Resource
Agent Instruction Prompt Formatter
Formats fuzzy agent instructions into a structured prompt with objective, available tools, constraints, success criteria, and failure handling.
Messy Task Prompt Formatter
Turns a vague or mixed-up task description into a clean prompt with a defined task, context, constraints, and output format.
Overview
Task prompts fail when the task, context, constraints, and output format are all mixed into one sentence. The AI ends up guessing what matters most. This formatter separates those concerns. You write what you need done however it comes out — then it gets restructured into something the AI can execute without asking follow-up questions.
How to use this resource
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Write out the task however it comes
Include what you need done, what the AI has to work with, and any rules or constraints — in whatever order.
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Open in Prompt Formatter
Paste the description. The formatter separates task, context, constraints, and output format.
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Check the requirements section
The Requirements section is where task prompts most often go wrong. Make sure all constraints and rules are explicit before using the prompt.
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Use or save the structured prompt
Use the formatted result directly, or save it as a reusable template for this task type.
Why This Works
- Separating task from input removes a common failure mode where the AI confuses what to do with what it has to work with
- An explicit scope section reduces over-generation — AI models tend to expand scope unless told not to
- Short, concrete output format instructions produce more consistent results than open-ended ones
Best for
- Short task descriptions that mix goal, data, and constraints together
- Tasks with unclear scope where the AI has been producing too much or too little
- Recurring tasks you want to standardise as a prompt template
Not for
- Multi-step workflows with dependencies — those need a different structure
- Tasks where the input data is embedded in the prompt and can't be separated
Use cases
- Formatting a quick Slack message task into a prompt you can hand to an AI assistant
- Cleaning up a task you wrote mid-meeting before giving it to an automated workflow
- Turning a client request email into a clear AI task prompt
- Reformatting a recurring task prompt to make it reusable for future runs
FAQ
Will the formatter invent scope or requirements my messy description didn't include?
It will not; its rules forbid it: "Do not add scope, requirements, or output format that was not implied in the original," and where the input is genuinely ambiguous about scope it preserves that ambiguity rather than guessing. Prompt Formatter reshapes what you wrote into ## Task, ## Input, ## Scope, ## Requirements, and ## Output Format, and omits any section with no matching content.
Which section of the formatted output should I double-check before using it?
The ## Requirements section; the workflow flags it as where task prompts most often go wrong, so confirm every constraint and rule made it in explicitly. The formatter separates your ## Task from its ## Input, a common failure mode where the AI confuses what to do with what it works on, but you own verifying the requirements are complete before handing the prompt to an assistant.
More resources from Prompt Formatter
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Brain Dump Prompt Formatter
Converts a stream-of-consciousness prompt into a structured one with Task, Context, Constraints, Requirements, and Output Format sections.
Resource
Developer Request Prompt Formatter
Turns scattered technical instructions into a coding prompt with a clear task, code context, constraints, and expected output.
Resources that pair well
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Convert scattered bug notes, Slack messages, or user complaints into structured engineering tasks with reproduction steps, severity, and root cause hypothesis.
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Agent Task Template
A reusable AI agent task template with variables for objective, context, available tools, constraints, success criteria, failure handling, and output format.
Resource
Prompt Cleanup Examples (Before & After)
A set of before-and-after examples showing exactly what prompt cleanup removes — and what it deliberately leaves alone.
Related tools
Tool
Prompt Formatter
Turn a messy, stream-of-consciousness prompt into a clean, structured one.