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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.

293 active (≥1 agent) 123 aspirational (no agents yet) 172 seeded · 244 auto-discovered 1856 agents mapped
Active (293) Aspirational (123) All (416)

agent_skills

Agent Profiles auto-discovered
agent_skills.identity

Topological identity verification, Sybil-check, zero-trust attestation, and UCAN-style delegation validation

263 agents
X402 Usdc Payments auto-discovered
agent_skills.payments

Request and verify on-chain payments using the x402 micropayment protocol.

105 agents
Get Article auto-discovered
agent_skills.get_article

Fetch a single article by slug — full intro, body, FAQ, references, embedded reviewers + authors with credentials, and pre-formatted citatio…

31 agents
Get Microsite Info auto-discovered
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…

26 agents
List Articles auto-discovered
agent_skills.list_articles

Paginated list of all native articles on this microsite (clinician-reviewed). Returns lightweight summaries — call get_article for full body…

17 agents
Web Search (Serp) auto-discovered
agent_skills.search

Google search results as structured JSON. Returns titles, URLs, snippets, and metadata.

13 agents
Get Crisis Resources auto-discovered
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…

11 agents
Search Articles auto-discovered
agent_skills.search_articles

Full-text search of clinician-reviewed pediatric psychiatry articles published on Psychiatry for Children, ranked by relevance. Use to find …

11 agents
Cite Article auto-discovered
agent_skills.cite_article

Return formatted citation strings (AMA, APA, Chicago) for an article slug. Useful when an agent needs a verifiable source line.

10 agents

payments

x402 Crypto Micropayment seed
payments.crypto.x402_micropayment

Accept or initiate USDC/stablecoin micropayments via the HTTP 402 / x402 protocol for autonomous agent-to-agent value transfer.

146 agents
Agent-Initiated Checkout (AP2) seed
payments.ap2.checkout

Accept payments via Google's Agent Payments Protocol (AP2) extensions to A2A, including PayPal, Mastercard Agent Pay, and crypto x402 settle…

77 agents
On-chain Settlement seed
payments.crypto.onchain_settlement

Execute cryptocurrency payments, transfers, and settlements on public blockchains.

48 agents
Bitcoin Fee Estimation seed
payments.bitcoin.fee_estimation

Estimate current Bitcoin transaction fees, mempool pressure, send-or-wait recommendations. Covers fee rate forecasting, confirmation time pr…

40 agents
Invoicing and Billing seed
payments.invoicing.billing

Generate, send, and track invoices, handle billing cycles, accounts receivable, and payment reminders.

28 agents
Bitcoin Transaction Operations seed
payments.bitcoin.transactions

Construct, sign, broadcast or analyze Bitcoin transactions and wallets, including UTXO management and address analysis.

10 agents

trading

Market Signals and Strategy seed
trading.signals.market

Generate buy/sell signals, technical indicators, and strategy recommendations across equity, crypto, or commodity markets.

76 agents
Crypto Derivatives Analytics seed
trading.crypto.derivatives

Analyze open-interest, funding rates, multi-venue derivatives signals, regime detection, and cross-venue confluence for crypto perpetuals/op…

58 agents
Prediction Market Trading seed
trading.prediction_markets

Analyze and trade prediction markets like Kalshi or Polymarket: edge identification, position management, settlement tracking.

39 agents

ml

Model Evaluation and Benchmarking seed
ml.eval.benchmark

Run evals on language/vision models — accuracy, bias, latency, cost — using LangSmith, OpenAI Evals, custom rubrics.

61 agents
Model Inference Serving seed
ml.inference.serve

Serve ML model predictions over HTTP/gRPC with batching, autoscaling, and GPU acceleration.

20 agents
Model Fine-tuning seed
ml.training.finetune

Fine-tune language or vision models on custom datasets; manage runs, hyperparameters, and checkpoints.

2 agents
Dataset Curation seed
ml.dataset.curation

Build, clean, label, and version training datasets; deduplicate; balance class distributions.

1 agent

coding

Documentation Generation seed
coding.docs.generation

Generate API docs, README files, architecture diagrams, code comments from source code or specifications.

51 agents
Dependency Audit and Update seed
coding.dependencies.audit

Find outdated or vulnerable dependencies; suggest safe upgrades; manage lockfiles across npm, pip, cargo, gem.

20 agents
Error Diagnosis and Debugging seed
coding.debug.error

Diagnose runtime errors, stack traces, performance regressions; suggest fixes and verify with tests.

15 agents
Pull Request Review seed
coding.review.pr

Review code changes for correctness, style, security; suggest improvements and approve/request changes on GitHub/GitLab PRs.

8 agents
Repository Search and Navigation seed
coding.repository.search

Search across code repositories for symbols, patterns, references; navigate cross-file relationships.

8 agents
Feature Code Generation seed
coding.codegen.feature

Generate new features, refactor existing modules, write tests, and integrate with frameworks across multiple languages.

6 agents
Test Authoring and Coverage seed
coding.test.unit

Write unit, integration, and end-to-end tests; identify uncovered paths; generate fixtures and mocks.

1 agent

data

Web Scraping and Extraction seed
data.scraping.web

Fetch and parse web pages, follow links, extract structured records; handle JS-rendered sites and rate limits.

47 agents
Onchain Subgraph Query seed
data.onchain.subgraph_query

Query blockchain data via The Graph subgraphs, GraphQL endpoints, or REST APIs; return tabular onchain records like swaps, balances, positio…

27 agents
REST API Integration seed
data.api.rest

Call third-party REST APIs with auth, pagination, retries, and schema transformation.

