a phone number": [ "messaging.verify" ], "verify a user's identity": [ "bank.identity" ], "verify an email": [ "email.verification" ], "verify identity": [ "bank.identity" ], "verify income": [ "bank.identity" ], "verify phone": [ "messaging.verify" ], "video editing": [ "video.edit" ], "video from a photo": [ "video.image-to-video" ], "video from a template": [ "video.render" ], "video from an image": [ "video.image-to-video" ], "video generation": [ "video.generate" ], "video soundtrack": [ "video.audio" ], "video template": [ "video.render" ], "video to text": [ "speech.stt" ], "video with audio": [ "video.audio" ], "virtual card": [ "payments.card" ], "virtual number": [ "voice.numbers" ], "vocal separation": [ "audio.stems" ], "vocals": [ "audio.vocals" ], "voice agent": [ "voice.agent" ], "voice bot": [ "voice.agent" ], "voice broadcast": [ "messaging.voice" ], "voice catalogue": [ "speech.voices" ], "voice clone": [ "voice.clone" ], "voice cloning": [ "voice.clone" ], "voice consent": [ "voice.consent" ], "voice design": [ "voice.design" ], "voice from a description": [ "voice.design" ], "voice library": [ "speech.voices" ], "voice memo": [ "speech.stt" ], "voice memos": [ "speech.stt" ], "voice message": [ "messaging.voice" ], "voice note": [ "speech.stt" ], "voice notes": [ "speech.stt" ], "voice over": [ "speech.tts" ], "voice pipeline": [ "voice.pipeline" ], "voice to text": [ "speech.stt" ], "voice to voice": [ "voice.speech-to-speech" ], "voice tool calls": [ "voice.tools" ], "voicebot": [ "voice.agent" ], "voicemail": [ "messaging.voice" ], "voiceover": [ "speech.tts" ], "walking directions": [ "geo.routing" ], "wallet": [ "wallet.onchain" ], "wallet for my agent": [ "wallet.onchain" ], "warm transfer": [ "voice.transfer" ], "waves": [ "weather.marine" ], "weather alerts": [ "weather.alerts" ], "weather api": [ "data.weather" ], "weather archive": [ "weather.historical" ], "weather data": [ "data.weather" ], "weather forecast": [ "weather.forecast" ], "weather history": [ "weather.historical" ], "weather now": [ "weather.current" ], "weather warnings": [ "weather.alerts" ], "web bot auth": [ "auth.agent-identity" ], "web page to markdown": [ "web.extract" ], "web page to pdf": [ "pdf.generate" ], "web push": [ "notify.push" ], "web scraping": [ "web.scrape" ], "web search": [ "web.search" ], "webhook": [ "automation.webhooks" ], "webhooks": [ "automation.webhooks" ], "websocket audio": [ "voice.streaming" ], "weekly forecast": [ "weather.forecast" ], "what language": [ "translate.detect" ], "whatsapp": [ "messaging.whatsapp" ], "whatsapp business": [ "messaging.whatsapp" ], "whatsapp message": [ "messaging.whatsapp" ], "when is everyone free": [ "calendar.availability" ], "whether an email bounces": [ "email.verification" ], "whiteboard": [ "design.canvas" ], "who is on call": [ "work.oncall" ], "who read a secret": [ "secrets.audit" ], "who said what": [ "speech.diarisation" ], "whole site": [ "web.crawl" ], "wiki": [ "work.docs" ], "wikidata": [ "data.knowledge" ], "wikipedia": [ "data.knowledge" ], "will an email bounce": [ "email.verification" ], "will it rain": [ "weather.forecast" ], "with lora": [ "finetune.lora" ], "word to pdf": [ "pdf.convert" ], "work email": [ "email.finder" ], "workflow": [ "automation.workflows" ], "workflow scripts": [ "automation.code" ], "workflow state": [ "agent.durable" ], "workflows": [ "automation.workflows" ], "workload identity": [ "secrets.machine-identity" ], "write a doc": [ "work.docs" ], "write a file": [ "fs.local" ], "write text": [ "inference.llm" ], "write to a spreadsheet": [ "work.docs" ], "x402": [ "payments.x402" ], "yes or no": [ "inference.decision" ], "yes or no question": [ "inference.decision" ], "youtube transcript": [ "speech.stt" ], "zap": [ "automation.workflows" ], "zaps": [ "automation.workflows" ], "zendesk ticket": [ "support.tickets" ], "zip code": [ "geo.geocode" ] }, "rewrites": { "airfare": "flight", "airline": "flight", "analysis": "analyse", "approval": "approve", "cellphone": "phone", "chatbot": "chat", "classification": "classify", "classifier": "classify", "database": "db", "deployment": "deploy", "diarise": "diarisation", "doc": "docs", "document": "docs", "ecommerce": "commerce", "enrichment": "enrich", "evaluate": "eval", "evaluation": "eval", "evaluator": "eval", "filesystem": "fs", "finetuning": "finetune", "generator": "generate", "geolocate": "geo", "geolocation": "geo", "guardrail": "guard", "html": "web", "human": "hitl", "img": "image", "infrastructure": "infra", "internet": "web", "javascript": "js", "link": "web", "llms": "llm", "mail": "email", "map": "geo", "mobile": "phone", "moderator": "moderate", "notification": "notify", "notifier": "notify", "online": "web", "page": "web", "pay": "payments", "payment": "payments", "photo": "image", "photograph": "image", "picture": "image", "repository": "repo", "reranker": "rerank", "reranking": "rerank", "reservation": "book", "site": "web", "summarisation": "summarise", "summariser": "summarise", "summary": "summarise", "telephone": "phone", "transcriber": "transcribe", "transcript": "transcribe", "transcription": "transcribe", "translator": "translate", "url": "web", "validate": "verify", "validation": "verify", "verification": "verify", "verifier": "verify", "webpage": "web", "website": "web" }, "steps": [ "lower case; split on anything that isn't a letter or a digit; apostrophes dropped", "articles (a, the, my, this) and single letters dropped", "-ize read as -ise and -yze as -yse", "stemmed: plurals, then one of -ing, -ion, -ed, -er, then a final e", "rewrites applied (below), for forms the stemmer can't join", "phrases matched longest first, word for word (connectives and fillers included) or by their content words alone where that keeps the meaning", "connectives and fillers dropped; every other word scored against every capability" ], "weakWords": [ "add", "agent", "agents", "build", "check", "create", "do", "find", "get", "give", "handle", "list", "look", "make", "manage", "put", "read", "run", "send", "set", "show", "start", "try", "turn", "update", "write" ], "weights": { "categoryDescription": 0.6, "categoryName": 1.5, "exactCapabilityId": 10, "idLeaf": 3, "idLeafPart": 1.5, "idNamespace": 2, "lean": 2.5, "listingText": 0.5, "notes": "A word or phrase counts once per capability, at its strongest source. A phrase of several words counts a little more per extra word, and gives the other capabilities in its category a share. Inside a phrase, the words count at half weight for capabilities the phrase doesn't name. Category and listing words are scaled by how rare the word is across categories or listings (a word in every category counts for nothing). Generic verbs count half. An action word that opens or closes the job counts half again. A capability a named listing carries gets a small nudge.", "phrase": 4, "phraseExtraWord": 0.5, "phraseExtraWordMax": 1.5, "siblingShare": 0.25 }, "what": "How letme reads a job written in words. The directory's own capability ids and categories are most of the vocabulary; this table adds the words agents write that the directory doesn't. No model and no external service is involved, so the same job always lands on the same capability." }