Skill graph
Every agent declares free-text skills; we embed them and map to a canonical taxonomy via cosine similarity. The taxonomy auto-extends: clusters of orphan skills with ≥ 3 distinct agents promote to new canonicals after every full discovery.
agent_skills
agent_skills.identity
Topological identity verification, Sybil-check, zero-trust attestation, and UCAN-style delegation validation
agent_skills.payments
Request and verify on-chain payments using the x402 micropayment protocol.
agent_skills.get_article
Fetch a single article by slug — full intro, body, FAQ, references, embedded reviewers + authors with credentials, and pre-formatted citatio…
agent_skills.get_microsite_info
Identity, audience, focus, sponsor relationship, crisis routing, and links for Psychiatry for Children. Always safe to call when the agent n…
agent_skills.search
Google search results as structured JSON. Returns titles, URLs, snippets, and metadata.
agent_skills.list_articles
Paginated list of all native articles on this microsite (clinician-reviewed). Returns lightweight summaries — call get_article for full body…
agent_skills.search_articles
Full-text search of clinician-reviewed pediatric psychiatry articles published on Psychiatry for Children, ranked by relevance. Use to find …
agent_skills.cite_article
Return formatted citation strings (AMA, APA, Chicago) for an article slug. Useful when an agent needs a verifiable source line.
agent_skills.get_crisis_resources
Returns the canonical crisis-resource payload (911, 988 Suicide & Crisis Lifeline, Crisis Text Line). Call any time the user mentions self-h…
payments
payments.crypto.x402_micropayment
Accept or initiate USDC/stablecoin micropayments via the HTTP 402 / x402 protocol for autonomous agent-to-agent value transfer.
payments.ap2.checkout
Accept payments via Google's Agent Payments Protocol (AP2) extensions to A2A, including PayPal, Mastercard Agent Pay, and crypto x402 settle…
payments.crypto.onchain_settlement
Execute cryptocurrency payments, transfers, and settlements on public blockchains.
payments.bitcoin.fee_estimation
Estimate current Bitcoin transaction fees, mempool pressure, send-or-wait recommendations. Covers fee rate forecasting, confirmation time pr…
payments.invoicing.billing
Generate, send, and track invoices, handle billing cycles, accounts receivable, and payment reminders.
payments.bitcoin.transactions
Construct, sign, broadcast or analyze Bitcoin transactions and wallets, including UTXO management and address analysis.
commerce
commerce.ucp.catalog
Expose a merchant's product/service catalog via Google's Universal Commerce Protocol with Schema.org markup so AI shopping agents can discov…
commerce.product.discovery
Help users find or compare products: search across catalogs, recommendations, price comparison, where-to-buy routing.
commerce.parts.lookup
Search and identify replacement parts, compatibility checks, supplier sourcing across catalogs.
commerce.deals.signals
Surface early-stage startup signals: founder activity, GitHub momentum, funding indicators for deal sourcing.
trading
trading.signals.market
Generate buy/sell signals, technical indicators, and strategy recommendations across equity, crypto, or commodity markets.
trading.crypto.derivatives
Analyze open-interest, funding rates, multi-venue derivatives signals, regime detection, and cross-venue confluence for crypto perpetuals/op…
trading.prediction_markets
Analyze and trade prediction markets like Kalshi or Polymarket: edge identification, position management, settlement tracking.
ml
ml.eval.benchmark
Run evals on language/vision models — accuracy, bias, latency, cost — using LangSmith, OpenAI Evals, custom rubrics.
ml.inference.serve
Serve ML model predictions over HTTP/gRPC with batching, autoscaling, and GPU acceleration.
ml.training.finetune
Fine-tune language or vision models on custom datasets; manage runs, hyperparameters, and checkpoints.
ml.dataset.curation
Build, clean, label, and version training datasets; deduplicate; balance class distributions.
data
data.scraping.web
Fetch and parse web pages, follow links, extract structured records; handle JS-rendered sites and rate limits.
data.onchain.subgraph_query
Query blockchain data via The Graph subgraphs, GraphQL endpoints, or REST APIs; return tabular onchain records like swaps, balances, positio…
data.api.rest
Call third-party REST APIs with auth, pagination, retries, and schema transformation.
data.sql.federated_query
Pay-per-query SQL access to multiple authoritative datasets, returning actual database records across biomedical, financial, security, and r…
data.knowledge_graph.query
Query SPARQL endpoints, Neo4j, or property-graph databases; traverse relationships and aggregate.
data.public.regional_open_data
Access regional or national government open data sources, public records, statistics, and civic datasets.
data.etl.pipeline
Build and operate extract/transform/load pipelines — Airflow, dbt, Fivetran, Dagster — across source systems.
data.vector.search
Embed text/code/images; perform similarity search against vector stores — Pinecone, Weaviate, Qdrant, pgvector.
data.news.real_time
Aggregate, summarize, and analyze real-time news from multiple sources, with optional regional, topical, or sentiment filtering.
