Home / Builder Spec / 009 · local assembly
Agent builder Load a starter, then change tools, memory, and planning. The graph is the receipt. Download a blueprint. This page does not call a model, deploy an agent, or start a paid run.
When to use it You want a prompt and a map you can inspect before wiring a vendor. The selections are the contract: if a tool is off, the agent cannot claim that observation.
Not this Not a hosted runtime. Picking OpenAI-compatible does not call OpenAI. Compose does not spawn workers. The download is a stub, not a deploy.
Starters Four recipes from the catalog. Load one, then change a chip. Talk only is included so you can see a loop with no observations.
01
The job depends on pages you do not already have.
Web research loop Search, browse, then check. The answer has to come from observations.
search · browser · scratchpad · short plan · verify
Loaded 02
The artifact is a diff, not a paragraph.
Repo coding loop Read the tree, patch, run tests. The test runner is the environment speaking.
repository · test-runner · scratchpad · multi-step plan · verify
Load starter 03
Preferences or project facts must survive the next session.
Memory clerk Durable notes you can inspect. Not a secret inner monologue.
memory-store · durable notes · short plan · verify
Load starter 04
You want to see what is missing when the loop has no observations.
Talk only No tools, no store, no plan. Useful. Not an agent.
no tools · none · none
Load starter BUILDER
Closest pattern
Tool Agent · 8 stations
The model cannot finish without observations. Hidden tool failures become invented answers.
Generic LLM + search + browser + scratchpad + short plan + verification
Station 01 of 08 · Task
Pause Step Reset
intake
Task
The job starts here.
Intake. No tools yet.
01 The shape is load-bearing. The remaining failure is treating this export as a live run.
prompt typescript json python
Loading editor…
Local assembly only. This page does not call a model, deploy an agent, or start a paid run.
Compose agents Combine catalog specialists under an orchestrator. Educational handoff only. No live multi-agent run.
COMPOSE
Pick two to four catalog agents. The graph is a supervisor fan-out, not a chain of nicknames and not a live swarm.
When
Specialists return typed artifacts and someone must stop the run.
Not this
Extra names in one transcript is still a single agent.
2 of 4 selected
Web Research Agent × Deep Researcher ×
all research personal assistant coding engineering orchestration multi agent systems seo writing data customer support business marketing productivity creative automation security devops finance education specialized
Web Research Agent research Turn an open-ended question into a sourced brief by observing the web, not by improvising citations. Deep Researcher research Produce a multi-source investigation with explicit remaining questions. Browser Agent research Inspect live pages when snippets and static fetches are not enough. Search Agent research Produce a high-quality hit list that other agents can browse. Fact Checker research Audit claims against evidence. Simple Assistant personal assistant Handle everyday tasks without pretending to be autonomous everywhere. Coding Agent coding Make inspectable changes to a codebase and check them. Code Review Agent engineering Make review comments an inspectable workflow. Debugging Agent engineering Turn failures into a sequence of observations. Testing Agent engineering Close the loop between a change and evidence. Memory Agent personal assistant Keep durable, user-visible notes across turns. Planning Agent orchestration Make the plan a first-class artifact. Orchestrator Agent orchestration Route work and keep shared state honest. Multi-Agent Research System multi agent systems Show how specialist agents compose into one research product. SEO Agent seo Improve clarity and crawlability without fake metrics. Content Writer writing Draft from evidence, not from atmosphere. Data Analyst data Keep the method next to the number. Customer Support Agent customer support Resolve in-policy requests and escalate the rest. Product Manager Agent business Write inspectable product briefs. Marketing Agent marketing Draft campaigns from stated facts. SEO Audit Agent seo Produce a comprehensive, prioritized SEO health report by orchestrating specialist auditors in parallel — not by checking a static checklist. SEO Schema Markup Agent seo Ensure every page has valid, up-to-date Schema.org markup that search engines and AI systems can consume. SEO Content Quality Agent seo Evaluate whether a page is genuinely helpful or merely optimized for search clicks, using Google's own quality heuristics. GEO Agent (AI Search Optimization) seo Optimize content to be cited by AI search systems — not just ranked in traditional SERPs. SEO Technical Audit Agent seo Find and prioritize the technical issues that prevent search engines from crawling, indexing, and ranking a website. SEO Page Analysis Agent seo Get a complete SEO diagnosis for a single page, covering every on-page factor that affects search ranking. Patent Landscape Agent research Turn patent landscape requests into verified sourced research brief using observable tool steps. Clinical Trial Monitor Agent research Turn clinical trial monitor requests into verified sourced research brief using observable tool steps. Regulatory Filing Scout Agent research Turn regulatory filing scout requests into verified sourced research brief using observable tool steps. Competitor Intelligence Agent research Turn competitor intelligence requests into verified sourced research brief using observable tool steps. Market Sizing Analyst Agent research Turn market sizing analyst requests into verified sourced research brief using observable tool steps. Academic Citation Tracker Agent research Turn academic citation tracker requests into verified sourced research brief using observable tool steps. Policy Brief Researcher Agent research Turn policy brief researcher requests into verified sourced research brief using observable tool steps. News Impact Monitor Agent research Turn news impact monitor requests into verified sourced research brief using observable tool steps. Expert Network Finder Agent research Turn expert network finder requests into verified sourced research brief using observable tool steps. Grant Opportunity Scout Agent research Turn grant opportunity scout requests into verified sourced research brief using observable tool steps. Standards Document Hunter Agent research Turn standards document hunter requests into verified sourced research brief using observable tool steps. Litigation Docket Watcher Agent research Turn litigation docket watcher requests into verified sourced research brief using observable tool steps. Scientific Replication Checker Agent research Turn scientific replication checker requests into verified sourced research brief using observable tool steps. Survey Literature Mapper Agent research Turn survey literature mapper requests into verified sourced research brief using observable tool steps. Ethnographic Source Collector Agent research Turn ethnographic source collector requests into verified sourced research brief using observable tool steps. Historical Archive Navigator Agent research Turn historical archive navigator requests into verified sourced research brief using observable tool steps. Geospatial Evidence Gatherer Agent research Turn geospatial evidence gatherer requests into verified sourced research brief using observable tool steps. Whistleblower Claim Verifier Agent research Turn whistleblower claim verifier requests into verified sourced research brief using observable tool steps. Open Data Portal Miner Agent research Turn open data portal miner requests into verified sourced research brief using observable tool steps. Conference Proceeding Scanner Agent research Turn conference proceeding scanner requests into verified sourced research brief using observable tool steps. Preprint Trend Analyst Agent research Turn preprint trend analyst requests into verified sourced research brief using observable tool steps. Citation Graph Explorer Agent research Turn citation graph explorer requests into verified sourced research brief using observable tool steps. Due Diligence Researcher Agent research Turn due diligence researcher requests into verified sourced research brief using observable tool steps. Supply Chain Source Tracer Agent research Turn supply chain source tracer requests into verified sourced research brief using observable tool steps. Environmental Impact Investigator Agent research Turn environmental impact investigator requests into verified sourced research brief using observable tool steps. Public Records Request Agent research Turn public records request agent requests into verified sourced research brief using observable tool steps. Lobbying Disclosure Analyst Agent research Turn lobbying disclosure analyst requests into verified sourced research brief using observable tool steps. Trade Publication Monitor Agent research Turn trade publication monitor requests into verified sourced research brief using observable tool steps. Technical Standard Comparator Agent research Turn technical standard comparator requests into verified sourced research brief using observable tool steps. Biomedical Trial Registry Agent research Turn biomedical trial registry agent requests into verified sourced research brief using observable tool steps. Legal Precedent Researcher Agent research Turn legal precedent researcher requests into verified sourced research brief using observable tool steps. Industry Benchmark Collector Agent research Turn industry benchmark collector requests into verified sourced research brief using observable tool steps. Analyst Report Aggregator Agent research Turn analyst report aggregator requests into verified sourced research brief using observable tool steps. Podcast Transcript Researcher Agent research Turn podcast transcript researcher requests into verified sourced research brief using observable tool steps. Video Lecture Indexer Agent research Turn video lecture indexer requests into verified sourced research brief using observable tool steps. Government Gazette Monitor Agent research Turn government gazette monitor requests into verified sourced research brief using observable tool steps. NGO Report Synthesizer Agent research Turn ngo report synthesizer requests into verified sourced research brief using observable tool steps. Think Tank Output Tracker Agent research Turn think tank output tracker requests into verified sourced research brief using observable tool steps. Patent Prior Art Hunter Agent research Turn patent prior art hunter requests into verified sourced research brief using observable tool steps. Clinical Guideline Mapper Agent research Turn clinical guideline mapper requests into verified sourced research brief using observable tool steps. Systematic Review Assistant Agent research Turn systematic review assistant requests into verified sourced research brief using observable tool steps. Meta Analysis Planner Agent research Turn meta analysis planner requests into verified sourced research brief using observable tool steps. Field Interview Synthesizer Agent research Turn field interview synthesizer requests into verified sourced research brief using observable tool steps. Observatory Data Curator Agent research Turn observatory data curator requests into verified sourced research brief using observable tool steps. Satellite Imagery Context Agent research Turn satellite imagery context agent requests into verified sourced research brief using observable tool steps. Weather Event Evidence Agent research Turn weather event evidence agent requests into verified sourced research brief using observable tool steps. Demographic Census Interpreter Agent research Turn demographic census interpreter requests into verified sourced research brief using observable tool steps. Election Result Fact Gatherer Agent research Turn election result fact gatherer requests into verified sourced research brief using observable tool steps. Humanitarian Crisis Monitor Agent research Turn humanitarian crisis monitor requests into verified sourced research brief using observable tool steps. Incident Postmortem Agent engineering Turn incident postmortem requests into verified engineering investigation report using observable tool steps. Log Pattern Analyzer Agent engineering Turn log pattern analyzer requests into verified engineering investigation report using observable tool steps. Service Dependency Mapper Agent engineering Turn service dependency mapper requests into verified engineering investigation report using observable tool steps. Latency Regression Hunter Agent engineering Turn latency regression