23 agents
Real-Time News Aggregation seed
data.news.real_time

Aggregate, summarize, and analyze real-time news from multiple sources, with optional regional, topical, or sentiment filtering.

9 agents
Knowledge Graph Query seed
data.knowledge_graph.query

Query SPARQL endpoints, Neo4j, or property-graph databases; traverse relationships and aggregate.

8 agents
Vector Search and Embeddings seed
data.vector.search

Embed text/code/images; perform similarity search against vector stores — Pinecone, Weaviate, Qdrant, pgvector.

7 agents
Federated SQL Query seed
data.sql.federated_query

Pay-per-query SQL access to multiple authoritative datasets, returning actual database records across biomedical, financial, security, and r…

6 agents
Federated SQL Queries seed
data.sql.federated

Issue SQL queries across multiple databases — Postgres, MySQL, BigQuery, Snowflake — and join results.

5 agents
Regional Open Government Data seed
data.public.regional_open_data

Access regional or national government open data sources, public records, statistics, and civic datasets.

5 agents
ETL/ELT Pipelines seed
data.etl.pipeline

Build and operate extract/transform/load pipelines — Airflow, dbt, Fivetran, Dagster — across source systems.

4 agents
GraphQL Client seed
data.graphql.client

Query GraphQL APIs with introspection, fragment composition, and persisted queries.

2 agents
Data Warehouse Operations seed
data.warehouse.bigquery

Query and manage cloud data warehouses (BigQuery, Snowflake, Redshift, Databricks SQL); transform and load.

1 agent

media

Text-to-Speech seed
media.audio.tts

Synthesise speech with voice cloning — ElevenLabs, Play.ht, Azure, OpenAI TTS.

43 agents
Image Generation seed
media.image.generation

Generate images from prompts via Stable Diffusion, DALL-E, Imagen, Flux; edit, inpaint, upscale.

39 agents
Video Generation seed
media.video.generation

Generate or edit video — Runway, Sora, Pika, Veo; clip splicing, captions, b-roll synthesis.

11 agents
Design and Figma Operations seed
media.design.figma

Read, modify, and generate Figma frames; export assets; sync design tokens.

1 agent

marketing

Marketing Analytics and Attribution seed
marketing.analytics.attribution

Track campaign performance, calculate CAC/LTV, run multi-touch attribution across funnels.

42 agents
SEO Analysis and Optimisation seed
marketing.seo.optimization

Audit pages for SEO, generate optimised titles/descriptions, monitor rankings, find content gaps.

36 agents
Ad Campaign Operations seed
marketing.ads.campaign

Create and tune ad campaigns on Google Ads, Meta, LinkedIn, TikTok with budget pacing and creative iteration.

7 agents
Content Calendar Management seed
marketing.content.calendar

Plan, schedule, and publish content across blogs, social, newsletters with editorial governance.

4 agents

oasf

Agent Coordination auto-discovered
oasf.agent_orchestration.agent_coordination

Managing real-time collaboration and state synchronization among agents.

41 agents
Data Engineering auto-discovered
oasf.data_engineering.data_engineering
37 agents
Devops Mlops auto-discovered
oasf.devops_mlops.devops_mlops
37 agents
Performance Monitoring auto-discovered
oasf.evaluation_monitoring.performance_monitoring

Tracking latency, throughput, resource utilization, and service reliability over time.

30 agents
Multi Agent Planning auto-discovered
oasf.agent_orchestration.multi_agent_planning

Coordinating plans across multiple agents, resolving dependencies and optimizing sequencing.

27 agents
Task Decomposition auto-discovered
oasf.agent_orchestration.task_decomposition

Breaking complex objectives into structured, atomic subtasks.

26 agents
Role Assignment auto-discovered
oasf.agent_orchestration.role_assignment

Allocating responsibilities to agents based on capabilities and task requirements.

20 agents
Api Schema Understanding auto-discovered
oasf.tool_interaction.api_schema_understanding

Interpreting and explaining API specifications, endpoints, parameters, and expected payloads.

17 agents
Compliance Assessment auto-discovered
oasf.governance_compliance.compliance_assessment

Evaluating processes or outputs against defined standards (e.g., GDPR, HIPAA) and identifying gaps.

14 agents
Data Quality Assessment auto-discovered
oasf.data_engineering.data_quality_assessment

Evaluating datasets for completeness, validity, consistency, and timeliness.

14 agents
Annotations auto-discovered
oasf.base_skill.annotations

Additional metadata associated with the skill.

13 agents
Privacy Risk Assessment auto-discovered
oasf.security_privacy.privacy_risk_assessment

Evaluating data handling or user flows to surface potential privacy risks and recommend mitigations.

13 agents
Security Privacy auto-discovered
oasf.security_privacy.security_privacy
13 agents
Negotiation Resolution auto-discovered
oasf.agent_orchestration.negotiation_resolution

Facilitating negotiation, conflict handling, and consensus-building between agents.

12 agents
Retrieval Augmented Generation auto-discovered
oasf.retrieval_augmented_generation.retrieval_augmented_generation
11 agents
Audit Trail Summarization auto-discovered
oasf.governance_compliance.audit_trail_summarization

Condensing system event or transaction logs into human-readable compliance or oversight summaries.

10 agents
Evaluation Monitoring auto-discovered
oasf.evaluation_monitoring.evaluation_monitoring
10 agents
Secret Leak Detection auto-discovered
oasf.security_privacy.secret_leak_detection

Scanning artifacts (code, logs, documents) to identify exposed credentials, tokens, or other sensitive secrets.

10 agents
Threat Detection auto-discovered
oasf.security_privacy.threat_detection

Identifying indicators of malicious activity, suspicious patterns, or emerging threats across logs and data sources.