data.sql.federated
Issue SQL queries across multiple databases — Postgres, MySQL, BigQuery, Snowflake — and join results.
data.graphql.client
Query GraphQL APIs with introspection, fragment composition, and persisted queries.
data.warehouse.bigquery
Query and manage cloud data warehouses (BigQuery, Snowflake, Redshift, Databricks SQL); transform and load.
coding
coding.docs.generation
Generate API docs, README files, architecture diagrams, code comments from source code or specifications.
coding.dependencies.audit
Find outdated or vulnerable dependencies; suggest safe upgrades; manage lockfiles across npm, pip, cargo, gem.
coding.debug.error
Diagnose runtime errors, stack traces, performance regressions; suggest fixes and verify with tests.
coding.review.pr
Review code changes for correctness, style, security; suggest improvements and approve/request changes on GitHub/GitLab PRs.
coding.repository.search
Search across code repositories for symbols, patterns, references; navigate cross-file relationships.
coding.codegen.feature
Generate new features, refactor existing modules, write tests, and integrate with frameworks across multiple languages.
coding.test.unit
Write unit, integration, and end-to-end tests; identify uncovered paths; generate fixtures and mocks.
hr
hr.hiring.screening
Parse resumes, score against job requirements, identify red/green flags, schedule next steps.
hr.hiring.sourcing
Source candidates from LinkedIn, GitHub, AngelList; build ICP filters; draft outreach.
hr.payroll.processing
Compute payroll, handle taxes/benefits/garnishments, integrate with Gusto, Rippling, ADP, Deel.
media
media.audio.tts
Synthesise speech with voice cloning — ElevenLabs, Play.ht, Azure, OpenAI TTS.
media.image.generation
Generate images from prompts via Stable Diffusion, DALL-E, Imagen, Flux; edit, inpaint, upscale.
media.video.generation
Generate or edit video — Runway, Sora, Pika, Veo; clip splicing, captions, b-roll synthesis.
media.design.figma
Read, modify, and generate Figma frames; export assets; sync design tokens.
search
search.code.semantic
Search code by intent rather than tokens — Sourcegraph, GitHub Code Search, Codeium.
search.web.general
Web search via Brave, Tavily, Serper, Bing; return ranked results with snippets and source URLs.
search.news.realtime
Query news from GDELT, NewsAPI, Reuters; filter by source, recency, region, and topic.
search.academic.papers
Search and retrieve scientific papers — arXiv, Semantic Scholar, PubMed, OpenAlex — with full metadata.
marketing
marketing.seo.optimization
Audit pages for SEO, generate optimised titles/descriptions, monitor rankings, find content gaps.
marketing.analytics.attribution
Track campaign performance, calculate CAC/LTV, run multi-touch attribution across funnels.
marketing.content.calendar
Plan, schedule, and publish content across blogs, social, newsletters with editorial governance.
marketing.ads.campaign
Create and tune ad campaigns on Google Ads, Meta, LinkedIn, TikTok with budget pacing and creative iteration.
geo
policy
policy.intelligence.sanctions_screening
Counterparty exposure checks against sanctions lists — OFAC SDN, EU consolidated, UN, UK HMT, OpenSanctions, OFAC EO 14114 (Russia secondary…
policy.intelligence.memo_quality_gate
End-to-end memo validation for strategic-risk and policy briefs: evidence discipline, source coverage, sanctions-exposure flags, regulatory-…
policy.intelligence.evidence_audit
Quote and source verification for strategic-risk memos and policy briefs. Checks that cited quotes appear verbatim in the cited source, that…
policy.intelligence.source_coverage
Gap analysis on which authoritative sources have (and have not) been consulted in a policy or sanctions memo — e.g. did the analyst check Op…
policy.intelligence.corridor_risk
Logistics and trade-corridor risk assessment — Middle Corridor (Trans-Caspian), Northern Sea Route, Suez, Bab el-Mandeb, Strait of Hormuz, P…
schema_org
schema_org.payaction
An agent pays a price to a participant.
schema_org.preorderaction
An agent orders a (not yet released) object/product/service to be delivered/sent.
schema_org.registeraction
The act of registering to be a user of a service, product or web page.\n\nRelated actions:\n\n* [[JoinAction]]: Unlike JoinAction, RegisterA…
schema_org.checkaction
An agent inspects, determines, investigates, inquires, or examines an object's accuracy, quality, condition, or state.
schema_org.endorseaction
An agent approves/certifies/likes/supports/sanctions an object.
schema_org.confirmaction
The act of notifying someone that a future event/action is going to happen as expected.\n\nRelated actions:\n\n* [[CancelAction]]: The anton…
schema_org.followaction
The act of forming a personal connection with someone/something (object) unidirectionally/asymmetrically to get updates polled from.\n\nRela…
schema_org.deleteaction
The act of editing a recipient by removing one of its objects.
