Agents
Agent framework directory
Explore agent frameworks, orchestration tools, and implementation options for real-world AI systems.
Terminal Coding Agent
Aider
A terminal-based AI pair programming tool focused on repo-aware editing, git-friendly workflows, and direct coding collaboration.
Terminal Coding Agent
Claude Code
Anthropic's terminal-based coding agent for code understanding, edits, tests, and multi-step implementation work.
Terminal Coding Agent
Codex CLI
OpenAI's terminal coding agent for reading code, editing files, and running commands with configurable approvals.
Orchestration
CrewAI
Multi-agent orchestration framework for building collaborative AI agent teams
Evaluation
Data Platform Evaluator Agent
Data Platform agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Execution
Data Platform Executor Agent
Data Platform agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Memory
Data Platform Memory Agent
Data Platform agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Observability
Data Platform Monitor Agent
Data Platform agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Orchestration
Data Platform Orchestrator Agent
Data Platform agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Planning
Data Platform Planner Agent
Data Platform agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Research
Data Platform Researcher Agent
Data Platform agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Retrieval
Data Platform Retrieval Agent
Data Platform agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Review
Data Platform Reviewer Agent
Data Platform agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Routing
Data Platform Router Agent
Data Platform agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for analysts and engineers need better query generation, pipeline debugging, and dataset explanation across changing schemas.
Evaluation
Developer Productivity Evaluator Agent
Developer Productivity agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Execution
Developer Productivity Executor Agent
Developer Productivity agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Memory
Developer Productivity Memory Agent
Developer Productivity agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Observability
Developer Productivity Monitor Agent
Developer Productivity agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Orchestration
Developer Productivity Orchestrator Agent
Developer Productivity agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Planning
Developer Productivity Planner Agent
Developer Productivity agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Research
Developer Productivity Researcher Agent
Developer Productivity agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Retrieval
Developer Productivity Retrieval Agent
Developer Productivity agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Review
Developer Productivity Reviewer Agent
Developer Productivity agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Routing
Developer Productivity Router Agent
Developer Productivity agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for engineering teams want reliable help with issue triage, runbook guidance, and change review without obscuring system ownership.
Evaluation
Finance Operations Evaluator Agent
Finance Operations agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Execution
Finance Operations Executor Agent
Finance Operations agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Memory
Finance Operations Memory Agent
Finance Operations agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Observability
Finance Operations Monitor Agent
Finance Operations agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Orchestration
Finance Operations Orchestrator Agent
Finance Operations agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Planning
Finance Operations Planner Agent
Finance Operations agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Research
Finance Operations Researcher Agent
Finance Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Retrieval
Finance Operations Retrieval Agent
Finance Operations agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Review
Finance Operations Reviewer Agent
Finance Operations agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Routing
Finance Operations Router Agent
Finance Operations agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for finance teams need faster reconciliation, exception review, and policy-aware reporting for recurring operational workflows.
Terminal Coding Agent
Gemini CLI
Google's open-source terminal agent for coding, shell work, web grounding, and MCP-based extensions.
Terminal Coding Agent
Goose
Block's open-source AI agent with CLI support, extensible tools, and workflows that go beyond simple code suggestion.
Evaluation
Growth Marketing Evaluator Agent
Growth Marketing agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Execution
Growth Marketing Executor Agent
Growth Marketing agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Memory
Growth Marketing Memory Agent
Growth Marketing agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Observability
Growth Marketing Monitor Agent
Growth Marketing agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Orchestration
Growth Marketing Orchestrator Agent
Growth Marketing agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Planning
Growth Marketing Planner Agent
Growth Marketing agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Research
Growth Marketing Researcher Agent
Growth Marketing agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Retrieval
Growth Marketing Retrieval Agent
Growth Marketing agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Review
Growth Marketing Reviewer Agent
Growth Marketing agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Routing
Growth Marketing Router Agent
Growth Marketing agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for campaign teams need faster experimentation, channel-specific copy, and clearer measurement loops without losing brand control.
Evaluation
Healthcare Operations Evaluator Agent
Healthcare Operations agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Execution
Healthcare Operations Executor Agent
Healthcare Operations agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Memory
Healthcare Operations Memory Agent
Healthcare Operations agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Observability
Healthcare Operations Monitor Agent
Healthcare Operations agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Orchestration
Healthcare Operations Orchestrator Agent
Healthcare Operations agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Planning
Healthcare Operations Planner Agent
Healthcare Operations agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Research
Healthcare Operations Researcher Agent
Healthcare Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Retrieval
Healthcare Operations Retrieval Agent
Healthcare Operations agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Review
Healthcare Operations Reviewer Agent
Healthcare Operations agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Routing
Healthcare Operations Router Agent
Healthcare Operations agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for care and operations teams need workflow assistance around intake, documentation, and coordination while preserving safety review.