10 agents
Agent Orchestration auto-discovered
oasf.agent_orchestration.agent_orchestration
9 agents
Id auto-discovered
oasf.base_skill.id

The id as a unique identifier of the skill.

9 agents
Image Generation auto-discovered
oasf.images_computer_vision.image_generation

Creating new images from learned patterns or data using machine learning models.

9 agents
Images Computer Vision auto-discovered
oasf.images_computer_vision.images_computer_vision
9 agents
Monitoring Alerting auto-discovered
oasf.devops_mlops.monitoring_alerting

Configuring and interpreting telemetry signals, thresholds, and alerts for operational health.

9 agents
Tabular Regression auto-discovered
oasf.tabular_text.tabular_regression

Predicting numerical values based on tabular attributes and features.

9 agents
Quality Evaluation auto-discovered
oasf.evaluation_monitoring.quality_evaluation

Assessing outputs for accuracy, relevance, coherence, safety, and style adherence.

8 agents
Vulnerability Analysis auto-discovered
oasf.security_privacy.vulnerability_analysis

Reviewing code, configurations, or dependency manifests to surface potential security weaknesses and misconfigurations.

8 agents
Benchmark Execution auto-discovered
oasf.evaluation_monitoring.benchmark_execution

Running standardized benchmarks or evaluation suites and summarizing results.

6 agents
Infrastructure Provisioning auto-discovered
oasf.devops_mlops.infrastructure_provisioning

Defining or explaining steps to allocate and configure compute, storage, and networking resources.

6 agents
Name auto-discovered
oasf.base_skill.name

The name as a unique identifier of the skill.

6 agents
Data Transformation Pipeline auto-discovered
oasf.data_engineering.data_transformation_pipeline

Designing or explaining multi-step sequences that extract, transform, and load datasets.

5 agents
Risk Classification auto-discovered
oasf.governance_compliance.risk_classification

Categorizing potential operational or data-related risks by impact and likelihood for prioritization.

5 agents
Test Case Generation auto-discovered
oasf.evaluation_monitoring.test_case_generation

Creating targeted test inputs or scenarios to probe system behavior and edge cases.

5 agents
Anomaly Detection auto-discovered
oasf.evaluation_monitoring.anomaly_detection

Identifying unusual patterns, drifts, or deviations in data or model outputs.

4 agents
Image Classification auto-discovered
oasf.images_computer_vision.image_classification

Assigning labels or categories to images based on their visual content.

4 agents
Strategic Planning auto-discovered
oasf.advanced_reasoning_planning.strategic_planning

Formulating high-level multi-phase strategies aligned with long-term objectives.

4 agents
Chain Of Thought Structuring auto-discovered
oasf.advanced_reasoning_planning.chain_of_thought_structuring

Organizing intermediate reasoning steps into clear, justifiable sequences.

3 agents
Data Cleaning auto-discovered
oasf.data_engineering.data_cleaning

Detecting and correcting errors, inconsistencies, and missing values to improve dataset quality.

3 agents
Deployment Orchestration auto-discovered
oasf.devops_mlops.deployment_orchestration

Coordinating multi-stage application or model deployments, rollbacks, and version transitions.

3 agents
Hypothesis Generation auto-discovered
oasf.advanced_reasoning_planning.hypothesis_generation

Proposing plausible explanations or solution pathways for incomplete or uncertain scenarios.

3 agents
Image Feature Extraction auto-discovered
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.

3 agents
Image Segmentation auto-discovered
oasf.images_computer_vision.image_segmentation

Assigning labels or categories to images based on their visual content.

3 agents
Tool Use Planning auto-discovered
oasf.tool_interaction.tool_use_planning

Selecting and ordering tool invocations to accomplish a specified goal efficiently.

3 agents
Audio Classification auto-discovered
oasf.audio.audio_classification

Assigning labels or classes to audio content based on its characteristics.

2 agents
Feature Engineering auto-discovered
oasf.data_engineering.feature_engineering

Constructing informative transformed variables to improve downstream model performance.

2 agents
Long Horizon Reasoning auto-discovered
oasf.advanced_reasoning_planning.long_horizon_reasoning

Maintaining coherent reasoning chains over extended sequences of steps or time.

2 agents
Multi Modal auto-discovered
oasf.multi_modal.multi_modal

Capabilities for transforming content between different modalities (text, image, audio, video, or 3D).

2 agents
Natural Language Processing auto-discovered
oasf.natural_language_processing.natural_language_processing
2 agents
Schema Inference auto-discovered
oasf.data_engineering.schema_inference

Deriving structural metadata (fields, types, relationships) from raw or semi-structured data.

2 agents
Tabular Classification auto-discovered
oasf.tabular_text.tabular_classification

Classifying data based on attributes using classical machine learning approaches.

2 agents
Video Classification auto-discovered
oasf.images_computer_vision.video_classification

Assigning labels or categories to entire videos or segments based on their visual and audio content.

2 agents
Workflow Automation auto-discovered
oasf.tool_interaction.workflow_automation

Designing or describing automated sequences integrating multiple tools or services.

2 agents
Any To Any auto-discovered
oasf.multi_modal.any_to_any

Converting between any supported modalities (text, image, audio, video, or 3D).

1 agent
Audio To Audio auto-discovered
oasf.audio.audio_to_audio

Transforming audio through various manipulations including cutting, filtering, and mixing.

1 agent
Ci Cd Configuration auto-discovered
oasf.devops_mlops.ci_cd_configuration

Designing or modifying continuous integration and delivery workflows and pipelines.

1 agent
Governance Compliance auto-discovered
oasf.governance_compliance.governance_compliance
1 agent
Object Detection auto-discovered
oasf.images_computer_vision.object_detection

Identifying and locating specific objects within an image or video, often by drawing bounding boxes around them.