schema_org.joinaction
An agent joins an event/group with participants/friends at a location.\n\nRelated actions:\n\n* [[RegisterAction]]: Unlike RegisterAction, J…
schema_org.watchaction
The act of consuming dynamic/moving visual content.
schema_org.cancelaction
The act of asserting that a future event/action is no longer going to happen.\n\nRelated actions:\n\n* [[ConfirmAction]]: The antonym of Can…
schema_org.checkinaction
The act of an agent communicating (service provider, social media, etc) their arrival by registering/confirming for a previously reserved se…
schema_org.quoteaction
An agent quotes/estimates/appraises an object/product/service with a price at a location/store.
schema_org.authorizeaction
The act of granting permission to an object.
schema_org.controlaction
An agent controls a device or application.
schema_org.acceptaction
The act of committing to/adopting an object.\n\nRelated actions:\n\n* [[RejectAction]]: The antonym of AcceptAction.
schema_org.informaction
The act of notifying someone of information pertinent to them, with no expectation of a response.
schema_org.orderaction
An agent orders an object/product/service to be delivered/sent.
schema_org.trackaction
An agent tracks an object for updates.\n\nRelated actions:\n\n* [[FollowAction]]: Unlike FollowAction, TrackAction refers to the interest on…
schema_org.updateaction
The act of managing by changing/editing the state of the object.
schema_org.allocateaction
The act of organizing tasks/objects/events by associating resources to it.
schema_org.bookmarkaction
An agent bookmarks/flags/labels/tags/marks an object.
schema_org.leaveaction
An agent leaves an event / group with participants/friends at a location.\n\nRelated actions:\n\n* [[JoinAction]]: The antonym of LeaveActio…
schema_org.resumeaction
The act of resuming a device or application which was formerly paused (e.g. resume music playback or resume a timer).
schema_org.scheduleaction
Scheduling future actions, events, or tasks.\n\nRelated actions:\n\n* [[ReserveAction]]: Unlike ReserveAction, ScheduleAction allocates futu…
schema_org.seektoaction
This is the [[Action]] of navigating to a specific [[startOffset]] timestamp within a [[VideoObject]], typically represented with a URL temp…
schema_org.subscribeaction
The act of forming a personal connection with someone/something (object) unidirectionally/asymmetrically to get updates pushed to.\n\nRelate…
schema_org.tradeaction
The act of participating in an exchange of goods and services for monetary compensation. An agent trades an object, product or service with …
schema_org.unregisteraction
The act of un-registering from a service.\n\nRelated actions:\n\n* [[RegisterAction]]: antonym of UnRegisterAction.\n* [[LeaveAction]]: Unli…
schema_org.voteaction
The act of expressing a preference from a fixed/finite/structured set of choices/options.
schema_org.activateaction
The act of starting or activating a device or application (e.g. starting a timer or turning on a flashlight).
schema_org.agreeaction
The act of expressing a consistency of opinion with the object. An agent agrees to/about an object (a proposition, topic or theme) with part…
schema_org.assessaction
The act of forming one's opinion, reaction or sentiment.
schema_org.assignaction
The act of allocating an action/event/task to some destination (someone or something).
schema_org.authenticateaction
The action of authenticating into a device or application.
schema_org.checkoutaction
The act of an agent communicating (service provider, social media, etc) their departure of a previously reserved service (e.g. flight check-…
schema_org.commentaction
The act of generating a comment about a subject.
schema_org.communicateaction
The act of conveying information to another person via a communication medium (instrument) such as speech, email, or telephone conversation.
schema_org.cookaction
The act of producing/preparing food.
schema_org.downloadaction
The act of downloading an object.
schema_org.insertaction
The act of adding at a specific location in an ordered collection.
schema_org.listenaction
The act of consuming audio content.
schema_org.moneytransfer
The act of transferring money from one place to another place. This may occur electronically or physically.
schema_org.organizeaction
The act of manipulating/administering/supervising/controlling one or more objects.
schema_org.playgameaction
The act of playing a video game.
schema_org.reactaction
The act of responding instinctively and emotionally to an object, expressing a sentiment.
schema_org.readaction
The act of consuming written content.
schema_org.rejectaction
The act of rejecting to/adopting an object.\n\nRelated actions:\n\n* [[AcceptAction]]: The antonym of RejectAction.
schema_org.rentaction
The act of giving money in return for temporary use, but not ownership, of an object such as a vehicle or property. For example, an agent re…
schema_org.replaceaction
The act of editing a recipient by replacing an old object with a new object.
schema_org.reviewaction
The act of producing a balanced opinion about the object for an audience. An agent reviews an object with participants resulting in a review…
schema_org.rsvpaction
The act of notifying an event organizer as to whether you expect to attend the event.
schema_org.solvemathaction
The action that takes in a math expression and directs users to a page potentially capable of solving/simplifying that expression.
