Direct Proposal Writing: AI Agent Skill for Clarity

Direct Proposal Writing: AI Agent Skill for Clarity

The Direct Proposal Writing skill enhances clarity and directness in proposals and decision-making documents by reducing defensive language. This skill is designed for use with AI agents such as Claude Code, Cursor, and Codex, to rewrite or audit text for direct communication in planning and decision-related scenarios.

What this skill does

• Reduces defensive disclaimers and self-protective language in proposals and decision-facing documents.
• Preserves pertinent limitations that impact the reader's decision-making process.
• Offers two distinct modes:
  • Rewrite: Provides a tighter version of the original text by eliminating unnecessary defensive wording.
  • Audit: Identifies defensive writing and suggests minimal fixes without rewriting the complete text.
• Constructs a private Claim Ledger from the provided material, capturing facts, sources, evidence strength, and requested actions, while refraining from printing the ledger unless specially requested.
• Evaluates defensive sentences based on their utility in the decision-making process.

Who it is for

• Developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.
• Professionals involved in creating proposals, plans, research contributions, and executive summaries.

Use cases

• Rewriting a business proposal to enhance directness and clarity, ensuring key points remain prominent without superfluous language.
• Auditing a strategic plan to identify and minimize defensive narration, focusing on the main objectives and deliverables.
• Enabling teams to refine research summaries for effective communication of findings and recommendations.

Technical details

• Compatible with AI coding agents including Claude Code, Cursor, and Codex.
• Utilizes agent-skills, aiapplication, and stss tools to implement its functionalities effectively.

Source & Licence

This package is built on open-source work published by lennney (lennney/stop-that-shit) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.