hunter requests into verified engineering investigation report using observable tool steps. Memory Leak Investigator Agent engineering Turn memory leak investigator requests into verified engineering investigation report using observable tool steps. API Contract Validator Agent engineering Turn api contract validator requests into verified engineering investigation report using observable tool steps. Schema Migration Planner Agent engineering Turn schema migration planner requests into verified engineering investigation report using observable tool steps. Load Test Interpreter Agent engineering Turn load test interpreter requests into verified engineering investigation report using observable tool steps. Chaos Experiment Designer Agent engineering Turn chaos experiment designer requests into verified engineering investigation report using observable tool steps. Runbook Generator Agent engineering Turn runbook generator requests into verified engineering investigation report using observable tool steps. On-Call Triage Assistant Agent engineering Turn on-call triage assistant requests into verified engineering investigation report using observable tool steps. Feature Flag Auditor Agent engineering Turn feature flag auditor requests into verified engineering investigation report using observable tool steps. Config Drift Detector Agent engineering Turn config drift detector requests into verified engineering investigation report using observable tool steps. Build Pipeline Optimizer Agent engineering Turn build pipeline optimizer requests into verified engineering investigation report using observable tool steps. Artifact Signature Verifier Agent engineering Turn artifact signature verifier requests into verified engineering investigation report using observable tool steps. Cache Invalidation Planner Agent engineering Turn cache invalidation planner requests into verified engineering investigation report using observable tool steps. Queue Backlog Analyst Agent engineering Turn queue backlog analyst requests into verified engineering investigation report using observable tool steps. Database Index Advisor Agent engineering Turn database index advisor requests into verified engineering investigation report using observable tool steps. Thread Contention Debugger Agent engineering Turn thread contention debugger requests into verified engineering investigation report using observable tool steps. Packet Trace Summarizer Agent engineering Turn packet trace summarizer requests into verified engineering investigation report using observable tool steps. SLO Burn Rate Calculator Agent engineering Turn slo burn rate calculator requests into verified engineering investigation report using observable tool steps. Error Budget Advisor Agent engineering Turn error budget advisor requests into verified engineering investigation report using observable tool steps. Canary Release Monitor Agent engineering Turn canary release monitor requests into verified engineering investigation report using observable tool steps. Blue Green Deploy Planner Agent engineering Turn blue green deploy planner requests into verified engineering investigation report using observable tool steps. Rollback Decision Assistant Agent engineering Turn rollback decision assistant requests into verified engineering investigation report using observable tool steps. Observability Gap Finder Agent engineering Turn observability gap finder requests into verified engineering investigation report using observable tool steps. Metric Cardinality Auditor Agent engineering Turn metric cardinality auditor requests into verified engineering investigation report using observable tool steps. Trace Span Explainer Agent engineering Turn trace span explainer requests into verified engineering investigation report using observable tool steps. Profiling Hotspot Finder Agent engineering Turn profiling hotspot finder requests into verified engineering investigation report using observable tool steps. Resource Quota Advisor Agent engineering Turn resource quota advisor requests into verified engineering investigation report using observable tool steps. Kubernetes Event Summarizer Agent engineering Turn kubernetes event summarizer requests into verified engineering investigation report using observable tool steps. Helm Chart Reviewer Agent engineering Turn helm chart reviewer requests into verified engineering investigation report using observable tool steps. Terraform Plan Explainer Agent engineering Turn terraform plan explainer requests into verified engineering investigation report using observable tool steps. Infrastructure Cost Estimator Agent engineering Turn infrastructure cost estimator requests into verified engineering investigation report using observable tool steps. Network Policy Auditor Agent engineering Turn network policy auditor requests into verified engineering investigation report using observable tool steps. Secrets Rotation Planner Agent engineering Turn secrets rotation planner requests into verified engineering investigation report using observable tool steps. Certificate Expiry Monitor Agent engineering Turn certificate expiry monitor requests into verified engineering investigation report using observable tool steps. Backup Restore Validator Agent engineering Turn backup restore validator requests into verified engineering investigation report using observable tool steps. Disaster Recovery Tester Agent engineering Turn disaster recovery tester requests into verified engineering investigation report using observable tool steps. Capacity Forecast Agent engineering Turn capacity forecast agent requests into verified engineering investigation report using observable tool steps. Synthetic Monitor Designer Agent engineering Turn synthetic monitor designer requests into verified engineering investigation report using observable tool steps. Alert Noise Reducer Agent engineering Turn alert noise reducer requests into verified engineering investigation report using observable tool steps. Dashboard Layout Advisor Agent engineering Turn dashboard layout advisor requests into verified engineering investigation report using observable tool steps. Runbook Step Validator Agent engineering Turn runbook step validator requests into verified engineering investigation report using observable tool steps. Service Mesh Traffic Analyst Agent engineering Turn service mesh traffic analyst requests into verified engineering investigation report using observable tool steps. Sidecar Config Reviewer Agent engineering Turn sidecar config reviewer requests into verified engineering investigation report using observable tool steps. Batch Job Failure Analyst Agent engineering Turn batch job failure analyst requests into verified engineering investigation report using observable tool steps. Cron Schedule Optimizer Agent engineering Turn cron schedule optimizer requests into verified engineering investigation report using observable tool steps. Feature Toggle Impact Agent engineering Turn feature toggle impact agent requests into verified engineering investigation report using observable tool steps. Refactoring Planner Agent coding Turn refactoring planner requests into verified verified code change set using observable tool steps. Migration Script Writer Agent coding Turn migration script writer requests into verified verified code change set using observable tool steps. Dependency Upgrade Advisor Agent coding Turn dependency upgrade advisor requests into verified verified code change set using observable tool steps. Type Error Fixer Agent coding Turn type error fixer requests into verified verified code change set using observable tool steps. Lint Rule Enforcer Agent coding Turn lint rule enforcer requests into verified verified code change set using observable tool steps. API Client Generator Agent coding Turn api client generator requests into verified verified code change set using observable tool steps. GraphQL Schema Builder Agent coding Turn graphql schema builder requests into verified verified code change set using observable tool steps. REST Endpoint Scaffolder Agent coding Turn rest endpoint scaffolder requests into verified verified code change set using observable tool steps. Unit Test Generator Agent coding Turn unit test generator requests into verified verified code change set using observable tool steps. Snapshot Test Updater Agent coding Turn snapshot test updater requests into verified verified code change set using observable tool steps. Mock Factory Builder Agent coding Turn mock factory builder requests into verified verified code change set using observable tool steps. Fixture Data Generator Agent coding Turn fixture data generator requests into verified verified code change set using observable tool steps. CLI Command Builder Agent coding Turn cli command builder requests into verified verified code change set using observable tool steps. Config Parser Writer Agent coding Turn config parser writer requests into verified verified code change set using observable tool steps. Regex Pattern Debugger Agent coding Turn regex pattern debugger requests into verified verified code change set using observable tool steps. Parser Combinator Assistant Agent coding Turn parser combinator assistant requests into verified verified code change set using observable tool steps. AST Transform Agent coding Turn ast transform agent requests into verified verified code change set using observable tool steps. Codemod Runner Agent coding Turn codemod runner requests into verified verified code change set using observable tool steps. Monorepo Package Splitter Agent coding Turn monorepo package splitter requests into verified verified code change set using observable tool steps. Bundle Size Optimizer Agent coding Turn bundle size optimizer requests into verified verified code change set using observable tool steps. Tree Shaking Advisor Agent coding Turn tree shaking advisor requests into verified verified code change set using observable tool steps. Dead Code Eliminator Agent coding Turn dead code eliminator requests into verified verified code change set using observable tool steps. Import Cycle Breaker Agent coding Turn import cycle breaker requests into verified verified code change set using observable tool steps. Interface Extractor Agent coding Turn interface extractor requests into verified verified code change set using observable tool steps. Design Pattern Applier Agent coding Turn design pattern applier requests into verified verified code change set using observable tool steps. Concurrency Bug Hunter Agent coding Turn concurrency bug hunter requests into verified verified code change set using observable tool steps. Race Condition Analyzer Agent coding Turn race condition analyzer requests into verified verified code change set using observable tool steps. Memory Profile Fixer Agent coding Turn memory profile fixer requests into verified verified code change set using observable tool steps. SQL Query Optimizer Agent coding Turn sql query optimizer requests into verified verified code change set using observable tool steps. ORM Migration Helper Agent coding Turn orm migration helper requests into verified verified code change set using observable tool steps. Cache Layer Implementer Agent coding Turn cache layer implementer requests into verified verified code change set using observable tool steps. Auth Middleware Builder Agent coding Turn auth middleware builder requests into verified verified code change set using observable tool steps. Rate Limiter Coder Agent coding Turn rate limiter coder requests into verified verified code change set using observable tool steps. Webhook Handler Writer Agent coding Turn webhook handler writer requests into verified verified code change set using observable tool steps. Event Consumer Scaffolder Agent coding Turn event consumer scaffolder requests into verified verified code change set using observable tool steps. Protobuf Schema Agent coding Turn protobuf schema agent requests into verified verified code change set using observable tool steps. OpenAPI Spec Generator Agent coding Turn openapi spec generator requests into verified verified code change set using observable tool steps. SDK Wrapper Builder Agent coding Turn sdk wrapper builder requests into verified verified code change set using observable tool steps. Plugin Architecture Coder Agent coding Turn plugin architecture coder requests into verified verified code change set using observable tool steps. Theme Token Migrator Agent coding Turn theme token migrator requests into verified verified code change set using observable tool steps. Accessibility Patch Agent coding Turn accessibility patch agent requests into verified verified code change set using observable tool steps. I18n Key Extractor