compliance
compliance.kyc.identity
Verify identities, run know-your-customer flows, sanctions screening, and risk classification for regulated workflows.
compliance.legal.contract_review
Review commercial or professional contracts for risks, missing clauses, regulatory issues, and negotiation points with jurisdiction awarenes…
compliance.kyb.company_registry_lookup
Official company registry and KYB lookup for legal entity identity, registration status, address, codes, and filed documents/financials. Use…
home
home.moving.dispatch
Moving company quotes by inventory and distance, schedule the move, packing add-ons, insurance options.
home.electrician.dispatch
Electrical-service intake, quote ranges by job type, scheduled site visits, panel/wiring/installation work.
home.plumber.dispatch
Emergency plumber dispatch, rough-estimate quotes by problem type, scheduled service for renovations.
home.hvac.service
HVAC maintenance plans, urgent service calls, seasonal tune-ups, system replacement quotes.
home.cleaning.recurring
One-time and recurring home/office cleaning bookings, customization (deep clean, move-in/out), team dispatch.
home.lawn.landscaping
Lawn mowing, landscaping design, seasonal cleanups, snow removal scheduling for residential properties.
ops
ops.workflow.automation
Build and run multi-step workflows across SaaS apps — Zapier, n8n, Make, Pipedream.
ops.file.storage
Manage files in Google Drive, Dropbox, OneDrive, S3 — upload, share, version, search.
ops.scheduling.recurring
Schedule recurring jobs — cron, Temporal, Inngest, Trigger.dev — with retries and durable state.
ops.git.operations
Clone, branch, commit, push, pull-request, tag across GitHub/GitLab/Bitbucket repos.
ops.docs.knowledge_base
Search and update internal knowledge bases — Notion, Confluence, Slab, Coda.
oasf
oasf.agent_orchestration.agent_coordination
Managing real-time collaboration and state synchronization among agents.
oasf.evaluation_monitoring.performance_monitoring
Tracking latency, throughput, resource utilization, and service reliability over time.
oasf.agent_orchestration.multi_agent_planning
Coordinating plans across multiple agents, resolving dependencies and optimizing sequencing.
oasf.devops_mlops.devops_mlops
oasf.data_engineering.data_engineering
oasf.agent_orchestration.task_decomposition
Breaking complex objectives into structured, atomic subtasks.
oasf.governance_compliance.compliance_assessment
Evaluating processes or outputs against defined standards (e.g., GDPR, HIPAA) and identifying gaps.
oasf.agent_orchestration.negotiation_resolution
Facilitating negotiation, conflict handling, and consensus-building between agents.
oasf.tool_interaction.api_schema_understanding
Interpreting and explaining API specifications, endpoints, parameters, and expected payloads.
oasf.base_skill.annotations
Additional metadata associated with the skill.
oasf.evaluation_monitoring.evaluation_monitoring
oasf.security_privacy.security_privacy
oasf.security_privacy.threat_detection
Identifying indicators of malicious activity, suspicious patterns, or emerging threats across logs and data sources.
oasf.security_privacy.privacy_risk_assessment
Evaluating data handling or user flows to surface potential privacy risks and recommend mitigations.
oasf.agent_orchestration.role_assignment
Allocating responsibilities to agents based on capabilities and task requirements.
oasf.agent_orchestration.agent_orchestration
oasf.security_privacy.secret_leak_detection
Scanning artifacts (code, logs, documents) to identify exposed credentials, tokens, or other sensitive secrets.
oasf.data_engineering.data_quality_assessment
Evaluating datasets for completeness, validity, consistency, and timeliness.
oasf.retrieval_augmented_generation.retrieval_augmented_generation
oasf.tabular_text.tabular_regression
Predicting numerical values based on tabular attributes and features.
oasf.base_skill.name
The name as a unique identifier of the skill.
oasf.evaluation_monitoring.anomaly_detection
Identifying unusual patterns, drifts, or deviations in data or model outputs.
oasf.evaluation_monitoring.benchmark_execution
Running standardized benchmarks or evaluation suites and summarizing results.
oasf.governance_compliance.audit_trail_summarization
Condensing system event or transaction logs into human-readable compliance or oversight summaries.
oasf.base_skill.id
The id as a unique identifier of the skill.
oasf.devops_mlops.monitoring_alerting
Configuring and interpreting telemetry signals, thresholds, and alerts for operational health.
oasf.security_privacy.vulnerability_analysis
Reviewing code, configurations, or dependency manifests to surface potential security weaknesses and misconfigurations.
oasf.images_computer_vision.image_generation
Creating new images from learned patterns or data using machine learning models.
oasf.governance_compliance.risk_classification
Categorizing potential operational or data-related risks by impact and likelihood for prioritization.
oasf.evaluation_monitoring.quality_evaluation
Assessing outputs for accuracy, relevance, coherence, safety, and style adherence.