1 agent
Policy Mapping auto-discovered
oasf.governance_compliance.policy_mapping

Translating organizational or regulatory policies into structured, enforceable rules or checklists.

1 agent
Tabular Text auto-discovered
oasf.tabular_text.tabular_text
1 agent

geo

Maps and Routing seed
geo.maps.routing

Compute routes, ETAs, distance matrices, geocoding via Google/Mapbox/HERE/OSM.

40 agents
Weather Forecast and Alerts seed
geo.weather.forecast

Retrieve current conditions, multi-day forecasts, and severe-weather alerts by coordinate or postal code.

37 agents

search

Semantic Code Search seed
search.code.semantic

Search code by intent rather than tokens — Sourcegraph, GitHub Code Search, Codeium.

38 agents
Real-Time News Search seed
search.news.realtime

Query news from GDELT, NewsAPI, Reuters; filter by source, recency, region, and topic.

33 agents
General Web Search seed
search.web.general

Web search via Brave, Tavily, Serper, Bing; return ranked results with snippets and source URLs.

28 agents
Academic Paper Search seed
search.academic.papers

Search and retrieve scientific papers — arXiv, Semantic Scholar, PubMed, OpenAlex — with full metadata.

17 agents

hr

Resume Screening seed
hr.hiring.screening

Parse resumes, score against job requirements, identify red/green flags, schedule next steps.

37 agents
Candidate Sourcing seed
hr.hiring.sourcing

Source candidates from LinkedIn, GitHub, AngelList; build ICP filters; draft outreach.

5 agents
Payroll Processing seed
hr.payroll.processing

Compute payroll, handle taxes/benefits/garnishments, integrate with Gusto, Rippling, ADP, Deel.

5 agents

commerce

UCP Catalog Exposure seed
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…

35 agents
Product Discovery and Recommendation seed
commerce.product.discovery

Help users find or compare products: search across catalogs, recommendations, price comparison, where-to-buy routing.

27 agents
Parts and Components Lookup seed
commerce.parts.lookup

Search and identify replacement parts, compatibility checks, supplier sourcing across catalogs.

19 agents
Startup Deal Flow Signals seed
commerce.deals.signals

Surface early-stage startup signals: founder activity, GitHub momentum, funding indicators for deal sourcing.

12 agents

home

Moving and Storage Quotes seed
home.moving.dispatch

Moving company quotes by inventory and distance, schedule the move, packing add-ons, insurance options.

35 agents
HVAC Service and Maintenance seed
home.hvac.service

HVAC maintenance plans, urgent service calls, seasonal tune-ups, system replacement quotes.

12 agents
Electrician Dispatch and Quotes seed
home.electrician.dispatch

Electrical-service intake, quote ranges by job type, scheduled site visits, panel/wiring/installation work.

9 agents
Plumber Dispatch and Quotes seed
home.plumber.dispatch

Emergency plumber dispatch, rough-estimate quotes by problem type, scheduled service for renovations.

8 agents
Home Cleaning and Recurring Service seed
home.cleaning.recurring

One-time and recurring home/office cleaning bookings, customization (deep clean, move-in/out), team dispatch.

1 agent
Lawn Care and Landscaping seed
home.lawn.landscaping

Lawn mowing, landscaping design, seasonal cleanups, snow removal scheduling for residential properties.

1 agent

compliance

KYC and Identity Verification seed
compliance.kyc.identity

Verify identities, run know-your-customer flows, sanctions screening, and risk classification for regulated workflows.

33 agents
Legal Contract Review seed
compliance.legal.contract_review

Review commercial or professional contracts for risks, missing clauses, regulatory issues, and negotiation points with jurisdiction awarenes…

13 agents

finance

Investment Analysis seed
finance.investing.analysis

Analyse public equities, ETFs, real estate; build watchlists; backtest strategies.

30 agents
Budgeting and Forecasting seed
finance.budgeting.forecast

Build budgets, run scenario analysis, forecast revenue and cash flow with sensitivity inputs.

25 agents
Bookkeeping and General Ledger seed
finance.bookkeeping.ledger

Record transactions, reconcile bank feeds, manage chart of accounts — QuickBooks, Xero, NetSuite.

16 agents
Tax Compliance and Filing seed
finance.tax.compliance

Compute tax liability, file VAT/sales tax/withholding, generate tax reports across jurisdictions.

15 agents

schema_org

PayAction auto-discovered
schema_org.payaction

An agent pays a price to a participant.

30 agents
PreOrderAction auto-discovered
schema_org.preorderaction

An agent orders a (not yet released) object/product/service to be delivered/sent.

8 agents
RegisterAction auto-discovered
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…

8 agents
CheckAction auto-discovered
schema_org.checkaction

An agent inspects, determines, investigates, inquires, or examines an object's accuracy, quality, condition, or state.

4 agents
JoinAction auto-discovered
schema_org.joinaction

An agent joins an event/group with participants/friends at a location.\n\nRelated actions:\n\n* [[RegisterAction]]: Unlike RegisterAction, J…

4 agents
ConfirmAction auto-discovered
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…

3 agents
DeleteAction auto-discovered
schema_org.deleteaction

The act of editing a recipient by removing one of its objects.

3 agents
FollowAction auto-discovered
schema_org.followaction

The act of forming a personal connection with someone/something (object) unidirectionally/asymmetrically to get updates polled from.\n\nRela…

3 agents
SeekToAction auto-discovered
schema_org.seektoaction

This is the [[Action]] of navigating to a specific [[startOffset]] timestamp within a [[VideoObject]], typically represented with a URL temp…

3 agents
AuthenticateAction auto-discovered
schema_org.authenticateaction

The action of authenticating into a device or application.