Agent coding Turn i18n key extractor requests into verified verified code change set using observable tool steps. Feature Module Splitter Agent coding Turn feature module splitter requests into verified verified code change set using observable tool steps. Hotfix Branch Preparer Agent coding Turn hotfix branch preparer requests into verified verified code change set using observable tool steps. Cherry Pick Assistant Agent coding Turn cherry pick assistant requests into verified verified code change set using observable tool steps. Merge Conflict Resolver Agent coding Turn merge conflict resolver requests into verified verified code change set using observable tool steps. Commit Message Writer Agent coding Turn commit message writer requests into verified verified code change set using observable tool steps. PR Description Generator Agent coding Turn pr description generator requests into verified verified code change set using observable tool steps. Code Comment Improver Agent coding Turn code comment improver requests into verified verified code change set using observable tool steps. SQL Explorer Agent data Turn sql explorer requests into verified data analysis memo with queries using observable tool steps. Metric Definition Writer Agent data Turn metric definition writer requests into verified data analysis memo with queries using observable tool steps. Dashboard Spec Agent data Turn dashboard spec agent requests into verified data analysis memo with queries using observable tool steps. Anomaly Explanation Agent data Turn anomaly explanation agent requests into verified data analysis memo with queries using observable tool steps. Cohort Retention Analyst Agent data Turn cohort retention analyst requests into verified data analysis memo with queries using observable tool steps. Funnel Step Diagnostician Agent data Turn funnel step diagnostician requests into verified data analysis memo with queries using observable tool steps. Attribution Model Builder Agent data Turn attribution model builder requests into verified data analysis memo with queries using observable tool steps. Forecast Backtester Agent data Turn forecast backtester requests into verified data analysis memo with queries using observable tool steps. Seasonality Detector Agent data Turn seasonality detector requests into verified data analysis memo with queries using observable tool steps. Outlier Labeler Agent data Turn outlier labeler requests into verified data analysis memo with queries using observable tool steps. Missing Value Imputer Advisor Agent data Turn missing value imputer advisor requests into verified data analysis memo with queries using observable tool steps. Schema Inference Agent data Turn schema inference agent requests into verified data analysis memo with queries using observable tool steps. ETL Pipeline Documenter Agent data Turn etl pipeline documenter requests into verified data analysis memo with queries using observable tool steps. Data Quality Rule Writer Agent data Turn data quality rule writer requests into verified data analysis memo with queries using observable tool steps. Lineage Graph Tracer Agent data Turn lineage graph tracer requests into verified data analysis memo with queries using observable tool steps. Warehouse Cost Optimizer Agent data Turn warehouse cost optimizer requests into verified data analysis memo with queries using observable tool steps. dbt Model Reviewer Agent data Turn dbt model reviewer requests into verified data analysis memo with queries using observable tool steps. Feature Store Curator Agent data Turn feature store curator requests into verified data analysis memo with queries using observable tool steps. Embedding Index Auditor Agent data Turn embedding index auditor requests into verified data analysis memo with queries using observable tool steps. Vector Search Evaluator Agent data Turn vector search evaluator requests into verified data analysis memo with queries using observable tool steps. Labeling Guideline Writer Agent data Turn labeling guideline writer requests into verified data analysis memo with queries using observable tool steps. Sampling Bias Checker Agent data Turn sampling bias checker requests into verified data analysis memo with queries using observable tool steps. A/B Test Power Calculator Agent data Turn a/b test power calculator requests into verified data analysis memo with queries using observable tool steps. Experiment Readout Agent data Turn experiment readout agent requests into verified data analysis memo with queries using observable tool steps. KPI Tree Builder Agent data Turn kpi tree builder requests into verified data analysis memo with queries using observable tool steps. North Star Metric Advisor Agent data Turn north star metric advisor requests into verified data analysis memo with queries using observable tool steps. Segment Overlap Analyzer Agent data Turn segment overlap analyzer requests into verified data analysis memo with queries using observable tool steps. RFM Scoring Agent data Turn rfm scoring agent requests into verified data analysis memo with queries using observable tool steps. Churn Predictor Explainer Agent data Turn churn predictor explainer requests into verified data analysis memo with queries using observable tool steps. LTV Estimation Assistant Agent data Turn ltv estimation assistant requests into verified data analysis memo with queries using observable tool steps. Pricing Elasticity Analyst Agent data Turn pricing elasticity analyst requests into verified data analysis memo with queries using observable tool steps. Inventory Forecast Agent data Turn inventory forecast agent requests into verified data analysis memo with queries using observable tool steps. Geo Heatmap Builder Agent data Turn geo heatmap builder requests into verified data analysis memo with queries using observable tool steps. Time Series Decomposer Agent data Turn time series decomposer requests into verified data analysis memo with queries using observable tool steps. Causal Impact Estimator Agent data Turn causal impact estimator requests into verified data analysis memo with queries using observable tool steps. Survey Weighting Agent data Turn survey weighting agent requests into verified data analysis memo with queries using observable tool steps. Text Topic Modeler Agent data Turn text topic modeler requests into verified data analysis memo with queries using observable tool steps. Sentiment Trend Tracker Agent data Turn sentiment trend tracker requests into verified data analysis memo with queries using observable tool steps. Entity Resolution Matcher Agent data Turn entity resolution matcher requests into verified data analysis memo with queries using observable tool steps. Duplicate Record Merger Agent data Turn duplicate record merger requests into verified data analysis memo with queries using observable tool steps. PII Masking Advisor Agent data Turn pii masking advisor requests into verified data analysis memo with queries using observable tool steps. GDPR Export Preparer Agent data Turn gdpr export preparer requests into verified data analysis memo with queries using observable tool steps. Audit Trail Summarizer Agent data Turn audit trail summarizer requests into verified data analysis memo with queries using observable tool steps. Compliance Metric Reporter Agent data Turn compliance metric reporter requests into verified data analysis memo with queries using observable tool steps. Spreadsheet Formula Fixer Agent data Turn spreadsheet formula fixer requests into verified data analysis memo with queries using observable tool steps. CSV Schema Validator Agent data Turn csv schema validator requests into verified data analysis memo with queries using observable tool steps. Parquet Partition Planner Agent data Turn parquet partition planner requests into verified data analysis memo with queries using observable tool steps. Stream Window Aggregator Agent data Turn stream window aggregator requests into verified data analysis memo with queries using observable tool steps. Real-time Alert Threshold Agent data Turn real-time alert threshold agent requests into verified data analysis memo with queries using observable tool steps. Campaign Brief Writer Agent marketing Turn campaign brief writer requests into verified marketing campaign plan using observable tool steps. Audience Persona Builder Agent marketing Turn audience persona builder requests into verified marketing campaign plan using observable tool steps. Value Prop Tester Agent marketing Turn value prop tester requests into verified marketing campaign plan using observable tool steps. Landing Page Copy Agent marketing Turn landing page copy agent requests into verified marketing campaign plan using observable tool steps. Email Sequence Planner Agent marketing Turn email sequence planner requests into verified marketing campaign plan using observable tool steps. Ad Creative Variation Agent marketing Turn ad creative variation agent requests into verified marketing campaign plan using observable tool steps. Social Post Scheduler Agent marketing Turn social post scheduler requests into verified marketing campaign plan using observable tool steps. Influencer Shortlist Agent marketing Turn influencer shortlist agent requests into verified marketing campaign plan using observable tool steps. Brand Voice Guard Agent marketing Turn brand voice guard requests into verified marketing campaign plan using observable tool steps. Competitive Messaging Analyst Agent marketing Turn competitive messaging analyst requests into verified marketing campaign plan using observable tool steps. Launch Checklist Builder Agent marketing Turn launch checklist builder requests into verified marketing campaign plan using observable tool steps. Webinar Outline Agent marketing Turn webinar outline agent requests into verified marketing campaign plan using observable tool steps. Case Study Interviewer Agent marketing Turn case study interviewer requests into verified marketing campaign plan using observable tool steps. Testimonial Request Drafter Agent marketing Turn testimonial request drafter requests into verified marketing campaign plan using observable tool steps. Referral Program Designer Agent marketing Turn referral program designer requests into verified marketing campaign plan using observable tool steps. Loyalty Tier Planner Agent marketing Turn loyalty tier planner requests into verified marketing campaign plan using observable tool steps. Promo Code Strategist Agent marketing Turn promo code strategist requests into verified marketing campaign plan using observable tool steps. Seasonal Calendar Agent marketing Turn seasonal calendar agent requests into verified marketing campaign plan using observable tool steps. Community Growth Planner Agent marketing Turn community growth planner requests into verified marketing campaign plan using observable tool steps. Event Promotion Agent marketing Turn event promotion agent requests into verified marketing campaign plan using observable tool steps. Product Hunt Launcher Agent marketing Turn product hunt launcher requests into verified marketing campaign plan using observable tool steps. Press Release Drafter Agent marketing Turn press release drafter requests into verified marketing campaign plan using observable tool steps. Media Kit Assembler Agent marketing Turn media kit assembler requests into verified marketing campaign plan using observable tool steps. Analyst Briefing Writer Agent marketing Turn analyst briefing writer requests into verified marketing campaign plan using observable tool steps. Partner Co-Marketing Planner Agent marketing Turn partner co-marketing planner requests into verified marketing campaign plan using observable tool steps. Affiliate Offer Writer Agent marketing Turn affiliate offer writer requests into verified marketing campaign plan using observable tool steps. Retargeting Audience Builder Agent marketing Turn retargeting audience builder requests into verified marketing campaign plan using observable tool steps. Creative Fatigue Monitor Agent marketing Turn creative fatigue monitor requests into verified marketing campaign plan using observable tool steps. UTM Naming Enforcer Agent marketing Turn utm naming enforcer requests into verified marketing campaign plan using observable tool steps. Attribution Tag Auditor Agent marketing Turn attribution tag auditor requests into verified marketing campaign plan using observable tool steps. Marketing Mix Modeler Agent marketing Turn marketing mix modeler requests into verified marketing campaign plan using observable tool steps. Budget Pacing Advisor Agent marketing Turn budget pacing advisor requests into verified marketing campaign plan using observable tool steps. Channel Mix Optimizer Agent