96
Human Escalation Operator
Define exactly when an agent must stop and hand to a person.
Template library
2,142 engineered scaffolds across 26 categories. Pick a category, drill into a subcategory, then open one straight into the engine.
- 2,142
- templates
- 26
- categories
- 156
- subcategories
96
Workflow Automation Audit
Decide which steps to automate and which must stay human.
95
Agent Context Window Compression and Pruning Policy
Rules for agents to manage their own context memory during long-running tasks.
95
Agent Persona and Tool-Affinity Profile Generator
Defines the psychological and technical profile of an agent to ensure consistent tool usage.
95
Agentic Reasoning Trace and Evidence Attribution Policy
Standardizes how agents document their 'Chain of Thought' and cite sources/tools.
95
Classification Router for Heterogeneous Requests
Build a routing step that classifies an incoming request and dispatches it to a specialised downstream prompt, tool set and model tier.
95
Context-Offloading Retrieval Tool and Analyst Subagent
Design a retrieval tool that writes passages to a filesystem and returns paths, plus an analyst subagent prompt that reads one passage at a time.
95
Evaluator-Optimizer Refinement Loop
Set up a generate-evaluate-revise loop with explicit criteria, feedback format and stopping conditions.
95
Event-Driven Step Chain Specification
Express a multi-step workflow as typed events between steps, with branching, loops, shared state and a validated event graph.
95
Interleaved Reasoning and Action Trace Template
Specify an agent turn format that interleaves an explicit reasoning trace with tool actions and observations, so plans can be tracked and repaired.
95
Postprocessing and Response Synthesis Contract
Define how retrieved nodes are filtered and reordered before synthesis, and constrain the synthesiser to the surviving evidence.
95
Retrieval Agent Workflow Instructions with Injection Defence
Write the system instructions for a retrieval agent that plans queries, searches, analyses evidence, synthesises with citations and refuses to answer from memory.
95
Self-Correcting Generation Loop with Validator
Wire a bounded generator-validator loop inside a pipeline so malformed output is fed back for correction before continuing downstream.
95
State-Aware Agent Handoff and Payload Specification
Defines how an agent packages its current state when transferring a task to a different agent.
94
Agent Cost Controller
Cut agent run cost while holding output quality.
94
Agent Memory Design
Decide what an agent remembers, for how long and why.
94
Automation Business Case
Assess an automation opportunity on payback, flexibility and labour impact.
94
Coordinator Dispatch with Description-Driven Delegation
Build a coordinator that delegates by transferring control to specialist sub-agents chosen from their descriptions.
94
Multi-Agent Handoff Map
Design handoffs between agents with a single owner at every step.
94
Orchestrator-Workers Delegation with Dynamic Subtasks
Design a central orchestrator that decomposes an unpredictable task at runtime, dispatches worker prompts and synthesises their returns.
94
Parallel Fan-Out and Gather with Distinct State Keys
Run independent agents concurrently into distinct state keys, then gather them in a following synthesis step without race conditions.
94
Prompt Chain Compressor
Collapse a long prompt chain into fewer, stronger steps.
94
Retrieval Pipeline Plan
Design a retrieval pipeline that favours precision over volume.
94
Round-Robin Team with Composite Termination
Configure a shared-context turn-taking team whose stop conditions combine a keyword signal, an external stop and a hard cap.
94
Shared Message State and Attribution Policy
Decide what each agent shares on the common channel and how messages are attributed so long histories stay legible and bounded.
94
Supervisor Architecture with Structured Routing
Design a supervisor that routes work to specialist agents using structured next-agent decisions and receives control back after each turn.
94
Tool Schema Designer
Define tool schemas an agent cannot misuse.
93
Branching Pipeline with Conditional Routing
Design a multi-branch pipeline where a decision component routes inputs to type-specific processing paths that later rejoin.
93
Sequential Pipeline with Typed State Handoffs
Chain agents in a fixed order where each writes its result to a named state key that the next step reads, with validation gating.
92
High-Volume Recruitment Funnel Optimizer
Analyzes recruitment funnel metrics to identify bottlenecks and improve conversion from application to hire.
92
Hyper-Personalized VIP Replenishment Logic
Draft automated replenishment triggers based on individual consumption cycles.