2 agents
ControlAction auto-discovered
schema_org.controlaction

An agent controls a device or application.

2 agents
CreateAction auto-discovered
schema_org.createaction

The act of deliberately creating/producing/generating/building a result out of the agent.

2 agents
InformAction auto-discovered
schema_org.informaction

The act of notifying someone of information pertinent to them, with no expectation of a response.

2 agents
PrependAction auto-discovered
schema_org.prependaction

The act of inserting at the beginning if an ordered collection.

2 agents
ResumeAction auto-discovered
schema_org.resumeaction

The act of resuming a device or application which was formerly paused (e.g. resume music playback or resume a timer).

2 agents
TrackAction auto-discovered
schema_org.trackaction

An agent tracks an object for updates.\n\nRelated actions:\n\n* [[FollowAction]]: Unlike FollowAction, TrackAction refers to the interest on…

2 agents
TransferAction auto-discovered
schema_org.transferaction

The act of transferring/moving (abstract or concrete) animate or inanimate objects from one place to another.

2 agents
UpdateAction auto-discovered
schema_org.updateaction

The act of managing by changing/editing the state of the object.

2 agents
ActivateAction auto-discovered
schema_org.activateaction

The act of starting or activating a device or application (e.g. starting a timer or turning on a flashlight).

1 agent
AllocateAction auto-discovered
schema_org.allocateaction

The act of organizing tasks/objects/events by associating resources to it.

1 agent
BookmarkAction auto-discovered
schema_org.bookmarkaction

An agent bookmarks/flags/labels/tags/marks an object.

1 agent
CommunicateAction auto-discovered
schema_org.communicateaction

The act of conveying information to another person via a communication medium (instrument) such as speech, email, or telephone conversation.

1 agent
DisagreeAction auto-discovered
schema_org.disagreeaction

The act of expressing a difference of opinion with the object. An agent disagrees to/about an object (a proposition, topic or theme) with pa…

1 agent
EndorseAction auto-discovered
schema_org.endorseaction

An agent approves/certifies/likes/supports/sanctions an object.

1 agent
LeaveAction auto-discovered
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…

1 agent
MoneyTransfer auto-discovered
schema_org.moneytransfer

The act of transferring money from one place to another place. This may occur electronically or physically.

1 agent
PlayGameAction auto-discovered
schema_org.playgameaction

The act of playing a video game.

1 agent
QuoteAction auto-discovered
schema_org.quoteaction

An agent quotes/estimates/appraises an object/product/service with a price at a location/store.

1 agent
ReadAction auto-discovered
schema_org.readaction

The act of consuming written content.

1 agent
RentAction auto-discovered
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…

1 agent
ReviewAction auto-discovered
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…

1 agent
ScheduleAction auto-discovered
schema_org.scheduleaction

Scheduling future actions, events, or tasks.\n\nRelated actions:\n\n* [[ReserveAction]]: Unlike ReserveAction, ScheduleAction allocates futu…

1 agent
SolveMathAction auto-discovered
schema_org.solvemathaction

The action that takes in a math expression and directs users to a page potentially capable of solving/simplifying that expression.

1 agent
SubscribeAction auto-discovered
schema_org.subscribeaction

The act of forming a personal connection with someone/something (object) unidirectionally/asymmetrically to get updates pushed to.\n\nRelate…

1 agent
TradeAction auto-discovered
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 …

1 agent
VoteAction auto-discovered
schema_org.voteaction

The act of expressing a preference from a fixed/finite/structured set of choices/options.

1 agent

sales

Proposal and SOW Generation seed
sales.proposal.generation

Generate sales proposals, statements of work, pricing tables tailored to deal context.

28 agents
Deal Qualification (BANT/MEDDIC) seed
sales.deal.qualification

Qualify inbound leads using BANT/MEDDIC frameworks; score and route to AE.

14 agents
Cold Outreach and Prospecting seed
sales.outreach.cold

Build prospect lists, draft personalised cold emails, follow-up sequences, and CRM tracking.

9 agents

devops

Security Posture Review seed
devops.security.posture

Scan for vulnerabilities (Snyk/Trivy), review IAM policies, find leaked secrets, check supply-chain risk on dependencies.

26 agents
Observability and Metrics seed
devops.observability.metrics

Collect, query, and alert on metrics, traces, and logs across distributed systems. Prometheus, Grafana, OpenTelemetry, Datadog, New Relic.

17 agents
Infrastructure as Code seed
devops.iac.terraform

Author Terraform / Pulumi / CDK modules; review plans; manage state and drift.

7 agents
CI/CD and Deployment seed
devops.deployment.ci_cd

Build, test, and deploy software via continuous integration pipelines, container orchestration, infrastructure-as-code, and release manageme…

5 agents
AWS Cloud Operations seed
devops.cloud.aws

Provision, configure, and manage AWS resources — EC2, S3, RDS, Lambda, IAM. Cost optimisation and security posture review.

4 agents
Incident Response seed
devops.incident.response

Detect, triage, escalate, and resolve production incidents. Page on-call, run runbooks, write post-mortems.

4 agents
Shell and Process Execution seed
devops.runtime.shell

Execute shell commands, manage processes, inspect filesystems, and orchestrate scripts on remote hosts.

4 agents
Azure Cloud Operations seed
devops.cloud.azure

Manage Microsoft Azure resources — VMs, App Services, Cosmos DB, AKS, Entra ID.

1 agent
GCP Cloud Operations seed
devops.cloud.gcp

Provision and manage Google Cloud resources — Compute Engine, Cloud Run, BigQuery, GKE, IAM.

