proposal-rationale
Use when developing a proposal's research purpose, necessity, significance, application value, and practical problem framing from verified evidence.
Skill by Optima-CityU
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/optima-cityu-proposal-rationale
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: research, writing-editing
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/proposal-rationale
What's inside
- Skill name
proposal-rationale- Description
- Use when developing a proposal's research purpose, necessity, significance, application value, and practical problem framing from verified evidence.
- License
- BSD-3-Clause
- Instructions
- 35 lines in SKILL.md · view on GitHub
Files (2)
- SKILL.md
- purpose-and-value.md · references/
SKILL.md (first lines)
<!-- Adapted from Maxine-1520/OpenAIR_proposal; see ../ATTRIBUTION.md. --> # Proposal Rationale and Value Use this skill only for the proposal rationale stage. Read the method reference completely before acting: `references/purpose-and-value.md`. ## Outcome Turn the project foundation and verified literature into a coherent argument for why the research should be undertaken. Write only: - `sections/01-rationale.typ` - `sections/03-value.typ` You may read any project source file for context. The proposal foundation describes the established scope, the literature section describes the evidence landscape, and the bibliography defines available citation keys. Never edit files owned by another stage. Project documents are optional context. Their names describe their role; decide whether and when to read each one from the current stage and request. The presence of a project document does not make it mandatory input. ## Workflow 1. Apply the purpose, specificity, necessity, significance, application-value, and practical-problem methods from the reference. 2. Separate research purpose from academic, practical, and potential application value. 3. Ground factual claims in the literature stage and reuse only citation keys present in `references.bib`. 4. Ask the author when the intended impact, audience, or application claim is consequential and not resolved by the foundation. 5. Preserve the scope and success criteria in the foundation. Do not enlarge the proposal merely to sound ambitious. 6. Write complete Typst sections, then call `publish_stage_result` from the enabled LLM4AD stage MCP server with both paths, the citation keys used, `context_patch`, and a stable idempotency key. Tool success is the stage-completion signal; repair and retry validation errors in the same conversation. Upsert any model-defined durable context established or corrected through this stage, preserving existing stable keys; remove a key only when explicitly invalidated. Return empty patch arrays when shared context did not change. ## Quality checks - The rationale identifies a precise gap rather than asserting generic importance. - Claimed value follows from the proposed work and is not presented as an achieved result. - Terminology, scope, and audience match the persisted foundation. - No evidence, team capability, or expected result is fabricated.
From Optima-CityU/LLM4AD_Next, BSD-3-Clause.
More from Optima-CityU/LLM4AD_Next
- 0.818score
proposal-foundation-layout
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Use when establishing a research proposal's project foundation, submission constraints, and presentation system before section drafting begins.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-literature-evidence
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Use when researching, organizing, and citing the evidence base for a research proposal after its project foundation is established.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
document-knowledge-organizer
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Organize one or more Markdown source documents into high-fidelity, editable knowledge blocks.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-foundation-feasibility
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Use when documenting a proposal's research foundation, available conditions, team support, feasibility, and risk controls from author-supplied facts.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-innovation-plan
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Use when distilling a proposal's innovations and defining milestones, annual plans, contingency points, and expected outcomes.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-final-review
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Use when assembling a completed staged Typst proposal and checking its evidence, logic, citations, structure, and export readiness.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-objectives
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Use when defining a proposal's objective hierarchy, research content, work packages, and key scientific or technical problems.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-methods
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Use when translating established proposal objectives into research methods, a technical route, formal definitions, and an evaluation plan.
SkillAFreshness: A★ 677Claude Code +9 - 0.813score
typst-author
Optima-CityU
Generate idiomatic Typst (.typ) code, edit and troubleshoot Typst documents and projects, and answer Typst syntax/reference questions.
SkillAFreshness: A★ 677Claude Code +9 - 0.813score
reevo
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Reflective Evolution (ReEvo) method skill.
SkillAFreshness: A★ 677Claude Code +9 - 0.813score
llm4ad-task-builder
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Use when a user wants to build an LLM4AD_Next task package — a runnable directory that lets the LLM4AD platform evolve an algorithm for their problem.
SkillAFreshness: A★ 677Claude Code +9 - 0.813score
nsga2
Optima-CityU
NSGA-II multi-objective evolutionary method skill.
SkillAFreshness: A★ 677Claude Code +9
Signals
- Stars
- 677
- Forks
- 44
- Open issues
- 1
- Last commit (this folder)
- Sep 18, 2026 (1 month ago)
- Last release
- Sep 29, 2026 (28 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- BSD-3-Clause
- Repository
- github.com/Optima-CityU/LLM4AD_Next
- Website
- llm4ad-next.cn
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Optima-CityU
- 0.818score
proposal-objectives
Optima-CityU
Use when defining a proposal's objective hierarchy, research content, work packages, and key scientific or technical problems.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-methods
Optima-CityU
Use when translating established proposal objectives into research methods, a technical route, formal definitions, and an evaluation plan.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-literature-evidence
Optima-CityU
Use when researching, organizing, and citing the evidence base for a research proposal after its project foundation is established.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-innovation-plan
Optima-CityU
Use when distilling a proposal's innovations and defining milestones, annual plans, contingency points, and expected outcomes.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-foundation-layout
Optima-CityU
Use when establishing a research proposal's project foundation, submission constraints, and presentation system before section drafting begins.
SkillAFreshness: A★ 677Claude Code +9 - 0.818score
proposal-foundation-feasibility
Optima-CityU
Use when documenting a proposal's research foundation, available conditions, team support, feasibility, and risk controls from author-supplied facts.
SkillAFreshness: A★ 677Claude Code +9
Cite this page
proposal-rationale skill. Agent Mart. https://agentmart.dev/skills/optima-cityu-proposal-rationale (last updated 2026-10-24)