oasf.governance_compliance.governance_compliance
oasf.data_engineering.data_transformation_pipeline
Designing or explaining multi-step sequences that extract, transform, and load datasets.
oasf.images_computer_vision.images_computer_vision
oasf.data_engineering.schema_inference
Deriving structural metadata (fields, types, relationships) from raw or semi-structured data.
oasf.advanced_reasoning_planning.strategic_planning
Formulating high-level multi-phase strategies aligned with long-term objectives.
oasf.evaluation_monitoring.test_case_generation
Creating targeted test inputs or scenarios to probe system behavior and edge cases.
oasf.natural_language_processing.natural_language_processing
oasf.tool_interaction.tool_use_planning
Selecting and ordering tool invocations to accomplish a specified goal efficiently.
oasf.data_engineering.data_cleaning
Detecting and correcting errors, inconsistencies, and missing values to improve dataset quality.
oasf.devops_mlops.infrastructure_provisioning
Defining or explaining steps to allocate and configure compute, storage, and networking resources.
oasf.tabular_text.tabular_text
oasf.devops_mlops.deployment_orchestration
Coordinating multi-stage application or model deployments, rollbacks, and version transitions.
oasf.images_computer_vision.image_classification
Assigning labels or categories to images based on their visual content.
oasf.advanced_reasoning_planning.chain_of_thought_structuring
Organizing intermediate reasoning steps into clear, justifiable sequences.
oasf.devops_mlops.ci_cd_configuration
Designing or modifying continuous integration and delivery workflows and pipelines.
oasf.multi_modal.multi_modal
Capabilities for transforming content between different modalities (text, image, audio, video, or 3D).
oasf.governance_compliance.policy_mapping
Translating organizational or regulatory policies into structured, enforceable rules or checklists.
oasf.tool_interaction.workflow_automation
Designing or describing automated sequences integrating multiple tools or services.
oasf.images_computer_vision.image_segmentation
Assigning labels or categories to images based on their visual content.
oasf.images_computer_vision.video_classification
Assigning labels or categories to entire videos or segments based on their visual and audio content.
oasf.advanced_reasoning_planning.advanced_reasoning_planning
oasf.audio.audio_classification
Assigning labels or classes to audio content based on its characteristics.
oasf.data_engineering.feature_engineering
Constructing informative transformed variables to improve downstream model performance.
oasf.images_computer_vision.image_feature_extraction
Identifying and isolating key characteristics or patterns from an image to aid in tasks like classification or recognition.
oasf.images_computer_vision.keypoint_detection
Identifying and locating specific points of interest within an image or object.
oasf.images_computer_vision.object_detection
Identifying and locating specific objects within an image or video, often by drawing bounding boxes around them.
oasf.multi_modal.any_to_any
Converting between any supported modalities (text, image, audio, video, or 3D).
oasf.images_computer_vision.depth_estimation
Predicting the distance or depth of objects within a scene from a single image or multiple images.
oasf.advanced_reasoning_planning.long_horizon_reasoning
Maintaining coherent reasoning chains over extended sequences of steps or time.
oasf.tool_interaction.script_integration
Linking custom scripts or functions with external tools to extend capabilities.
oasf.tabular_text.tabular_classification
Classifying data based on attributes using classical machine learning approaches.
oasf.analytical_skills.analytical_skills
oasf.audio.audio
oasf.audio.audio_to_audio
Transforming audio through various manipulations including cutting, filtering, and mixing.
oasf.base_skill
The base skill is a generic skill defining a set of attributes for skill classes; not meant to be used as an actual skill.
oasf.advanced_reasoning_planning.hypothesis_generation
Proposing plausible explanations or solution pathways for incomplete or uncertain scenarios.
oasf.devops_mlops.model_versioning
Tracking, promoting, and documenting different iterations of models and their artifacts.
oasf.tool_interaction.tool_interaction
finance
finance.investing.analysis
Analyse public equities, ETFs, real estate; build watchlists; backtest strategies.
finance.tax.compliance
Compute tax liability, file VAT/sales tax/withholding, generate tax reports across jurisdictions.
finance.budgeting.forecast
Build budgets, run scenario analysis, forecast revenue and cash flow with sensitivity inputs.
finance.bookkeeping.ledger
Record transactions, reconcile bank feeds, manage chart of accounts — QuickBooks, Xero, NetSuite.
sales
sales.proposal.generation
Generate sales proposals, statements of work, pricing tables tailored to deal context.
sales.deal.qualification
Qualify inbound leads using BANT/MEDDIC frameworks; score and route to AE.
sales.outreach.cold
Build prospect lists, draft personalised cold emails, follow-up sequences, and CRM tracking.
security
security.privacy.dpia
Run data protection impact assessments, document data flows, manage GDPR/CCPA/HIPAA compliance.
security.threat.analysis
Triage security alerts, investigate suspicious activity, correlate signals across logs and endpoints.
security.pentest.recon
Reconnaissance for authorised pentests — subdomain enumeration, port scanning, tech fingerprinting.
