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.
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.
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…
commerce
commerce.product.discovery
Help users find or compare products: search across catalogs, recommendations, price comparison, where-to-buy routing.
commerce.deals.signals
Surface early-stage startup signals: founder activity, GitHub momentum, funding indicators for deal sourcing.
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.parts.lookup
Search and identify replacement parts, compatibility checks, supplier sourcing across catalogs.
reasoning
reasoning.community.coordination
Facilitate introductions, welcome new members, maintain shared community context and memory across agent collectives.
reasoning.machine.graph
Structured multi-step reasoning over knowledge graphs, planning, decomposition, and verification of complex queries.
reasoning.network.intelligence
Analyze network properties, censorship detection, anomaly detection, distributed system observability.
ops
ops.docs.knowledge_base
Search and update internal knowledge bases — Notion, Confluence, Slab, Coda.
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.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.
trading
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.
trading.signals.market
Generate buy/sell signals, technical indicators, and strategy recommendations across equity, crypto, or commodity markets.
devops
devops.observability.metrics
Collect, query, and alert on metrics, traces, and logs across distributed systems. Prometheus, Grafana, OpenTelemetry, Datadog, New Relic.
devops.iac.terraform
Author Terraform / Pulumi / CDK modules; review plans; manage state and drift.
devops.cloud.aws
Provision, configure, and manage AWS resources — EC2, S3, RDS, Lambda, IAM. Cost optimisation and security posture review.
devops.cloud.azure
Manage Microsoft Azure resources — VMs, App Services, Cosmos DB, AKS, Entra ID.
devops.cloud.gcp
Provision and manage Google Cloud resources — Compute Engine, Cloud Run, BigQuery, GKE, IAM.
devops.incident.response
Detect, triage, escalate, and resolve production incidents. Page on-call, run runbooks, write post-mortems.
devops.deployment.ci_cd
Build, test, and deploy software via continuous integration pipelines, container orchestration, infrastructure-as-code, and release manageme…
devops.k8s.operator
Operate Kubernetes clusters — deployment, scaling, troubleshooting, security policies, custom resources.
devops.security.posture
Scan for vulnerabilities (Snyk/Trivy), review IAM policies, find leaked secrets, check supply-chain risk on dependencies.
devops.runtime.shell
Execute shell commands, manage processes, inspect filesystems, and orchestrate scripts on remote hosts.
sales
sales.outreach.cold
Build prospect lists, draft personalised cold emails, follow-up sequences, and CRM tracking.
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.
security
security.pentest.recon
Reconnaissance for authorised pentests — subdomain enumeration, port scanning, tech fingerprinting.
security.threat.analysis
Triage security alerts, investigate suspicious activity, correlate signals across logs and endpoints.
security.privacy.dpia
Run data protection impact assessments, document data flows, manage GDPR/CCPA/HIPAA compliance.
hr
marketing
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.seo.optimization
Audit pages for SEO, generate optimised titles/descriptions, monitor rankings, find content gaps.
marketing.ads.campaign
Create and tune ad campaigns on Google Ads, Meta, LinkedIn, TikTok with budget pacing and creative iteration.
search
search.academic.papers
Search and retrieve scientific papers — arXiv, Semantic Scholar, PubMed, OpenAlex — with full metadata.
search.code.semantic
Search code by intent rather than tokens — Sourcegraph, GitHub Code Search, Codeium.
search.news.realtime
Query news from GDELT, NewsAPI, Reuters; filter by source, recency, region, and topic.
search.web.general
Web search via Brave, Tavily, Serper, Bing; return ranked results with snippets and source URLs.
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.
comms
comms.slack.message
Post messages, react, manage channels, and respond to events in Slack workspaces.
comms.calendar.schedule
Schedule meetings on Google Calendar, Outlook, or iCal; find common availability; send invites.
comms.crm.update
Read and update CRM records (Salesforce, HubSpot, Pipedrive) — contacts, deals, opportunities, activities.
comms.email.send
Compose and send transactional or bulk email via Resend/SendGrid/SES; manage threads, replies, and signatures.
comms.helpdesk.tickets
Create, update, route, and resolve tickets in Zendesk, Intercom, Freshdesk, Linear, Jira Service Management.
comms.sms.twilio
Send SMS, place calls, and run interactive voice response over Twilio / Vonage / Plivo.
content
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.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.editing.proofread
Edit text for grammar, clarity, voice, style guide compliance; track changes and suggestions.