Evaluation
Legal Compliance Evaluator Agent
Legal Compliance agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Execution
Legal Compliance Executor Agent
Legal Compliance agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Memory
Legal Compliance Memory Agent
Legal Compliance agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Observability
Legal Compliance Monitor Agent
Legal Compliance agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Orchestration
Legal Compliance Orchestrator Agent
Legal Compliance agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Planning
Legal Compliance Planner Agent
Legal Compliance agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Research
Legal Compliance Researcher Agent
Legal Compliance agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Retrieval
Legal Compliance Retrieval Agent
Legal Compliance agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Review
Legal Compliance Reviewer Agent
Legal Compliance agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Routing
Legal Compliance Router Agent
Legal Compliance agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for legal teams need structured review support for contracts, obligations, and policy mapping under strict approval controls.
Terminal Coding Agent
OpenCode
An open-source AI coding agent built for the terminal, with multi-session workflows, LSP support, and broad model-provider flexibility.
Evaluation
Research Intelligence Evaluator Agent
Research Intelligence agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Execution
Research Intelligence Executor Agent
Research Intelligence agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Memory
Research Intelligence Memory Agent
Research Intelligence agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Observability
Research Intelligence Monitor Agent
Research Intelligence agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Orchestration
Research Intelligence Orchestrator Agent
Research Intelligence agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Planning
Research Intelligence Planner Agent
Research Intelligence agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Research
Research Intelligence Researcher Agent
Research Intelligence agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Retrieval
Research Intelligence Retrieval Agent
Research Intelligence agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Review
Research Intelligence Reviewer Agent
Research Intelligence agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Routing
Research Intelligence Router Agent
Research Intelligence agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for research and strategy teams need synthesis across large source sets with explicit provenance, tradeoffs, and update tracking.
Evaluation
Sales Enablement Evaluator Agent
Sales Enablement agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Execution
Sales Enablement Executor Agent
Sales Enablement agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Memory
Sales Enablement Memory Agent
Sales Enablement agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Observability
Sales Enablement Monitor Agent
Sales Enablement agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Orchestration
Sales Enablement Orchestrator Agent
Sales Enablement agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Planning
Sales Enablement Planner Agent
Sales Enablement agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Research
Sales Enablement Researcher Agent
Sales Enablement agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Retrieval
Sales Enablement Retrieval Agent
Sales Enablement agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Review
Sales Enablement Reviewer Agent
Sales Enablement agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Routing
Sales Enablement Router Agent
Sales Enablement agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for fragmented deal context, inconsistent follow-up quality, and too much rep time spent gathering account intelligence.
Evaluation
Security Operations Evaluator Agent
Security Operations agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Execution
Security Operations Executor Agent
Security Operations agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Memory
Security Operations Memory Agent
Security Operations agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Observability
Security Operations Monitor Agent
Security Operations agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Orchestration
Security Operations Orchestrator Agent
Security Operations agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Planning
Security Operations Planner Agent
Security Operations agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Research
Security Operations Researcher Agent
Security Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Retrieval
Security Operations Retrieval Agent
Security Operations agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Review
Security Operations Reviewer Agent
Security Operations agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Routing
Security Operations Router Agent
Security Operations agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for security teams must classify alerts, enrich incidents, and reduce analyst fatigue without introducing unsafe automation.
Evaluation
Support Operations Evaluator Agent
Support Operations agent blueprint focused on score outputs against explicit rubrics so teams can compare variants, regressions, and rollout quality over time for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Execution
Support Operations Executor Agent
Support Operations agent blueprint focused on take well-bounded actions across tools and systems once a plan, permission model, and fallback path are already defined for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Memory
Support Operations Memory Agent
Support Operations agent blueprint focused on maintain durable task state, summarize interaction history, and preserve only the context worth carrying forward for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Observability
Support Operations Monitor Agent
Support Operations agent blueprint focused on watch workflows over time, detect drift or failures, and surface the smallest useful signal to operators quickly for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Orchestration
Support Operations Orchestrator Agent
Support Operations agent blueprint focused on coordinate multiple specialists, route shared state, and decide when a workflow should continue, pause, or escalate for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Planning
Support Operations Planner Agent
Support Operations agent blueprint focused on break ambiguous work into explicit stages, dependencies, and success checks before any downstream execution happens for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Research
Support Operations Researcher Agent
Support Operations agent blueprint focused on gather source material, compare evidence, and produce traceable summaries instead of unsupported synthesis for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Retrieval
Support Operations Retrieval Agent
Support Operations agent blueprint focused on find the right internal knowledge quickly and package it into grounded context for downstream responses or actions for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Review
Support Operations Reviewer Agent
Support Operations agent blueprint focused on inspect drafts, tool outputs, or decisions for gaps, policy issues, and missing evidence before work moves forward for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.
Routing
Support Operations Router Agent
Support Operations agent blueprint focused on classify incoming work and send it to the right queue, specialist, toolchain, or escalation path with minimal latency for high ticket volume, inconsistent routing, and slow escalation paths across chat, email, and in-product support.