marketing Turn channel mix optimizer requests into verified marketing campaign plan using observable tool steps. Creative Brief Reviewer Agent marketing Turn creative brief reviewer requests into verified marketing campaign plan using observable tool steps. Hook Generator Agent marketing Turn hook generator requests into verified marketing campaign plan using observable tool steps. CTA Experiment Planner Agent marketing Turn cta experiment planner requests into verified marketing campaign plan using observable tool steps. Lead Magnet Outliner Agent marketing Turn lead magnet outliner requests into verified marketing campaign plan using observable tool steps. Nurture Path Designer Agent marketing Turn nurture path designer requests into verified marketing campaign plan using observable tool steps. Winback Campaign Agent marketing Turn winback campaign agent requests into verified marketing campaign plan using observable tool steps. Upsell Trigger Planner Agent marketing Turn upsell trigger planner requests into verified marketing campaign plan using observable tool steps. Cross-sell Bundle Agent marketing Turn cross-sell bundle agent requests into verified marketing campaign plan using observable tool steps. Survey Incentive Designer Agent marketing Turn survey incentive designer requests into verified marketing campaign plan using observable tool steps. Brand Safety Checker Agent marketing Turn brand safety checker requests into verified marketing campaign plan using observable tool steps. Hashtag Research Agent marketing Turn hashtag research agent requests into verified marketing campaign plan using observable tool steps. Meme Trend Scout Agent marketing Turn meme trend scout requests into verified marketing campaign plan using observable tool steps. Podcast Pitch Writer Agent marketing Turn podcast pitch writer requests into verified marketing campaign plan using observable tool steps. Newsletter Sponsor Matcher Agent marketing Turn newsletter sponsor matcher requests into verified marketing campaign plan using observable tool steps. Guerrilla Campaign Ideator Agent marketing Turn guerrilla campaign ideator requests into verified marketing campaign plan using observable tool steps. ABM Account Planner Agent marketing Turn abm account planner requests into verified marketing campaign plan using observable tool steps. Keyword Cluster Mapper Agent seo Turn keyword cluster mapper requests into verified SEO action report using observable tool steps. SERP Feature Tracker Agent seo Turn serp feature tracker requests into verified SEO action report using observable tool steps. Title Tag Optimizer Agent seo Turn title tag optimizer requests into verified SEO action report using observable tool steps. Meta Description Writer Agent seo Turn meta description writer requests into verified SEO action report using observable tool steps. Internal Link Planner Agent seo Turn internal link planner requests into verified SEO action report using observable tool steps. Cannibalization Detector Agent seo Turn cannibalization detector requests into verified SEO action report using observable tool steps. Redirect Chain Auditor Agent seo Turn redirect chain auditor requests into verified SEO action report using observable tool steps. Core Web Vitals Advisor Agent seo Turn core web vitals advisor requests into verified SEO action report using observable tool steps. Schema Markup Generator Agent seo Turn schema markup generator requests into verified SEO action report using observable tool steps. FAQ Rich Result Planner Agent seo Turn faq rich result planner requests into verified SEO action report using observable tool steps. Local Pack Optimizer Agent seo Turn local pack optimizer requests into verified SEO action report using observable tool steps. GMB Post Scheduler Agent seo Turn gmb post scheduler requests into verified SEO action report using observable tool steps. Review Response Drafter Agent seo Turn review response drafter requests into verified SEO action report using observable tool steps. Backlink Prospect Finder Agent seo Turn backlink prospect finder requests into verified SEO action report using observable tool steps. Toxic Link Flag Agent seo Turn toxic link flag agent requests into verified SEO action report using observable tool steps. Anchor Text Auditor Agent seo Turn anchor text auditor requests into verified SEO action report using observable tool steps. Content Gap Analyzer Agent seo Turn content gap analyzer requests into verified SEO action report using observable tool steps. Topical Authority Planner Agent seo Turn topical authority planner requests into verified SEO action report using observable tool steps. Pillar Page Outliner Agent seo Turn pillar page outliner requests into verified SEO action report using observable tool steps. Programmatic SEO Templater Agent seo Turn programmatic seo templater requests into verified SEO action report using observable tool steps. Hreflang Mapper Agent seo Turn hreflang mapper requests into verified SEO action report using observable tool steps. Pagination Fix Advisor Agent seo Turn pagination fix advisor requests into verified SEO action report using observable tool steps. Index Bloat Reducer Agent seo Turn index bloat reducer requests into verified SEO action report using observable tool steps. Crawl Budget Advisor Agent seo Turn crawl budget advisor requests into verified SEO action report using observable tool steps. Log File SEO Analyst Agent seo Turn log file seo analyst requests into verified SEO action report using observable tool steps. JavaScript SEO Auditor Agent seo Turn javascript seo auditor requests into verified SEO action report using observable tool steps. Mobile Usability Checker Agent seo Turn mobile usability checker requests into verified SEO action report using observable tool steps. Image Alt Text Agent seo Turn image alt text agent requests into verified SEO action report using observable tool steps. Video SEO Packager Agent seo Turn video seo packager requests into verified SEO action report using observable tool steps. Podcast Show Notes SEO Agent seo Turn podcast show notes seo requests into verified SEO action report using observable tool steps. News Sitemap Builder Agent seo Turn news sitemap builder requests into verified SEO action report using observable tool steps. Evergreen Refresh Planner Agent seo Turn evergreen refresh planner requests into verified SEO action report using observable tool steps. Seasonal Keyword Forecaster Agent seo Turn seasonal keyword forecaster requests into verified SEO action report using observable tool steps. Competitor SERP Monitor Agent seo Turn competitor serp monitor requests into verified SEO action report using observable tool steps. Featured Snippet Optimizer Agent seo Turn featured snippet optimizer requests into verified SEO action report using observable tool steps. People Also Ask Miner Agent seo Turn people also ask miner requests into verified SEO action report using observable tool steps. Entity SEO Mapper Agent seo Turn entity seo mapper requests into verified SEO action report using observable tool steps. E-E-A-T Signal Auditor Agent seo Turn e-e-a-t signal auditor requests into verified SEO action report using observable tool steps. Author Page Optimizer Agent seo Turn author page optimizer requests into verified SEO action report using observable tool steps. About Page Trust Builder Agent seo Turn about page trust builder requests into verified SEO action report using observable tool steps. Site Architecture Advisor Agent seo Turn site architecture advisor requests into verified SEO action report using observable tool steps. Faceted Navigation SEO Guard Agent seo Turn faceted navigation seo guard requests into verified SEO action report using observable tool steps. Pagination Rel Planner Agent seo Turn pagination rel planner requests into verified SEO action report using observable tool steps. Orphan Page Finder Agent seo Turn orphan page finder requests into verified SEO action report using observable tool steps. Broken Link Fixer Agent seo Turn broken link fixer requests into verified SEO action report using observable tool steps. Redirect Migration Agent seo Turn redirect migration agent requests into verified SEO action report using observable tool steps. Domain Migration Checklist Agent seo Turn domain migration checklist requests into verified SEO action report using observable tool steps. Subdomain Strategy Advisor Agent seo Turn subdomain strategy advisor requests into verified SEO action report using observable tool steps. 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Vendor Security Questionnaire Agent security Turn vendor security questionnaire agent requests into verified security assessment memo using observable tool steps. SOC2 Control Mapper Agent security Turn soc2 control mapper requests into verified security assessment memo using observable tool steps. GDPR DPIA Drafter Agent security Turn gdpr dpia drafter requests into verified security assessment memo using observable tool steps. Privacy Impact Scorer Agent security Turn privacy impact scorer requests into verified security assessment memo using observable tool steps. Data Classification Tagger Agent security Turn data classification tagger requests into verified security assessment memo using observable tool steps. Encryption Coverage Auditor Agent security Turn encryption coverage auditor requests into verified security assessment memo using observable tool steps. 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Security Awareness Quiz Agent security Turn security awareness quiz agent requests into verified security assessment memo using observable tool steps. Bug Bounty Triage Agent security Turn bug bounty triage agent requests into verified security assessment memo using observable tool steps. Zero Trust Gap Analyzer Agent security Turn zero trust gap analyzer requests into verified security assessment memo using observable tool steps. Cloud Misconfig Hunter Agent security Turn cloud misconfig hunter requests into verified security assessment memo using observable tool steps. K8s RBAC Auditor Agent security Turn k8s rbac auditor requests into verified security assessment memo using observable tool steps. Container Image Scanner Agent security Turn container image scanner requests into verified security assessment memo using observable tool steps. TLS Config Checker Agent security Turn tls config checker requests into verified security assessment memo using observable tool steps. Certificate Chain Validator Agent security Turn certificate chain validator requests into verified security assessment memo using observable tool steps. HSTS Policy Advisor Agent security Turn hsts policy advisor requests into verified security assessment memo using observable tool steps. CSP Header Builder Agent security Turn csp header builder requests into verified security assessment memo using observable tool steps. Security Champion Coach Agent security Turn security champion coach requests into verified security assessment memo using observable tool steps. Pipeline Failure Explainer Agent devops Turn pipeline failure explainer requests into verified devops change plan using observable tool steps. Dockerfile Optimizer Agent devops Turn dockerfile optimizer requests into verified devops change plan using observable tool steps. Kubernetes Rollout Advisor Agent devops Turn kubernetes rollout advisor requests into verified devops change plan using observable tool steps. Helm Values Reviewer Agent devops Turn helm values reviewer requests into verified devops change plan using observable tool steps. Terraform Drift Detector Agent devops Turn terraform drift detector requests into verified devops change plan using observable tool steps. Ansible Playbook Linter Agent devops Turn ansible playbook linter requests into verified devops change plan using observable tool steps. GitOps Sync Monitor Agent devops Turn gitops sync monitor requests into verified devops change plan using observable tool steps. Argo CD Diff Explainer Agent devops Turn argo cd diff explainer requests into verified devops change plan using observable tool steps. Flux Reconcile Agent devops Turn flux reconcile agent requests into verified devops change plan using observable tool steps. Container Registry Cleaner Agent devops Turn container registry cleaner requests into verified devops change plan using observable tool steps. Image Tag Policy Enforcer Agent devops Turn image tag policy enforcer requests into verified devops change plan using observable tool steps. SBOM Publish Agent devops Turn sbom publish agent requests into verified devops change plan using observable tool steps. Release Train Coordinator Agent devops Turn release train coordinator requests