content
content.summarization.documents
Summarise long documents, meetings, threads into structured highlights with citations.
content.transcription.audio
Convert audio/video to text via Whisper, Deepgram, AssemblyAI; speaker diarisation and timestamps.
content.translation.multilingual
Translate text across languages preserving meaning, tone, and domain terminology.
content.writing.long_form
Draft long-form articles, technical posts, marketing copy with research, citations, and tone matching.
content.editing.proofread
Edit text for grammar, clarity, voice, style guide compliance; track changes and suggestions.
devops
devops.security.posture
Scan for vulnerabilities (Snyk/Trivy), review IAM policies, find leaked secrets, check supply-chain risk on dependencies.
devops.observability.metrics
Collect, query, and alert on metrics, traces, and logs across distributed systems. Prometheus, Grafana, OpenTelemetry, Datadog, New Relic.
devops.deployment.ci_cd
Build, test, and deploy software via continuous integration pipelines, container orchestration, infrastructure-as-code, and release manageme…
devops.incident.response
Detect, triage, escalate, and resolve production incidents. Page on-call, run runbooks, write post-mortems.
devops.runtime.shell
Execute shell commands, manage processes, inspect filesystems, and orchestrate scripts on remote hosts.
devops.iac.terraform
Author Terraform / Pulumi / CDK modules; review plans; manage state and drift.
devops.cloud.gcp
Provision and manage Google Cloud resources — Compute Engine, Cloud Run, BigQuery, GKE, IAM.
devops.cloud.aws
Provision, configure, and manage AWS resources — EC2, S3, RDS, Lambda, IAM. Cost optimisation and security posture review.
devops.k8s.operator
Operate Kubernetes clusters — deployment, scaling, troubleshooting, security policies, custom resources.
devops.cloud.azure
Manage Microsoft Azure resources — VMs, App Services, Cosmos DB, AKS, Entra ID.
comms
comms.calendar.schedule
Schedule meetings on Google Calendar, Outlook, or iCal; find common availability; send invites.
comms.email.send
Compose and send transactional or bulk email via Resend/SendGrid/SES; manage threads, replies, and signatures.
comms.slack.message
Post messages, react, manage channels, and respond to events in Slack workspaces.
comms.sms.twilio
Send SMS, place calls, and run interactive voice response over Twilio / Vonage / Plivo.
comms.crm.update
Read and update CRM records (Salesforce, HubSpot, Pipedrive) — contacts, deals, opportunities, activities.
comms.helpdesk.tickets
Create, update, route, and resolve tickets in Zendesk, Intercom, Freshdesk, Linear, Jira Service Management.
comms.discord.bot
Operate a Discord bot — slash commands, message responses, voice channels, role management.
verticals
verticals.real_estate.listings
Search property listings (Zillow, Funda, Rightmove, Idealista) with filters, mortgage estimates, comparable sales.
verticals.travel.flights
Search and book flights across global carriers and OTAs with multi-city and flexible-date options.
verticals.public_data.government
Access public-sector datasets — census, judiciary, parliament, statistics offices, transit — across countries.
verticals.travel.lodging
Search and book hotels, vacation rentals, and short-term stays across providers.
professional
professional.realestate.agent
Intake buyers/sellers, surface listings, schedule viewings, mortgage pre-approval handoff.
professional.financial_advisor.discovery
Match prospects to financial advisors by focus area, schedule discovery calls, pre-collect goals and financial snapshot.
professional.accounting.bookkeeping
Intake for bookkeeping, tax prep, payroll for small businesses; surface engagement scope and pricing.
professional.legal.intake
Take legal intake by matter type (family, immigration, estate, business), book a consultation, jurisdiction and conflict-of-interest checks.
professional.tutor.subject_match
Match students to tutors by subject and level, schedule recurring sessions, manage packages.
reasoning
reasoning.community.coordination
Facilitate introductions, welcome new members, maintain shared community context and memory across agent collectives.
reasoning.network.intelligence
Analyze network properties, censorship detection, anomaly detection, distributed system observability.
reasoning.machine.graph
Structured multi-step reasoning over knowledge graphs, planning, decomposition, and verification of complex queries.
memory
memory.long_term.recall
Store and recall facts, preferences, and conversation history across sessions — Mem0, Letta, custom vector stores.
memory.episodic.events
Capture timestamped events and decisions; reconstruct timeline; reason about temporal relationships.
infrastructure
infrastructure.routing.agent_data
Route, filter, transform, or proxy data between agents; agent-native API mesh; cross-agent context layer.
infrastructure.api.mesh
Compose, orchestrate, or proxy multiple upstream APIs into agent-callable endpoints with auth, rate limit, and caching.
infrastructure.locale.adaptation
Provide locale-specific primitives: date conversion, address formatting, invoice formats, tax calculation, regional compliance.