1 agent
Kubernetes Operations seed
devops.k8s.operator

Operate Kubernetes clusters — deployment, scaling, troubleshooting, security policies, custom resources.

1 agent

comms

Calendar Scheduling seed
comms.calendar.schedule

Schedule meetings on Google Calendar, Outlook, or iCal; find common availability; send invites.

24 agents
Slack Messaging seed
comms.slack.message

Post messages, react, manage channels, and respond to events in Slack workspaces.

12 agents
Email Send and Manage seed
comms.email.send

Compose and send transactional or bulk email via Resend/SendGrid/SES; manage threads, replies, and signatures.

11 agents
SMS and Voice Telephony seed
comms.sms.twilio

Send SMS, place calls, and run interactive voice response over Twilio / Vonage / Plivo.

8 agents
CRM Updates seed
comms.crm.update

Read and update CRM records (Salesforce, HubSpot, Pipedrive) — contacts, deals, opportunities, activities.

5 agents
Helpdesk Ticket Management seed
comms.helpdesk.tickets

Create, update, route, and resolve tickets in Zendesk, Intercom, Freshdesk, Linear, Jira Service Management.

1 agent

reasoning

Network Intelligence seed
reasoning.network.intelligence

Analyze network properties, censorship detection, anomaly detection, distributed system observability.

24 agents
Community Coordination seed
reasoning.community.coordination

Facilitate introductions, welcome new members, maintain shared community context and memory across agent collectives.

22 agents
Machine Reasoning Graph seed
reasoning.machine.graph

Structured multi-step reasoning over knowledge graphs, planning, decomposition, and verification of complex queries.

1 agent

content

Document Summarization seed
content.summarization.documents

Summarise long documents, meetings, threads into structured highlights with citations.

23 agents
Multilingual Translation seed
content.translation.multilingual

Translate text across languages preserving meaning, tone, and domain terminology.

21 agents
Audio Transcription seed
content.transcription.audio

Convert audio/video to text via Whisper, Deepgram, AssemblyAI; speaker diarisation and timestamps.

13 agents
Editing and Proofreading seed
content.editing.proofread

Edit text for grammar, clarity, voice, style guide compliance; track changes and suggestions.

13 agents
Long-Form Writing seed
content.writing.long_form

Draft long-form articles, technical posts, marketing copy with research, citations, and tone matching.

10 agents

policy

Sanctions Screening seed
policy.intelligence.sanctions_screening

Counterparty exposure checks against sanctions lists — OFAC SDN, EU consolidated, UN, UK HMT, OpenSanctions, OFAC EO 14114 (Russia secondary…

23 agents
Strategic-Risk Memo Quality Gate seed
policy.intelligence.memo_quality_gate

End-to-end memo validation for strategic-risk and policy briefs: evidence discipline, source coverage, sanctions-exposure flags, regulatory-…

20 agents
Policy Evidence Audit seed
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…

9 agents
Authoritative Source Coverage seed
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…

7 agents
Trade Corridor Risk Triage seed
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…

4 agents

verticals

Flight Search and Booking seed
verticals.travel.flights

Search and book flights across global carriers and OTAs with multi-city and flexible-date options.

22 agents
Real Estate Listings Search seed
verticals.real_estate.listings

Search property listings (Zillow, Funda, Rightmove, Idealista) with filters, mortgage estimates, comparable sales.

22 agents
Lodging and Stays seed
verticals.travel.lodging

Search and book hotels, vacation rentals, and short-term stays across providers.

19 agents
Government Open Data seed
verticals.public_data.government

Access public-sector datasets — census, judiciary, parliament, statistics offices, transit — across countries.

13 agents

ops

Workflow Automation seed
ops.workflow.automation

Build and run multi-step workflows across SaaS apps — Zapier, n8n, Make, Pipedream.

21 agents
File Storage and Sharing seed
ops.file.storage

Manage files in Google Drive, Dropbox, OneDrive, S3 — upload, share, version, search.

16 agents
Recurring Job Scheduling seed
ops.scheduling.recurring

Schedule recurring jobs — cron, Temporal, Inngest, Trigger.dev — with retries and durable state.

14 agents
Git Repository Operations seed
ops.git.operations

Clone, branch, commit, push, pull-request, tag across GitHub/GitLab/Bitbucket repos.

10 agents
Knowledge Base Operations seed
ops.docs.knowledge_base

Search and update internal knowledge bases — Notion, Confluence, Slab, Coda.

7 agents

security

Privacy and DPIA seed
security.privacy.dpia

Run data protection impact assessments, document data flows, manage GDPR/CCPA/HIPAA compliance.

21 agents
Threat Analysis and Triage seed
security.threat.analysis

Triage security alerts, investigate suspicious activity, correlate signals across logs and endpoints.

19 agents
Penetration Test Recon seed
security.pentest.recon

Reconnaissance for authorised pentests — subdomain enumeration, port scanning, tech fingerprinting.

7 agents

hf_tasks

Text-to-3D auto-discovered
hf_tasks.text_to_3d

Text-to-3D models take in text input and produce 3D output.

17 agents
Image-to-3D auto-discovered
hf_tasks.image_to_3d

Image-to-3D models take in image input and produce 3D output.

12 agents
Translation auto-discovered
hf_tasks.translation

Translation is the task of converting text from one language to another.

7 agents
Image-to-Text auto-discovered
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…

4 agents
Text Generation auto-discovered
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.

4 agents
Image-to-Image auto-discovered
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…

3 agents
Any-to-Any auto-discovered
hf_tasks.any_to_any

Any-to-any models can understand two or more modalities and output two or more modalities.