into verified devops change plan using observable tool steps. Change Advisory Board Prep Agent devops Turn change advisory board prep requests into verified devops change plan using observable tool steps. Deployment Window Planner Agent devops Turn deployment window planner requests into verified devops change plan using observable tool steps. Maintenance Page Activator Agent devops Turn maintenance page activator requests into verified devops change plan using observable tool steps. Feature Flag Rollout Agent devops Turn feature flag rollout agent requests into verified devops change plan using observable tool steps. ConfigMap Diff Reviewer Agent devops Turn configmap diff reviewer requests into verified devops change plan using observable tool steps. Secret Mount Auditor Agent devops Turn secret mount auditor requests into verified devops change plan using observable tool steps. Pod Disruption Budget Advisor Agent devops Turn pod disruption budget advisor requests into verified devops change plan using observable tool steps. HPA Tuning Agent devops Turn hpa tuning agent requests into verified devops change plan using observable tool steps. Cluster Autoscaler Advisor Agent devops Turn cluster autoscaler advisor requests into verified devops change plan using observable tool steps. Node Pool Right-Sizer Agent devops Turn node pool right-sizer requests into verified devops change plan using observable tool steps. Spot Instance Bid Advisor Agent devops Turn spot instance bid advisor requests into verified devops change plan using observable tool steps. Multi-Region Failover Planner Agent devops Turn multi-region failover planner requests into verified devops change plan using observable tool steps. DNS Failover Tester Agent devops Turn dns failover tester requests into verified devops change plan using observable tool steps. CDN Cache Purge Agent devops Turn cdn cache purge agent requests into verified devops change plan using observable tool steps. Edge Config Deployer Agent devops Turn edge config deployer requests into verified devops change plan using observable tool steps. Serverless Cold Start Analyst Agent devops Turn serverless cold start analyst requests into verified devops change plan using observable tool steps. Lambda Memory Tuner Agent devops Turn lambda memory tuner requests into verified devops change plan using observable tool steps. Step Functions Debugger Agent devops Turn step functions debugger requests into verified devops change plan using observable tool steps. EventBridge Rule Builder Agent devops Turn eventbridge rule builder requests into verified devops change plan using observable tool steps. Message Queue Depth Monitor Agent devops Turn message queue depth monitor requests into verified devops change plan using observable tool steps. Kafka Lag Explainer Agent devops Turn kafka lag explainer requests into verified devops change plan using observable tool steps. Redis Memory Advisor Agent devops Turn redis memory advisor requests into verified devops change plan using observable tool steps. Database Failover Tester Agent devops Turn database failover tester requests into verified devops change plan using observable tool steps. Backup Restore Drill Agent devops Turn backup restore drill agent requests into verified devops change plan using observable tool steps. Chaos Mesh Experiment Planner Agent devops Turn chaos mesh experiment planner requests into verified devops change plan using observable tool steps. Load Generator Designer Agent devops Turn load generator designer requests into verified devops change plan using observable tool steps. Performance Baseline Agent devops Turn performance baseline agent requests into verified devops change plan using observable tool steps. Cost Allocation Tagger Agent devops Turn cost allocation tagger requests into verified devops change plan using observable tool steps. FinOps Anomaly Explainer Agent devops Turn finops anomaly explainer requests into verified devops change plan using observable tool steps. Idle Resource Reaper Agent devops Turn idle resource reaper requests into verified devops change plan using observable tool steps. License Compliance Scanner Agent devops Turn license compliance scanner requests into verified devops change plan using observable tool steps. Artifact Promotion Gate Agent devops Turn artifact promotion gate requests into verified devops change plan using observable tool steps. Environment Parity Checker Agent devops Turn environment parity checker requests into verified devops change plan using observable tool steps. Staging Data Masker Agent devops Turn staging data masker requests into verified devops change plan using observable tool steps. Preview Environment Provisioner Agent devops Turn preview environment provisioner requests into verified devops change plan using observable tool steps. Runbook Automation Agent devops Turn runbook automation agent requests into verified devops change plan using observable tool steps. Invoice Matching Agent finance Turn invoice matching agent requests into verified finance analysis workbook using observable tool steps. Expense Policy Checker Agent finance Turn expense policy checker requests into verified finance analysis workbook using observable tool steps. Budget Forecast Agent finance Turn budget forecast agent requests into verified finance analysis workbook using observable tool steps. Cash Flow Projector Agent finance Turn cash flow projector requests into verified finance analysis workbook using observable tool steps. Accounts Payable Triage Agent finance Turn accounts payable triage requests into verified finance analysis workbook using observable tool steps. Accounts Receivable Collector Agent finance Turn accounts receivable collector requests into verified finance analysis workbook using observable tool steps. Reconciliation Assistant Agent finance Turn reconciliation assistant requests into verified finance analysis workbook using observable tool steps. Bank Feed Categorizer Agent finance Turn bank feed categorizer requests into verified finance analysis workbook using observable tool steps. Tax Deduction Suggester Agent finance Turn tax deduction suggester requests into verified finance analysis workbook using observable tool steps. Payroll Anomaly Detector Agent finance Turn payroll anomaly detector requests into verified finance analysis workbook using observable tool steps. Commission Calculator Agent finance Turn commission calculator agent requests into verified finance analysis workbook using observable tool steps. Revenue Recognition Advisor Agent finance Turn revenue recognition advisor requests into verified finance analysis workbook using observable tool steps. SaaS Metrics Dashboard Agent finance Turn saas metrics dashboard agent requests into verified finance analysis workbook using observable tool steps. Unit Economics Explainer Agent finance Turn unit economics explainer requests into verified finance analysis workbook using observable tool steps. Burn Rate Monitor Agent finance Turn burn rate monitor requests into verified finance analysis workbook using observable tool steps. Runway Scenario Planner Agent finance Turn runway scenario planner requests into verified finance analysis workbook using observable tool steps. Fundraising Model Builder Agent finance Turn fundraising model builder requests into verified finance analysis workbook using observable tool steps. Cap Table Scenario Agent finance Turn cap table scenario agent requests into verified finance analysis workbook using observable tool steps. Valuation Comp Gatherer Agent finance Turn valuation comp gatherer requests into verified finance analysis workbook using observable tool steps. Due Diligence Financial Pack Agent finance Turn due diligence financial pack requests into verified finance analysis workbook using observable tool steps. Audit Sample Selector Agent finance Turn audit sample selector requests into verified finance analysis workbook using observable tool steps. SOX Control Tester Agent finance Turn sox control tester requests into verified finance analysis workbook using observable tool steps. Internal Control Documenter Agent finance Turn internal control documenter requests into verified finance analysis workbook using observable tool steps. Fraud Pattern Detector Agent finance Turn fraud pattern detector requests into verified finance analysis workbook using observable tool steps. Chargeback Evidence Agent finance Turn chargeback evidence agent requests into verified finance analysis workbook using observable tool steps. Refund Fraud Scorer Agent finance Turn refund fraud scorer requests into verified finance analysis workbook using observable tool steps. Credit Limit Advisor Agent finance Turn credit limit advisor requests into verified finance analysis workbook using observable tool steps. Loan Application Summarizer Agent finance Turn loan application summarizer requests into verified finance analysis workbook using observable tool steps. Insurance Claim Preparer Agent finance Turn insurance claim preparer requests into verified finance analysis workbook using observable tool steps. Premium Comparison Agent finance Turn premium comparison agent requests into verified finance analysis workbook using observable tool steps. Portfolio Rebalance Suggester Agent finance Turn portfolio rebalance suggester requests into verified finance analysis workbook using observable tool steps. Risk Exposure Mapper Agent finance Turn risk exposure mapper requests into verified finance analysis workbook using observable tool steps. FX Hedge Advisor Agent finance Turn fx hedge advisor requests into verified finance analysis workbook using observable tool steps. Intercompany Elimination Agent finance Turn intercompany elimination agent requests into verified finance analysis workbook using observable tool steps. Consolidation Checklist Agent finance Turn consolidation checklist agent requests into verified finance analysis workbook using observable tool steps. FP&A Variance Explainer Agent finance Turn fp&a variance explainer requests into verified finance analysis workbook using observable tool steps. Board Metric Pack Builder Agent finance Turn board metric pack builder requests into verified finance analysis workbook using observable tool steps. Investor KPI Narrator Agent finance Turn investor kpi narrator requests into verified finance analysis workbook using observable tool steps. Pricing Model Sensitivity Agent finance Turn pricing model sensitivity agent requests into verified finance analysis workbook using observable tool steps. Discount Approval Router Agent finance Turn discount approval router requests into verified finance analysis workbook using observable tool steps. Vendor Invoice Negotiator Agent finance Turn vendor invoice negotiator requests into verified finance analysis workbook using observable tool steps. Procurement Savings Tracker Agent finance Turn procurement savings tracker requests into verified finance analysis workbook using observable tool steps. Contract Spend Analyzer Agent finance Turn contract spend analyzer requests into verified finance analysis workbook using observable tool steps. Subscription Renewal Forecaster Agent finance Turn subscription renewal forecaster requests into verified finance analysis workbook using observable tool steps. Stripe Dispute Responder Agent finance Turn stripe dispute responder requests into verified finance analysis workbook using observable tool steps. Payment Failure Explainer Agent finance Turn payment failure explainer requests into verified finance analysis workbook using observable tool steps. Dunning Email Sequencer Agent finance Turn dunning email sequencer requests into verified finance analysis workbook using observable tool steps. Collections Call Prep Agent finance Turn collections call prep agent requests into verified finance analysis workbook using observable tool steps. Financial Statement Narrator Agent finance Turn financial statement narrator requests into verified finance analysis workbook using observable tool steps. Lesson Plan Builder Agent education Turn lesson plan builder requests into verified lesson plan package using observable tool steps. Quiz Question Generator Agent education Turn quiz question generator requests into verified lesson plan package using observable tool steps. Rubric Grader Assistant Agent education Turn rubric grader assistant requests into verified lesson plan package using observable tool steps. Feedback Comment Writer Agent education Turn feedback comment writer requests into verified lesson plan package using observable tool steps. Syllabus Outliner Agent education Turn syllabus outliner requests into verified lesson plan package using observable tool steps. Learning