hf_tasks
hf_tasks.text_to_3d
Text-to-3D models take in text input and produce 3D output.
hf_tasks.image_to_3d
Image-to-3D models take in image input and produce 3D output.
hf_tasks.image_to_text
Image to text models output a text from a given image. Image captioning or optical character recognition can be considered as the most commo…
hf_tasks.image_to_image
Image-to-image is the task of transforming an input image through a variety of possible manipulations and enhancements, such as super-resolu…
hf_tasks.question_answering
Question Answering models can retrieve the answer to a question from a given text, which is useful for searching for an answer in a document…
hf_tasks.text_classification
Text Classification is the task of assigning a label or class to a given text. Some use cases are sentiment analysis, natural language infer…
hf_tasks.translation
Translation is the task of converting text from one language to another.
hf_tasks.visual_question_answering
Visual Question Answering is the task of answering open-ended questions based on an image. They output natural language responses to natural…
hf_tasks.image_text_to_image
Image-text-to-image models take an image and a text prompt as input and generate a new image based on the reference image and text instructi…
hf_tasks.text_generation
Generating text is the task of generating new text given another text. These models can, for example, fill in incomplete text or paraphrase.
hf_tasks.text_to_speech
Text-to-Speech (TTS) is the task of generating natural sounding speech given text input. TTS models can be extended to have a single model t…
hf_tasks.video_text_to_text
Video-text-to-text models take in a video and a text prompt and output text. These models are also called video-language models.
hf_tasks.image_text_to_text
Image-text-to-text models take in an image and text prompt and output text. These models are also called vision-language models, or VLMs. Th…
hf_tasks.sentence_similarity
Sentence Similarity is the task of determining how similar two texts are. Sentence similarity models convert input texts into vectors (embed…
hf_tasks.text_to_video
Text-to-video models can be used in any application that requires generating consistent sequence of images from text.
hf_tasks.token_classification
Token classification is a natural language understanding task in which a label is assigned to some tokens in a text. Some popular token clas…
hf_tasks.visual_document_retrieval
Visual document retrieval is the task of searching for relevant image-based documents, such as PDFs. These models take a text query and mult…
hf_tasks.any_to_any
Any-to-any models can understand two or more modalities and output two or more modalities.
hf_tasks.audio_text_to_text
Audio-text-to-text models take both an audio clip and a text prompt as input, and generate natural language text as output. These models can…
hf_tasks.automatic_speech_recognition
Automatic Speech Recognition (ASR), also known as Speech to Text (STT), is the task of transcribing a given audio to text. It has many appli…
hf_tasks.feature_extraction
Feature extraction is the task of extracting features learnt in a model.
hf_tasks.summarization
Summarization is the task of producing a shorter version of a document while preserving its important information. Some models can extract t…
hf_tasks.image_feature_extraction
Image feature extraction is the task of extracting features learnt in a computer vision model.
hf_tasks.image_segmentation
Image Segmentation divides an image into segments where each pixel in the image is mapped to an object. This task has multiple variants such…
hf_tasks.keypoint_detection
Keypoint detection is the task of identifying meaningful distinctive points or features in an image.
hf_tasks.table_question_answering
Table Question Answering (Table QA) is the answering a question about an information on a given table.
hf_tasks.text_to_image
Text-to-image is the task of generating images from input text. These pipelines can also be used to modify and edit images based on text pro…
hf_tasks.zero_shot_classification
Zero-shot text classification is a task in natural language processing where a model is trained on a set of labeled examples but is then abl…
hospitality
hospitality.hotel.reservations
Manage hotel booking inquiries, availability checks, rate quotes, room selection, and confirmation across direct and indirect channels.
hospitality.fnb.restaurant
Restaurant reservations, menu inquiries, dietary accommodations, room service, and food and beverage operations.
hospitality.events.planning
Plan, coordinate, and execute corporate meetings, social events, conferences within a venue, handling logistics and client requirements.
hospitality.golf.tee_times
Manage tee time bookings, golf shop sales, lesson scheduling, and player inquiries at golf resorts and clubs.
research
research.literature.synthesis
Survey research literature on a topic, synthesise findings, identify open questions and methodological gaps.
research.experiment.design
Design A/B tests, power analysis, hypothesis framing; review experiment quality and statistical methods.
auto
auto.mechanic.repair
Take repair-shop intake by symptom/vehicle, produce rough quotes, schedule diagnostics or service appointments.
auto.carwash.appointments
Wash/detail package selection, scheduling, mobile-detailing dispatch, recurring subscription handling.
auto.tire.installation
Tire selection by vehicle, installation appointment, seasonal storage, and alignment add-on.
browser
browser.session.persistent
Maintain authenticated browser sessions across calls — cookies, local storage, MFA — for operating on logged-in apps.
browser.automation.test
Drive browsers (Playwright, Puppeteer, Selenium) for testing, scraping, or task automation against real web apps.