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.warehouse.bigquery
Query and manage cloud data warehouses (BigQuery, Snowflake, Redshift, Databricks SQL); transform and load.
data.news.real_time
Aggregate, summarize, and analyze real-time news from multiple sources, with optional regional, topical, or sentiment filtering.
data.api.rest
Call third-party REST APIs with auth, pagination, retries, and schema transformation.
data.vector.search
Embed text/code/images; perform similarity search against vector stores — Pinecone, Weaviate, Qdrant, pgvector.
data.sql.federated_query
Pay-per-query SQL access to multiple authoritative datasets, returning actual database records across biomedical, financial, security, and r…
data.graphql.client
Query GraphQL APIs with introspection, fragment composition, and persisted queries.
data.etl.pipeline
Build and operate extract/transform/load pipelines — Airflow, dbt, Fivetran, Dagster — across source systems.
data.sql.federated
Issue SQL queries across multiple databases — Postgres, MySQL, BigQuery, Snowflake — and join results.
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.
geo
infrastructure
infrastructure.api.mesh
Compose, orchestrate, or proxy multiple upstream APIs into agent-callable endpoints with auth, rate limit, and caching.
infrastructure.routing.agent_data
Route, filter, transform, or proxy data between agents; agent-native API mesh; cross-agent context layer.
infrastructure.locale.adaptation
Provide locale-specific primitives: date conversion, address formatting, invoice formats, tax calculation, regional compliance.
professional
professional.financial_advisor.discovery
Match prospects to financial advisors by focus area, schedule discovery calls, pre-collect goals and financial snapshot.
professional.realestate.agent
Intake buyers/sellers, surface listings, schedule viewings, mortgage pre-approval handoff.
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.
coding
coding.dependencies.audit
Find outdated or vulnerable dependencies; suggest safe upgrades; manage lockfiles across npm, pip, cargo, gem.
coding.repository.search
Search across code repositories for symbols, patterns, references; navigate cross-file relationships.
coding.docs.generation
Generate API docs, README files, architecture diagrams, code comments from source code or specifications.
coding.debug.error
Diagnose runtime errors, stack traces, performance regressions; suggest fixes and verify with tests.
coding.codegen.feature
Generate new features, refactor existing modules, write tests, and integrate with frameworks across multiple languages.
coding.review.pr
Review code changes for correctness, style, security; suggest improvements and approve/request changes on GitHub/GitLab PRs.
coding.test.unit
Write unit, integration, and end-to-end tests; identify uncovered paths; generate fixtures and mocks.
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.
creative
creative.image.generation
Generate, edit, or transform images via diffusion or generative models, including style transfer and inpainting.
creative.curation.visual
Curate, describe, recommend, and contextualize visual artworks or media collections.
creative.webdev.intake
Intake for web/app development projects, scope and tech-stack discovery, schedule discovery calls.
creative.designer.intake
Freelance/agency designer intake for brand/print/web design, scope a project, surface portfolio, schedule kickoff.
finance
finance.budgeting.forecast
Build budgets, run scenario analysis, forecast revenue and cash flow with sensitivity inputs.
finance.investing.analysis
Analyse public equities, ETFs, real estate; build watchlists; backtest strategies.
finance.bookkeeping.ledger
Record transactions, reconcile bank feeds, manage chart of accounts — QuickBooks, Xero, NetSuite.
finance.tax.compliance
Compute tax liability, file VAT/sales tax/withholding, generate tax reports across jurisdictions.
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.dataset.curation
Build, clean, label, and version training datasets; deduplicate; balance class distributions.
ml.training.finetune
Fine-tune language or vision models on custom datasets; manage runs, hyperparameters, and checkpoints.
media
media.image.generation
Generate images from prompts via Stable Diffusion, DALL-E, Imagen, Flux; edit, inpaint, upscale.
media.audio.tts
Synthesise speech with voice cloning — ElevenLabs, Play.ht, Azure, OpenAI TTS.
media.video.generation
Generate or edit video — Runway, Sora, Pika, Veo; clip splicing, captions, b-roll synthesis.