Objective Mapper Agent education Turn learning objective mapper requests into verified lesson plan package using observable tool steps. Bloom Taxonomy Tagger Agent education Turn bloom taxonomy tagger requests into verified lesson plan package using observable tool steps. Differentiation Planner Agent education Turn differentiation planner requests into verified lesson plan package using observable tool steps. IEP Goal Writer Agent education Turn iep goal writer requests into verified lesson plan package using observable tool steps. Parent Conference Prep Agent education Turn parent conference prep agent requests into verified lesson plan package using observable tool steps. Student Progress Reporter Agent education Turn student progress reporter requests into verified lesson plan package using observable tool steps. Attendance Pattern Analyst Agent education Turn attendance pattern analyst requests into verified lesson plan package using observable tool steps. Reading Level Adapter Agent education Turn reading level adapter requests into verified lesson plan package using observable tool steps. Math Word Problem Generator Agent education Turn math word problem generator requests into verified lesson plan package using observable tool steps. Science Lab Procedure Writer Agent education Turn science lab procedure writer requests into verified lesson plan package using observable tool steps. History Primary Source Guide Agent education Turn history primary source guide requests into verified lesson plan package using observable tool steps. Debate Topic Framer Agent education Turn debate topic framer requests into verified lesson plan package using observable tool steps. Socratic Question Generator Agent education Turn socratic question generator requests into verified lesson plan package using observable tool steps. Flashcard Deck Builder Agent education Turn flashcard deck builder requests into verified lesson plan package using observable tool steps. Spaced Repetition Scheduler Agent education Turn spaced repetition scheduler requests into verified lesson plan package using observable tool steps. Course Video Outline Agent education Turn course video outline agent requests into verified lesson plan package using observable tool steps. Slide Deck Builder Agent education Turn slide deck builder requests into verified lesson plan package using observable tool steps. Worksheet Generator Agent education Turn worksheet generator requests into verified lesson plan package using observable tool steps. Homework Hint Agent education Turn homework hint agent requests into verified lesson plan package using observable tool steps. Plagiarism Teaching Coach Agent education Turn plagiarism teaching coach requests into verified lesson plan package using observable tool steps. Citation Lesson Planner Agent education Turn citation lesson planner requests into verified lesson plan package using observable tool steps. Research Skills Coach Agent education Turn research skills coach requests into verified lesson plan package using observable tool steps. Library Database Guide Agent education Turn library database guide requests into verified lesson plan package using observable tool steps. Career Path Advisor Agent education Turn career path advisor requests into verified lesson plan package using observable tool steps. Resume Workshop Agent education Turn resume workshop agent requests into verified lesson plan package using observable tool steps. Interview Mock Partner Agent education Turn interview mock partner requests into verified lesson plan package using observable tool steps. Portfolio Review Coach Agent education Turn portfolio review coach requests into verified lesson plan package using observable tool steps. Language Conversation Partner Agent education Turn language conversation partner requests into verified lesson plan package using observable tool steps. Grammar Drill Generator Agent education Turn grammar drill generator requests into verified lesson plan package using observable tool steps. Pronunciation Coach Agent education Turn pronunciation coach agent requests into verified lesson plan package using observable tool steps. Vocabulary Context Builder Agent education Turn vocabulary context builder requests into verified lesson plan package using observable tool steps. STEM Project Ideator Agent education Turn stem project ideator requests into verified lesson plan package using observable tool steps. Maker Lab Safety Checker Agent education Turn maker lab safety checker requests into verified lesson plan package using observable tool steps. Coding Exercise Grader Agent education Turn coding exercise grader requests into verified lesson plan package using observable tool steps. Peer Review Facilitator Agent education Turn peer review facilitator requests into verified lesson plan package using observable tool steps. Discussion Prompt Writer Agent education Turn discussion prompt writer requests into verified lesson plan package using observable tool steps. Seminar Reading Summarizer Agent education Turn seminar reading summarizer requests into verified lesson plan package using observable tool steps. Thesis Outline Coach Agent education Turn thesis outline coach requests into verified lesson plan package using observable tool steps. Dissertation Chapter Planner Agent education Turn dissertation chapter planner requests into verified lesson plan package using observable tool steps. Academic Integrity Advisor Agent education Turn academic integrity advisor requests into verified lesson plan package using observable tool steps. Scholarship Essay Coach Agent education Turn scholarship essay coach requests into verified lesson plan package using observable tool steps. College Application Checklist Agent education Turn college application checklist agent requests into verified lesson plan package using observable tool steps. Financial Aid Explainer Agent education Turn financial aid explainer requests into verified lesson plan package using observable tool steps. LMS Module Migrator Agent education Turn lms module migrator requests into verified lesson plan package using observable tool steps. Travel Visa Checker Agent personal assistant Turn travel visa checker requests into verified personal action plan using observable tool steps. Flight Deal Monitor Agent personal assistant Turn flight deal monitor requests into verified personal action plan using observable tool steps. Hotel Loyalty Optimizer Agent personal assistant Turn hotel loyalty optimizer requests into verified personal action plan using observable tool steps. Restaurant Reservation Agent personal assistant Turn restaurant reservation agent requests into verified personal action plan using observable tool steps. Gift Shopping Assistant Agent personal assistant Turn gift shopping assistant requests into verified personal action plan using observable tool steps. Wardrobe Planner Agent personal assistant Turn wardrobe planner agent requests into verified personal action plan using observable tool steps. Weather Pack Advisor Agent personal assistant Turn weather pack advisor requests into verified personal action plan using observable tool steps. Commute Router Agent personal assistant Turn commute router requests into verified personal action plan using observable tool steps. Personal Finance Snapshot Agent personal assistant Turn personal finance snapshot requests into verified personal action plan using observable tool steps. Bill Negotiation Prep Agent personal assistant Turn bill negotiation prep agent requests into verified personal action plan using observable tool steps. Insurance Renewal Comparer Agent personal assistant Turn insurance renewal comparer requests into verified personal action plan using observable tool steps. Home Service Booker Agent personal assistant Turn home service booker requests into verified personal action plan using observable tool steps. Contractor Quote Comparer Agent personal assistant Turn contractor quote comparer requests into verified personal action plan using observable tool steps. Moving Checklist Agent personal assistant Turn moving checklist agent requests into verified personal action plan using observable tool steps. House Hunt Shortlister Agent personal assistant Turn house hunt shortlister requests into verified personal action plan using observable tool steps. Neighborhood Research Agent personal assistant Turn neighborhood research agent requests into verified personal action plan using observable tool steps. School Calendar Syncer Agent personal assistant Turn school calendar syncer requests into verified personal action plan using observable tool steps. Childcare Backup Finder Agent personal assistant Turn childcare backup finder requests into verified personal action plan using observable tool steps. Pet Care Scheduler Agent personal assistant Turn pet care scheduler requests into verified personal action plan using observable tool steps. Vet Appointment Booker Agent personal assistant Turn vet appointment booker requests into verified personal action plan using observable tool steps. Fitness Class Finder Agent personal assistant Turn fitness class finder requests into verified personal action plan using observable tool steps. Meal Prep Planner Agent personal assistant Turn meal prep planner requests into verified personal action plan using observable tool steps. Recipe Diet Adapter Agent personal assistant Turn recipe diet adapter requests into verified personal action plan using observable tool steps. Allergy Safe Menu Agent personal assistant Turn allergy safe menu agent requests into verified personal action plan using observable tool steps. Medication Interaction Checker Agent personal assistant Turn medication interaction checker requests into verified personal action plan using observable tool steps. Doctor Visit Prep Agent personal assistant Turn doctor visit prep agent requests into verified personal action plan using observable tool steps. Lab Result Explainer Agent personal assistant Turn lab result explainer requests into verified personal action plan using observable tool steps. Therapy Homework Tracker Agent personal assistant Turn therapy homework tracker requests into verified personal action plan using observable tool steps. Mindfulness Session Planner Agent personal assistant Turn mindfulness session planner requests into verified personal action plan using observable tool steps. Journal Prompt Agent personal assistant Turn journal prompt agent requests into verified personal action plan using observable tool steps. Gratitude Log Reminder Agent personal assistant Turn gratitude log reminder requests into verified personal action plan using observable tool steps. Habit Streak Coach Agent personal assistant Turn habit streak coach requests into verified personal action plan using observable tool steps. Language Lesson Scheduler Agent personal assistant Turn language lesson scheduler requests into verified personal action plan using observable tool steps. Book Club Pick Agent personal assistant Turn book club pick agent requests into verified personal action plan using observable tool steps. Movie Night Recommender Agent personal assistant Turn movie night recommender requests into verified personal action plan using observable tool steps. TV Episode Tracker Agent personal assistant Turn tv episode tracker requests into verified personal action plan using observable tool steps. Podcast Queue Curator Agent personal assistant Turn podcast queue curator requests into verified personal action plan using observable tool steps. Concert Ticket Alert Agent personal assistant Turn concert ticket alert agent requests into verified personal action plan using observable tool steps. Museum Visit Planner Agent personal assistant Turn museum visit planner requests into verified personal action plan using observable tool steps. Weekend Trip Ideator Agent personal assistant Turn weekend trip ideator requests into verified personal action plan using observable tool steps. Car Maintenance Reminder Agent personal assistant Turn car maintenance reminder requests into verified personal action plan using observable tool steps. DMV Appointment Finder Agent personal assistant Turn dmv appointment finder requests into verified personal action plan using observable tool steps. Tax Appointment Prep Agent personal assistant Turn tax appointment prep agent requests into verified personal action plan using observable tool steps. Legal Document Organizer Agent personal assistant Turn legal document organizer requests into verified personal action plan using observable tool steps. Will Checklist Reminder Agent personal assistant Turn will checklist reminder requests into verified personal action plan using observable tool