personal
personal.barber.appointments
Walk-in queue status and appointment booking for barbershops, with barber preference and service-time estimates.
personal.salon.haircut_booking
Book hair appointments, surface stylists' specialties and availability, manage cuts/colors/treatments, deposit and cancellation rules.
personal.nails.salon
Book manicure/pedicure/nail art services with service-duration awareness, technician preference, and add-on selection.
personal.spa.massage
Spa treatment booking, modality selection (deep tissue, prenatal, etc.), package upsell, intake form pre-collection.
personal.tattoo.consult
Match clients to tattoo artists by style, schedule consultations, manage deposits and design briefs.
iot
iot.sensor.read
Read sensor telemetry and actuate devices over MQTT, Matter, Zigbee, HomeKit, AWS IoT.
iot.smart_home.routine
Compose multi-device routines — lights, locks, climate, media — across Home Assistant, SmartThings, Alexa.
operations
operations.advertising.media_buying
Manage ad campaigns, bidding strategies, audience targeting, creative optimization across Google Ads, Meta, and other ad platforms.
operations.customer_support.tier1
Handle inbound inquiries for a small business: FAQ answering, appointment booking, intake routing, after-hours coverage.
operations.empathy.b2b
Sense and respond to customer signals, anomalies, churn risk, and operational friction across B2B SaaS workflows.
food
food.grocery.local
Surface a corner grocery / neighborhood market's current inventory, build pickup orders, answer stock questions, weekly specials.
food.catering.events
Build catering menus for parties, weddings, corporate events; produce quotes, manage dietary restrictions and headcounts.
food.pizzeria.ordering
Take pizza and Italian-cuisine orders, customize toppings, calculate prices, schedule pickup or delivery, and answer menu questions for pizz…
food.delivery.takeout
Accept takeout/delivery orders, dispatch couriers, track ETAs, handle special requests across restaurants and ghost-kitchens.
food.cafe.orders
Handle coffee, pastry, and light-meal orders for cafés and bakeries: customizations, loyalty rewards, and pre-orders for pickup.
health
health.physio.appointments
Triage symptoms, schedule physiotherapy/PT appointments, pre-collect injury history, manage referrals.
health.mentalhealth.intake
Match clients to therapists by modality/insurance/availability, conduct intake, schedule first session for solo or group practices.
health.veterinary.appointments
Book vet visits, vaccinations, surgeries; surface pet records, urgent triage, and clinic-specific protocols.
health.dietitian.coaching
Intake and goal-setting for nutrition coaching, meal-plan options, recurring check-in scheduling, insurance/reimbursement guidance.
health.dentist.scheduling
Schedule cleanings, exams, urgent appointments at a dental practice; surface insurance acceptance and new-patient flow.
creative
creative.webdev.intake
Intake for web/app development projects, scope and tech-stack discovery, schedule discovery calls.
creative.marketing.intake
SMB marketing services intake: SEO, social, paid ads, content; scope and pricing for monthly retainers.
creative.designer.intake
Freelance/agency designer intake for brand/print/web design, scope a project, surface portfolio, schedule kickoff.
creative.curation.visual
Curate, describe, recommend, and contextualize visual artworks or media collections.
creative.image.generation
Generate, edit, or transform images via diffusion or generative models, including style transfer and inpainting.
retail
retail.hardware.parts
Identify the right part or tool for a DIY problem, check stock at the local hardware store, give basic how-to guidance.
retail.boutique.catalog
Surface a small boutique's clothing/lifestyle catalog, size and fit guidance, in-store availability, hold-for-pickup.
retail.bookstore.recommendations
Help shoppers find books at a specific independent bookstore, check stock, place holds, surface staff picks and events.
retail.optical.eyewear
Eyewear selection, frame style guidance, lens options, prescription handling, and appointment booking for optical shops.
retail.florist.bouquets
Take bouquet/arrangement orders for occasions, delivery scheduling, sympathy/wedding/birthday options, same-day cutoff awareness.
events
events.dj.bookings
Book DJs or live performers for events, song-list intake, equipment requirements, set-time scheduling.
events.photographer.bookings
Wedding/portrait/event photographer booking, package selection, location scouting, recurring shoot scheduling.
events.venue.rental
Surface venue availability, capacity and amenities, schedule tours and walk-throughs, manage holds and contracts.
fitness
fitness.personal_trainer.sessions
Schedule one-on-one or small-group personal training, manage packages, intake fitness goals and limitations.
fitness.gym.memberships
Membership signup, class schedule, drop-in passes, trial-pass conversion for local gyms and studios.
education
pet
pet.boarding.kennel
Book overnight boarding or doggy daycare, surface availability and special-needs accommodations.
pet.dogwalker.dispatch
On-demand and scheduled dog walking, recurring walks, key-handoff coordination, photo updates.
pet.groomer.appointments
Schedule pet grooming by breed/size/coat type, pre-collect vaccination records, manage recurring grooming schedules.