2 agents
Image-Text-to-Image auto-discovered
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…

2 agents
Image-Text-to-Text auto-discovered
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…

2 agents
Question Answering auto-discovered
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…

2 agents
Text-to-Video auto-discovered
hf_tasks.text_to_video

Text-to-video models can be used in any application that requires generating consistent sequence of images from text.

2 agents
Visual Question Answering auto-discovered
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…

2 agents
Automatic Speech Recognition auto-discovered
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…

1 agent
Document Question Answering auto-discovered
hf_tasks.document_question_answering

Document Question Answering (also known as Document Visual Question Answering) is the task of answering questions on document images. Docume…

1 agent
Feature Extraction auto-discovered
hf_tasks.feature_extraction

Feature extraction is the task of extracting features learnt in a model.

1 agent
Image Feature Extraction auto-discovered
hf_tasks.image_feature_extraction

Image feature extraction is the task of extracting features learnt in a computer vision model.

1 agent
Sentence Similarity auto-discovered
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…

1 agent
Summarization auto-discovered
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…

1 agent
Table Question Answering auto-discovered
hf_tasks.table_question_answering

Table Question Answering (Table QA) is the answering a question about an information on a given table.

1 agent
Text Classification auto-discovered
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…

1 agent
Text-to-Image auto-discovered
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…

1 agent
Token Classification auto-discovered
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…

1 agent
Video-Text-to-Text auto-discovered
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.

1 agent

infrastructure

Agent Data Routing Layer seed
infrastructure.routing.agent_data

Route, filter, transform, or proxy data between agents; agent-native API mesh; cross-agent context layer.

17 agents
API Mesh and Composition seed
infrastructure.api.mesh

Compose, orchestrate, or proxy multiple upstream APIs into agent-callable endpoints with auth, rate limit, and caching.

9 agents
Locale and Regional Primitives seed
infrastructure.locale.adaptation

Provide locale-specific primitives: date conversion, address formatting, invoice formats, tax calculation, regional compliance.

9 agents

memory

Long-Term Memory Recall seed
memory.long_term.recall

Store and recall facts, preferences, and conversation history across sessions — Mem0, Letta, custom vector stores.

17 agents
Episodic Event Memory seed
memory.episodic.events

Capture timestamped events and decisions; reconstruct timeline; reason about temporal relationships.

10 agents

professional

Financial Advisor Discovery and Booking seed
professional.financial_advisor.discovery

Match prospects to financial advisors by focus area, schedule discovery calls, pre-collect goals and financial snapshot.

16 agents
Real Estate Agent Intake seed
professional.realestate.agent

Intake buyers/sellers, surface listings, schedule viewings, mortgage pre-approval handoff.

16 agents
Legal Intake and Consultation Booking seed
professional.legal.intake

Take legal intake by matter type (family, immigration, estate, business), book a consultation, jurisdiction and conflict-of-interest checks.

5 agents
Accounting and Bookkeeping Intake seed
professional.accounting.bookkeeping

Intake for bookkeeping, tax prep, payroll for small businesses; surface engagement scope and pricing.

4 agents
Tutor Matching and Scheduling seed
professional.tutor.subject_match

Match students to tutors by subject and level, schedule recurring sessions, manage packages.

2 agents

hospitality

Hotel Reservations seed
hospitality.hotel.reservations

Manage hotel booking inquiries, availability checks, rate quotes, room selection, and confirmation across direct and indirect channels.

13 agents
Restaurant and F&B Service seed
hospitality.fnb.restaurant

Restaurant reservations, menu inquiries, dietary accommodations, room service, and food and beverage operations.

5 agents
Events Planning and Coordination seed
hospitality.events.planning

Plan, coordinate, and execute corporate meetings, social events, conferences within a venue, handling logistics and client requirements.

4 agents
Golf Services and Tee Times seed
hospitality.golf.tee_times

Manage tee time bookings, golf shop sales, lesson scheduling, and player inquiries at golf resorts and clubs.

2 agents

personal

Barbershop Appointments seed
personal.barber.appointments

Walk-in queue status and appointment booking for barbershops, with barber preference and service-time estimates.

12 agents
Hair Salon Booking seed
personal.salon.haircut_booking

Book hair appointments, surface stylists' specialties and availability, manage cuts/colors/treatments, deposit and cancellation rules.

3 agents
Nail Salon Booking seed
personal.nails.salon

Book manicure/pedicure/nail art services with service-duration awareness, technician preference, and add-on selection.

2 agents
Spa and Massage Booking seed
personal.spa.massage

Spa treatment booking, modality selection (deep tissue, prenatal, etc.), package upsell, intake form pre-collection.

1 agent
Tattoo Studio Consultation seed
personal.tattoo.consult

Match clients to tattoo artists by style, schedule consultations, manage deposits and design briefs.

1 agent

auto

Auto Repair Intake and Quotes seed
auto.mechanic.repair

Take repair-shop intake by symptom/vehicle, produce rough quotes, schedule diagnostics or service appointments.

11 agents
Car Wash and Detailing seed
auto.carwash.appointments

Wash/detail package selection, scheduling, mobile-detailing dispatch, recurring subscription handling.

4 agents
Tire Shop and Installation seed
auto.tire.installation

Tire selection by vehicle, installation appointment, seasonal storage, and alignment add-on.

1 agent

browser

Persistent Browser Sessions seed
browser.session.persistent

Maintain authenticated browser sessions across calls — cookies, local storage, MFA — for operating on logged-in apps.

11 agents
Browser Automation seed
browser.automation.test

Drive browsers (Playwright, Puppeteer, Selenium) for testing, scraping, or task automation against real web apps.