steps. Emergency Contact Updater Agent personal assistant Turn emergency contact updater requests into verified personal action plan using observable tool steps. Home Inventory Agent personal assistant Turn home inventory agent requests into verified personal action plan using observable tool steps. Smart Home Routine Builder Agent personal assistant Turn smart home routine builder requests into verified personal action plan using observable tool steps. Digital Declutter Coach Agent personal assistant Turn digital declutter coach requests into verified personal action plan using observable tool steps. Research Crew Orchestrator Agent multi agent systems Turn research crew orchestrator requests into verified multi-agent run transcript using observable tool steps. Coding Squad Coordinator Agent multi agent systems Turn coding squad coordinator requests into verified multi-agent run transcript using observable tool steps. Review Panel Moderator Agent multi agent systems Turn review panel moderator requests into verified multi-agent run transcript using observable tool steps. Debate Moderator Agent multi agent systems Turn debate moderator agent requests into verified multi-agent run transcript using observable tool steps. Red Blue Team Pair Agent multi agent systems Turn red blue team pair requests into verified multi-agent run transcript using observable tool steps. Planner Executor Critic Loop Agent multi agent systems Turn planner executor critic loop requests into verified multi-agent run transcript using observable tool steps. Retrieval Writer Verifier Trio Agent multi agent systems Turn retrieval writer verifier trio requests into verified multi-agent run transcript using observable tool steps. Sales Engineer Pair Agent multi agent systems Turn sales engineer pair requests into verified multi-agent run transcript using observable tool steps. Designer Developer QA Chain Agent multi agent systems Turn designer developer qa chain requests into verified multi-agent run transcript using observable tool steps. Analyst Strategist Presenter Crew Agent multi agent systems Turn analyst strategist presenter crew requests into verified multi-agent run transcript using observable tool steps. Data Engineer Scientist Duo Agent multi agent systems Turn data engineer scientist duo requests into verified multi-agent run transcript using observable tool steps. Support Escalation Swarm Agent multi agent systems Turn support escalation swarm requests into verified multi-agent run transcript using observable tool steps. Incident Commander Network Agent multi agent systems Turn incident commander network requests into verified multi-agent run transcript using observable tool steps. Content Research Write Edit Team Agent multi agent systems Turn content research write edit team requests into verified multi-agent run transcript using observable tool steps. Legal Research Draft Review Trio Agent multi agent systems Turn legal research draft review trio requests into verified multi-agent run transcript using observable tool steps. Medical Triage Nurse Doctor Chain Agent multi agent systems Turn medical triage nurse doctor chain requests into verified multi-agent run transcript using observable tool steps. Financial Analyst Auditor Pair Agent multi agent systems Turn financial analyst auditor pair requests into verified multi-agent run transcript using observable tool steps. Security Hunter Responder Duo Agent multi agent systems Turn security hunter responder duo requests into verified multi-agent run transcript using observable tool steps. Marketing Strategist Creator Analyst Team Agent multi agent systems Turn marketing strategist creator analyst team requests into verified multi-agent run transcript using observable tool steps. Product Discovery Delivery Duo Agent multi agent systems Turn product discovery delivery duo requests into verified multi-agent run transcript using observable tool steps. Customer Research Support Loop Agent multi agent systems Turn customer research support loop requests into verified multi-agent run transcript using observable tool steps. Localization Translate Review Pair Agent multi agent systems Turn localization translate review pair requests into verified multi-agent run transcript using observable tool steps. Accessibility Audit Fix Verify Crew Agent multi agent systems Turn accessibility audit fix verify crew requests into verified multi-agent run transcript using observable tool steps. SEO Research Write Publish Chain Agent multi agent systems Turn seo research write publish chain requests into verified multi-agent run transcript using observable tool steps. Compliance Check Draft Approve Trio Agent multi agent systems Turn compliance check draft approve trio requests into verified multi-agent run transcript using observable tool steps. Supply Chain Planner Buyer Logistics Team Agent multi agent systems Turn supply chain planner buyer logistics team requests into verified multi-agent run transcript using observable tool steps. HR Recruit Interview Onboard Crew Agent multi agent systems Turn hr recruit interview onboard crew requests into verified multi-agent run transcript using observable tool steps. Training Author Deliver Assess Loop Agent multi agent systems Turn training author deliver assess loop requests into verified multi-agent run transcript using observable tool steps. Knowledge Curator Librarian Teacher Trio Agent multi agent systems Turn knowledge curator librarian teacher trio requests into verified multi-agent run transcript using observable tool steps. Open Source Maintainer Triage Fix Release Agent multi agent systems Turn open source maintainer triage fix release requests into verified multi-agent run transcript using observable tool steps. Game Design Art Code Test Crew Agent multi agent systems Turn game design art code test crew requests into verified multi-agent run transcript using observable tool steps. Film Script Shoot Edit Team Agent multi agent systems Turn film script shoot edit team requests into verified multi-agent run transcript using observable tool steps. Podcast Research Record Edit Chain Agent multi agent systems Turn podcast research record edit chain requests into verified multi-agent run transcript using observable tool steps. Newsroom Research Fact Publish Crew Agent multi agent systems Turn newsroom research fact publish crew requests into verified multi-agent run transcript using observable tool steps. Scientific Hypothesis Experiment Paper Trio Agent multi agent systems Turn scientific hypothesis experiment paper trio requests into verified multi-agent run transcript using observable tool steps. Robotics Perceive Plan Act Loop Agent multi agent systems Turn robotics perceive plan act loop requests into verified multi-agent run transcript using observable tool steps. Warehouse Pick Pack Ship Agents Agent multi agent systems Turn warehouse pick pack ship agents requests into verified multi-agent run transcript using observable tool steps. Drone Survey Analyze Report Crew Agent multi agent systems Turn drone survey analyze report crew requests into verified multi-agent run transcript using observable tool steps. Smart City Sensor Policy Response Network Agent multi agent systems Turn smart city sensor policy response network requests into verified multi-agent run transcript using observable tool steps. Energy Grid Forecast Balance Dispatch Team Agent multi agent systems Turn energy grid forecast balance dispatch team requests into verified multi-agent run transcript using observable tool steps. Climate Model Policy Communicator Trio Agent multi agent systems Turn climate model policy communicator trio requests into verified multi-agent run transcript using observable tool steps. Disaster Response Map Resource Crew Agent multi agent systems Turn disaster response map resource crew requests into verified multi-agent run transcript using observable tool steps. Humanitarian Aid Logistics Medical Team Agent multi agent systems Turn humanitarian aid logistics medical team requests into verified multi-agent run transcript using observable tool steps. Election Monitor Fact Publish Network Agent multi agent systems Turn election monitor fact publish network requests into verified multi-agent run transcript using observable tool steps. Fraud Detection Investigate Report Chain Agent multi agent systems Turn fraud detection investigate report chain requests into verified multi-agent run transcript using observable tool steps. Supply Chain Risk Monitor Mitigate Crew Agent multi agent systems Turn supply chain risk monitor mitigate crew requests into verified multi-agent run transcript using observable tool steps. Vendor Onboard Integrate Support Trio Agent multi agent systems Turn vendor onboard integrate support trio requests into verified multi-agent run transcript using observable tool steps. Partner Co-Sell Enable Close Team Agent multi agent systems Turn partner co-sell enable close team requests into verified multi-agent run transcript using observable tool steps. Enterprise PoC Architect Implement Validate Crew Agent multi agent systems Turn enterprise poc architect implement validate crew requests into verified multi-agent run transcript using observable tool steps. Workflow Scheduler Agent orchestration Turn workflow scheduler agent requests into verified orchestration runbook using observable tool steps. DAG Dependency Resolver Agent orchestration Turn dag dependency resolver requests into verified orchestration runbook using observable tool steps. Human Approval Router Agent orchestration Turn human approval router requests into verified orchestration runbook using observable tool steps. Priority Queue Manager Agent orchestration Turn priority queue manager requests into verified orchestration runbook using observable tool steps. Retry Policy Advisor Agent orchestration Turn retry policy advisor requests into verified orchestration runbook using observable tool steps. Circuit Breaker Tuner Agent orchestration Turn circuit breaker tuner requests into verified orchestration runbook using observable tool steps. Saga Compensation Planner Agent orchestration Turn saga compensation planner requests into verified orchestration runbook using observable tool steps. Event Sourcing Projector Agent orchestration Turn event sourcing projector requests into verified orchestration runbook using observable tool steps. State Machine Designer Agent orchestration Turn state machine designer requests into verified orchestration runbook using observable tool steps. Cron Expression Builder Agent orchestration Turn cron expression builder requests into verified orchestration runbook using observable tool steps. Batch Window Optimizer Agent orchestration Turn batch window optimizer requests into verified orchestration runbook using observable tool steps. Stream Join Coordinator Agent orchestration Turn stream join coordinator requests into verified orchestration runbook using observable tool steps. Fan Out Fan In Orchestrator Agent orchestration Turn fan out fan in orchestrator requests into verified orchestration runbook using observable tool steps. Map Reduce Coordinator Agent orchestration Turn map reduce coordinator requests into verified orchestration runbook using observable tool steps. Pipeline Stage Monitor Agent orchestration Turn pipeline stage monitor requests into verified orchestration runbook using observable tool steps. Dead Letter Queue Triage Agent orchestration Turn dead letter queue triage requests into verified orchestration runbook using observable tool steps. Idempotency Key Manager Agent orchestration Turn idempotency key manager requests into verified orchestration runbook using observable tool steps. Rate Limit Coordinator Agent orchestration Turn rate limit coordinator requests into verified orchestration runbook using observable tool steps. Lease Lock Manager Agent orchestration Turn lease lock manager requests into verified orchestration runbook using observable tool steps. Leader Election Observer Agent orchestration Turn leader election observer requests into verified orchestration runbook using observable tool steps. Shard Rebalancer Agent orchestration Turn shard rebalancer agent requests into verified orchestration runbook using observable tool steps. Partition Key Advisor Agent orchestration Turn partition key advisor requests into verified orchestration runbook using observable tool steps. Backpressure Controller Agent orchestration Turn backpressure controller requests into verified orchestration runbook using observable tool steps. Load Shedding Planner Agent orchestration Turn load shedding planner requests into verified orchestration runbook using observable tool steps. Graceful Shutdown Coordinator Agent orchestration Turn graceful shutdown coordinator