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Enforce literature-backed writing rules on AI-generated technical prose.

FreeFree tier
Inputs: textOutputs: text
Type
Open Source
Company
ai-boost
Visit Website GitHub (40 stars)

About prompt

The Agent Style Enforcer is a specialized prompt template designed for AI agents to generate or revise technical prose in English. It enforces 21 literature-backed writing rules derived from authoritative sources such as Strunk & White (1959), George Orwell (1946), Steven Pinker (2014), and Gopen & Swan (1990), as well as observations of LLM output from 2022–2026. The prompt instructs AI agents to apply these rules to all generated text in formats like .md, .tex, .rst, .txt, and prose sections of source files. It includes a self-check mechanism and an escape hatch clause (based on Orwell) to prioritize clarity over rigid rule-following. The prompt is hosted on a public GitHub repository (ai-boost/awesome-prompts) with 8.5k stars and is freely available for use.

Key Features

Enforces 21 literature-backed writing rules for technical prose
Based on authoritative sources: Strunk & White, Orwell, Pinker, Gopen & Swan, plus LLM observation
Covers active voice, concrete language, conciseness, plain English, and proper claim calibration
Includes self-check mechanism before final output
Applies to .md, .tex, .rst, .txt, and prose sections of source files
Provides an escape hatch clause to break rules for clarity

Pros & Cons

Pros
  • Based on established style guides and linguistic research
  • Cuts filler words and clichés common in AI-generated text
  • Promotes concrete, specific language over abstract buzzwords
  • Open source and freely available on GitHub
  • Maintained by a community with 8.5k stars and active forks
Cons
  • Requires an AI model capable of following multi-step complex instructions
  • Focused solely on technical prose; not suited for creative or conversational writing
  • Effectiveness depends on the base AI model's ability to apply all rules consistently
  • May need adjustments for specific domain terminology or brand voice

Best For

Improving clarity and consistency of AI-generated technical documentationEnhancing scientific paper writing with concise, active-voice proseReducing vague language in reports, readmes, and internal memosStandardizing writing style across AI-generated content in projects and wikis

FAQ

What is the Agent Style Enforcer?
It is a prompt template for AI agents that enforces 21 literature-backed rules for technical prose writing, derived from Strunk & White, Orwell, Pinker, Gopen & Swan, and LLM output observations.
How do I use it?
Copy the prompt text and prepend it to your AI agent's system instructions or initial prompt. The agent will then apply the rules to all generated prose across specified formats.
What writing formats does it apply to?
The prompt targets .md, .tex, .rst, .txt, and prose sections of source files.
Who created the Agent Style Enforcer?
It is based on the 'agent-style' project by yzhao062 (392 stars on GitHub) and is maintained as part of the ai-boost/awesome-prompts repository.
Is the prompt free to use?
Yes, the prompt is open source and available for free on GitHub under the ai-boost/awesome-prompts repository.