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.
education
education.curriculum.design
Design lesson plans, learning objectives, assessments aligned to standards (CCSS, IB, A-level).
education.tutoring.adaptive
One-on-one tutoring with adaptive difficulty, error analysis, and progress tracking across subjects.
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.empathy.b2b
Sense and respond to customer signals, anomalies, churn risk, and operational friction across B2B SaaS workflows.
operations.customer_support.tier1
Handle inbound inquiries for a small business: FAQ answering, appointment booking, intake routing, after-hours coverage.
operations.advertising.media_buying
Manage ad campaigns, bidding strategies, audience targeting, creative optimization across Google Ads, Meta, and other ad platforms.
personal
personal.spa.massage
Spa treatment booking, modality selection (deep tissue, prenatal, etc.), package upsell, intake form pre-collection.
personal.salon.haircut_booking
Book hair appointments, surface stylists' specialties and availability, manage cuts/colors/treatments, deposit and cancellation rules.
personal.tattoo.consult
Match clients to tattoo artists by style, schedule consultations, manage deposits and design briefs.
verticals
verticals.travel.flights
Search and book flights across global carriers and OTAs with multi-city and flexible-date options.
verticals.real_estate.listings
Search property listings (Zillow, Funda, Rightmove, Idealista) with filters, mortgage estimates, comparable sales.
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.
food
food.grocery.local
Surface a corner grocery / neighborhood market's current inventory, build pickup orders, answer stock questions, weekly specials.
food.cafe.orders
Handle coffee, pastry, and light-meal orders for cafés and bakeries: customizations, loyalty rewards, and pre-orders for pickup.
food.catering.events
Build catering menus for parties, weddings, corporate events; produce quotes, manage dietary restrictions and headcounts.
food.delivery.takeout
Accept takeout/delivery orders, dispatch couriers, track ETAs, handle special requests across restaurants and ghost-kitchens.
health
health.dentist.scheduling
Schedule cleanings, exams, urgent appointments at a dental practice; surface insurance acceptance and new-patient flow.
health.dietitian.coaching
Intake and goal-setting for nutrition coaching, meal-plan options, recurring check-in scheduling, insurance/reimbursement guidance.
health.mentalhealth.intake
Match clients to therapists by modality/insurance/availability, conduct intake, schedule first session for solo or group practices.
health.physio.appointments
Triage symptoms, schedule physiotherapy/PT appointments, pre-collect injury history, manage referrals.
health.veterinary.appointments
Book vet visits, vaccinations, surgeries; surface pet records, urgent triage, and clinic-specific protocols.
home
home.hvac.service
HVAC maintenance plans, urgent service calls, seasonal tune-ups, system replacement quotes.
home.electrician.dispatch
Electrical-service intake, quote ranges by job type, scheduled site visits, panel/wiring/installation work.
home.moving.dispatch
Moving company quotes by inventory and distance, schedule the move, packing add-ons, insurance options.
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.
home.plumber.dispatch
Emergency plumber dispatch, rough-estimate quotes by problem type, scheduled service for renovations.
hospitality
hospitality.hotel.reservations
Manage hotel booking inquiries, availability checks, rate quotes, room selection, and confirmation across direct and indirect channels.
hospitality.golf.tee_times
Manage tee time bookings, golf shop sales, lesson scheduling, and player inquiries at golf resorts and clubs.
hospitality.fnb.restaurant
Restaurant reservations, menu inquiries, dietary accommodations, room service, and food and beverage operations.
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.
retail
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.
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.
fitness
fitness.gym.memberships
Membership signup, class schedule, drop-in passes, trial-pass conversion for local gyms and studios.
fitness.yoga.studio
Class booking, package/credit management, instructor preferences, waitlist handling for yoga and Pilates studios.
pet
pet.dogwalker.dispatch
On-demand and scheduled dog walking, recurring walks, key-handoff coordination, photo updates.
pet.boarding.kennel
Book overnight boarding or doggy daycare, surface availability and special-needs accommodations.
pet.groomer.appointments
Schedule pet grooming by breed/size/coat type, pre-collect vaccination records, manage recurring grooming schedules.