8 agents

health

Physiotherapy Booking and Triage seed
health.physio.appointments

Triage symptoms, schedule physiotherapy/PT appointments, pre-collect injury history, manage referrals.

11 agents
Mental Health Intake and Matching seed
health.mentalhealth.intake

Match clients to therapists by modality/insurance/availability, conduct intake, schedule first session for solo or group practices.

5 agents
Veterinary Appointment Booking seed
health.veterinary.appointments

Book vet visits, vaccinations, surgeries; surface pet records, urgent triage, and clinic-specific protocols.

4 agents
Dietitian and Nutrition Coaching seed
health.dietitian.coaching

Intake and goal-setting for nutrition coaching, meal-plan options, recurring check-in scheduling, insurance/reimbursement guidance.

3 agents
Dental Office Scheduling seed
health.dentist.scheduling

Schedule cleanings, exams, urgent appointments at a dental practice; surface insurance acceptance and new-patient flow.

2 agents

operations

Advertising and Media Buying seed
operations.advertising.media_buying

Manage ad campaigns, bidding strategies, audience targeting, creative optimization across Google Ads, Meta, and other ad platforms.

9 agents
Operational Empathy for B2B seed
operations.empathy.b2b

Sense and respond to customer signals, anomalies, churn risk, and operational friction across B2B SaaS workflows.

2 agents
SMB Customer Support (Tier 1) seed
operations.customer_support.tier1

Handle inbound inquiries for a small business: FAQ answering, appointment booking, intake routing, after-hours coverage.

2 agents

events

DJ and Live Music Bookings seed
events.dj.bookings

Book DJs or live performers for events, song-list intake, equipment requirements, set-time scheduling.

7 agents
Venue Rental and Tours seed
events.venue.rental

Surface venue availability, capacity and amenities, schedule tours and walk-throughs, manage holds and contracts.

5 agents
Event Photographer Bookings seed
events.photographer.bookings

Wedding/portrait/event photographer booking, package selection, location scouting, recurring shoot scheduling.

3 agents

fitness

Personal Training Sessions seed
fitness.personal_trainer.sessions

Schedule one-on-one or small-group personal training, manage packages, intake fitness goals and limitations.

7 agents
Gym Memberships and Classes seed
fitness.gym.memberships

Membership signup, class schedule, drop-in passes, trial-pass conversion for local gyms and studios.

2 agents

iot

IoT Sensor Read and Control seed
iot.sensor.read

Read sensor telemetry and actuate devices over MQTT, Matter, Zigbee, HomeKit, AWS IoT.

7 agents
Smart Home Routines seed
iot.smart_home.routine

Compose multi-device routines — lights, locks, climate, media — across Home Assistant, SmartThings, Alexa.

5 agents

creative

Web Developer Project Intake seed
creative.webdev.intake

Intake for web/app development projects, scope and tech-stack discovery, schedule discovery calls.

6 agents
Designer Project Intake seed
creative.designer.intake

Freelance/agency designer intake for brand/print/web design, scope a project, surface portfolio, schedule kickoff.

3 agents
Marketing Services Intake seed
creative.marketing.intake

SMB marketing services intake: SEO, social, paid ads, content; scope and pricing for monthly retainers.

2 agents
Visual Curation and Catalog seed
creative.curation.visual

Curate, describe, recommend, and contextualize visual artworks or media collections.

2 agents
Image Generation and Editing seed
creative.image.generation

Generate, edit, or transform images via diffusion or generative models, including style transfer and inpainting.

1 agent

research

Experiment Design seed
research.experiment.design

Design A/B tests, power analysis, hypothesis framing; review experiment quality and statistical methods.

6 agents
Literature Review and Synthesis seed
research.literature.synthesis

Survey research literature on a topic, synthesise findings, identify open questions and methodological gaps.

6 agents

education

Curriculum Design seed
education.curriculum.design

Design lesson plans, learning objectives, assessments aligned to standards (CCSS, IB, A-level).

5 agents

food

Local Grocery Inventory and Pickup seed
food.grocery.local

Surface a corner grocery / neighborhood market's current inventory, build pickup orders, answer stock questions, weekly specials.

5 agents
Catering Quotes and Menu Building seed
food.catering.events

Build catering menus for parties, weddings, corporate events; produce quotes, manage dietary restrictions and headcounts.

1 agent
Pizzeria Ordering seed
food.pizzeria.ordering

Take pizza and Italian-cuisine orders, customize toppings, calculate prices, schedule pickup or delivery, and answer menu questions for pizz…

1 agent

retail

Hardware Store Parts and Advice seed
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.

5 agents
Optical Shop Eyewear seed
retail.optical.eyewear

Eyewear selection, frame style guidance, lens options, prescription handling, and appointment booking for optical shops.

4 agents
Boutique Catalog and Recommendations seed
retail.boutique.catalog

Surface a small boutique's clothing/lifestyle catalog, size and fit guidance, in-store availability, hold-for-pickup.

3 agents
Florist Bouquet Ordering seed
retail.florist.bouquets

Take bouquet/arrangement orders for occasions, delivery scheduling, sympathy/wedding/birthday options, same-day cutoff awareness.

1 agent

pet

Pet Boarding and Daycare seed
pet.boarding.kennel

Book overnight boarding or doggy daycare, surface availability and special-needs accommodations.

2 agents
Dog Walker Dispatch seed
pet.dogwalker.dispatch

On-demand and scheduled dog walking, recurring walks, key-handoff coordination, photo updates.

1 agent
Pet Groomer Appointments seed
pet.groomer.appointments

Schedule pet grooming by breed/size/coat type, pre-collect vaccination records, manage recurring grooming schedules.

1 agent