requests into verified orchestration runbook using observable tool steps. Rolling Update Orchestrator Agent orchestration Turn rolling update orchestrator requests into verified orchestration runbook using observable tool steps. Blue Green Switch Agent orchestration Turn blue green switch agent requests into verified orchestration runbook using observable tool steps. Canary Analysis Router Agent orchestration Turn canary analysis router requests into verified orchestration runbook using observable tool steps. Feature Experiment Orchestrator Agent orchestration Turn feature experiment orchestrator requests into verified orchestration runbook using observable tool steps. A/B Pipeline Coordinator Agent orchestration Turn a/b pipeline coordinator requests into verified orchestration runbook using observable tool steps. Data Pipeline Lineage Agent orchestration Turn data pipeline lineage agent requests into verified orchestration runbook using observable tool steps. Schema Evolution Coordinator Agent orchestration Turn schema evolution coordinator requests into verified orchestration runbook using observable tool steps. Migration Cutover Planner Agent orchestration Turn migration cutover planner requests into verified orchestration runbook using observable tool steps. Dual Write Monitor Agent orchestration Turn dual write monitor requests into verified orchestration runbook using observable tool steps. Read Replica Promoter Agent orchestration Turn read replica promoter requests into verified orchestration runbook using observable tool steps. Failover Orchestration Agent orchestration Turn failover orchestration agent requests into verified orchestration runbook using observable tool steps. Multi-Cloud Traffic Router Agent orchestration Turn multi-cloud traffic router requests into verified orchestration runbook using observable tool steps. Geo Routing Optimizer Agent orchestration Turn geo routing optimizer requests into verified orchestration runbook using observable tool steps. CDN Purge Orchestrator Agent orchestration Turn cdn purge orchestrator requests into verified orchestration runbook using observable tool steps. Cache Warmup Scheduler Agent orchestration Turn cache warmup scheduler requests into verified orchestration runbook using observable tool steps. Search Index Rebuild Coordinator Agent orchestration Turn search index rebuild coordinator requests into verified orchestration runbook using observable tool steps. Embedding Reindex Agent orchestration Turn embedding reindex agent requests into verified orchestration runbook using observable tool steps. Model Deployment Router Agent orchestration Turn model deployment router requests into verified orchestration runbook using observable tool steps. GPU Pool Scheduler Agent orchestration Turn gpu pool scheduler requests into verified orchestration runbook using observable tool steps. Inference Batch Optimizer Agent orchestration Turn inference batch optimizer requests into verified orchestration runbook using observable tool steps. Prompt Cache Manager Agent orchestration Turn prompt cache manager requests into verified orchestration runbook using observable tool steps. Tool Permission Gatekeeper Agent orchestration Turn tool permission gatekeeper requests into verified orchestration runbook using observable tool steps. Budget Cap Enforcer Agent orchestration Turn budget cap enforcer requests into verified orchestration runbook using observable tool steps. Token Usage Throttle Agent orchestration Turn token usage throttle agent requests into verified orchestration runbook using observable tool steps. Legal Clause Extractor Agent specialized Turn legal clause extractor requests into verified domain-specific advisory report using observable tool steps. Medical Symptom Triage Guide Agent specialized Turn medical symptom triage guide requests into verified domain-specific advisory report using observable tool steps. Real Estate Comp Analyst Agent specialized Turn real estate comp analyst requests into verified domain-specific advisory report using observable tool steps. Insurance Underwriting Assistant Agent specialized Turn insurance underwriting assistant requests into verified domain-specific advisory report using observable tool steps. Aviation NOTAM Summarizer Agent specialized Turn aviation notam summarizer requests into verified domain-specific advisory report using observable tool steps. Maritime Route Planner Agent specialized Turn maritime route planner requests into verified domain-specific advisory report using observable tool steps. Agriculture Yield Forecaster Agent specialized Turn agriculture yield forecaster requests into verified domain-specific advisory report using observable tool steps. Veterinary Triage Assistant Agent specialized Turn veterinary triage assistant requests into verified domain-specific advisory report using observable tool steps. Pharmacy Interaction Checker Agent specialized Turn pharmacy interaction checker requests into verified domain-specific advisory report using observable tool steps. Clinical Coding Assistant Agent specialized Turn clinical coding assistant requests into verified domain-specific advisory report using observable tool steps. Radiology Report Summarizer Agent specialized Turn radiology report summarizer requests into verified domain-specific advisory report using observable tool steps. Pathology Slide Descriptor Agent specialized Turn pathology slide descriptor requests into verified domain-specific advisory report using observable tool steps. Construction Bid Estimator Agent specialized Turn construction bid estimator requests into verified domain-specific advisory report using observable tool steps. Architecture Code Compliance Agent specialized Turn architecture code compliance agent requests into verified domain-specific advisory report using observable tool steps. Mechanical Parts Matcher Agent specialized Turn mechanical parts matcher requests into verified domain-specific advisory report using observable tool steps. Electrical Load Calculator Agent specialized Turn electrical load calculator requests into verified domain-specific advisory report using observable tool steps. Chemical Process Simulator Guide Agent specialized Turn chemical process simulator guide requests into verified domain-specific advisory report using observable tool steps. Materials Property Lookup Agent specialized Turn materials property lookup agent requests into verified domain-specific advisory report using observable tool steps. Patent Claim Parser Agent specialized Turn patent claim parser requests into verified domain-specific advisory report using observable tool steps. Trademark Search Assistant Agent specialized Turn trademark search assistant requests into verified domain-specific advisory report using observable tool steps. Immigration Form Preparer Agent specialized Turn immigration form preparer requests into verified domain-specific advisory report using observable tool steps. Tax Treaty Explainer Agent specialized Turn tax treaty explainer requests into verified domain-specific advisory report using observable tool steps. Customs HS Code Classifier Agent specialized Turn customs hs code classifier requests into verified domain-specific advisory report using observable tool steps. Export Control Screener Agent specialized Turn export control screener requests into verified domain-specific advisory report using observable tool steps. Environmental Permit Checker Agent specialized Turn environmental permit checker requests into verified domain-specific advisory report using observable tool steps. Waste Manifest Validator Agent specialized Turn waste manifest validator requests into verified domain-specific advisory report using observable tool steps. Mining Reserve Estimator Agent specialized Turn mining reserve estimator requests into verified domain-specific advisory report using observable tool steps. Oil Well Log Interpreter Agent specialized Turn oil well log interpreter requests into verified domain-specific advisory report using observable tool steps. Renewable Site Assessor Agent specialized Turn renewable site assessor requests into verified domain-specific advisory report using observable tool steps. Grid Interconnection Advisor Agent specialized Turn grid interconnection advisor requests into verified domain-specific advisory report using observable tool steps. Telecom Spectrum Planner Agent specialized Turn telecom spectrum planner requests into verified domain-specific advisory report using observable tool steps. 5G Site Survey Agent specialized Turn 5g site survey agent requests into verified domain-specific advisory report using observable tool steps. Satellite Pass Planner Agent specialized Turn satellite pass planner requests into verified domain-specific advisory report using observable tool steps. Orbital Debris Risk Assessor Agent specialized Turn orbital debris risk assessor requests into verified domain-specific advisory report using observable tool steps. Space Mission Timeline Agent specialized Turn space mission timeline agent requests into verified domain-specific advisory report using observable tool steps. Robotics Kinematics Advisor Agent specialized Turn robotics kinematics advisor requests into verified domain-specific advisory report using observable tool steps. Autonomous Fleet Dispatcher Agent specialized Turn autonomous fleet dispatcher requests into verified domain-specific advisory report using observable tool steps. Warehouse Slotting Optimizer Agent specialized Turn warehouse slotting optimizer requests into verified domain-specific advisory report using observable tool steps. Retail Planogram Advisor Agent specialized Turn retail planogram advisor requests into verified domain-specific advisory report using observable tool steps. Shelf Label Compliance Agent specialized Turn shelf label compliance agent requests into verified domain-specific advisory report using observable tool steps. Hospitality RevPAR Analyst Agent specialized Turn hospitality revpar analyst requests into verified domain-specific advisory report using observable tool steps. Menu Engineering Agent specialized Turn menu engineering agent requests into verified domain-specific advisory report using observable tool steps. Food Safety HACCP Checker Agent specialized Turn food safety haccp checker requests into verified domain-specific advisory report using observable tool steps. Wine Pairing Advisor Agent specialized Turn wine pairing advisor requests into verified domain-specific advisory report using observable tool steps. Sports Analytics Scout Agent specialized Turn sports analytics scout requests into verified domain-specific advisory report using observable tool steps. Fitness Biometrics Coach Agent specialized Turn fitness biometrics coach requests into verified domain-specific advisory report using observable tool steps. Esports Strategy Analyst Agent specialized Turn esports strategy analyst requests into verified domain-specific advisory report using observable tool steps. Music Licensing Clearance Agent specialized Turn music licensing clearance agent requests into verified domain-specific advisory report using observable tool steps. Film Continuity Checker Agent specialized Turn film continuity checker requests into verified domain-specific advisory report using observable tool steps. Closest pattern
Orchestrator · fan-out to specialists
The lead assigns scoped work. Specialists return artifacts. If the orchestrator does the work, you are back to a single agent.
Station 01 of 04 · Orchestrator
Web Research Agent arriving assign Pause Step Reset
lead
Orchestrator
A lead agent decides who works, then stops the run.
Supervisor. Handoffs are explicit artifacts.
text # Role
You are an orchestrator for a composed system.
# Objective
Assign work to specialists. Collect typed artifacts. Stop when the output schema is satisfied or a specialist cannot observe what it needs.
# Specialists
1. Web Research Agent · Turn an open-ended question into a sourced brief by observing the web, not by improvising citations.
2. Deep Researcher · Produce a multi-source investigation with explicit remaining questions.
# Instructions
1. Give each specialist a scoped task and the tools it already has in the catalog.
2. Hand off a written artifact, not a vibe.
3. Validate each handoff before the next assign.
4. If a specialist cannot observe something, say so. Do not fabricate.
# Constraints
- This composition is educational. It is not live multi-agent execution.
- No paid API is called from this page.Copy prompt Download .md
Open a specialist lab to watch its own loop, including failure runs. Web Research Agent Deep Researcher
Patterns live on /architectures · tool contracts on /tools · the loop in Agent Fundamentals .