Scientific Venue Templates
davila7/claude-code-templates
Supplies LaTeX templates and formatting rules for journals, conferences, posters, and grant proposals, then can check a draft against them.
A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications.
Install Scoring Optimizer
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install revfactory/harness-100 scoring-optimizer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .claude/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .claude/skills/scoring-optimizer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .claude/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install revfactory/harness-100 scoring-optimizer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .agents/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .agents/skills/scoring-optimizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .agents/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install revfactory/harness-100 scoring-optimizer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .cursor/skills/scoring-optimizer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .cursor/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/revfactory/harness-100.git --path en/54-grant-writer/.claude/skills/scoring-optimizer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install revfactory/harness-100 scoring-optimizer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .gemini/skills/scoring-optimizer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .gemini/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install revfactory/harness-100 scoring-optimizerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .github/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .github/skills/scoring-optimizer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .github/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add revfactory/harness-100 --skill scoring-optimizer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install revfactory/harness-100 scoring-optimizer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/revfactory/harness-100.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/en/54-grant-writer/.claude/skills/scoring-optimizer .opencode/skills/scoring-optimizer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "scoring-optimizer" agent skill from https://github.com/revfactory/harness-100/tree/main/en/54-grant-writer/.claude/skills/scoring-optimizer into .opencode/skills/scoring-optimizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scoring-optimizer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
scoring-optimizer- GitHub stars
- 1.3k
- Token cost
- ~1.3k tokens
- SKILL.md length
- 376 words
- Files
- 1
- Skills in repo
- 464
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications.
- Tasks that involve Grant writing
- SKILL.md covers Target Agents, Evaluation Score Analysis…, High-Score Item Writing… and Disqualification Risk Checklist, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Scoring Optimizer is an agent skill from revfactory/harness-100. A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications. Used by compliance-checker and plan-writer agents when optimizing scores per evaluation criterion and preemptively preventing disqualification risks. Automatically applied in contexts such as 'score optimization', 'evaluation criteria analysis', 'bonus point strategy', 'disqualification prevention', 'review preparation'. However, actual reviewer contact and review result retrieval are outside…
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Grant writing. The licence is Apache-2.0.
When your agent uses it
- Tasks that involve Grant writing
Example prompts
- “score optimization”
- “evaluation criteria analysis”
- “bonus point strategy”
- “/scoring-optimizer”
What it can do on your machine
Read from SKILL.md and the folder at commit 8e8d35c. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Scoring Optimizer loads about 1.3k tokens when it runs. Until then it costs about 140 tokens; SKILL.md has 376 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from revfactory/harness-100 at commit 8e8d35c, republished under its Apache-2.0 licence (© revfactory). 376 words, ~1,347 tokens.
Download SKILL.mdSave it as
.claude/skills/scoring-optimizer/SKILL.md (or your agent's skills folder).- name
- scoring-optimizer
- description
- A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications. Used by compliance-checker and plan-writer agents when optimizing scores per evaluation criterion and preemptively preventing disqualification risks. Automatically applied in contexts such as 'score optimization', 'evaluation criteria analysis', 'bonus point strategy', 'disqualification prevention', 'review preparation'. However, actual reviewer contact and review result retrieval are outside the scope of this skill.
Scoring Optimizer — Evaluation Score Optimization Tool
A specialized skill that enhances the score optimization capabilities of compliance-checker and plan-writer agents.
Target Agents
- compliance-checker — Score analysis, disqualification risk assessment
- plan-writer — High-score item focused writing strategy
Evaluation Score Analysis Framework
Common Evaluation Structure (Government Funding Programs)
| Evaluation Area | Typical Score | Key Points |
|---|---|---|
| Technical Merit | 30-40 pts | Technical differentiation, innovativeness, IP ownership |
| Business Viability | 20-30 pts | Market size, revenue plan, commercialization strategy |
| Execution Capability | 15-25 pts | CEO experience, personnel, infrastructure |
| Plan Appropriateness | 10-20 pts | Implementation schedule, goal specificity |
| Policy Alignment | 5-10 pts | Government policy direction alignment |
| Bonus Points | Up to 5-10 pts | Women/disabled-owned enterprise, region, employment |
4-Step Score Analysis
1. Extract scoring table from announcement → Map scores per item
2. Identify high-score items → Top 3 items = 60-70% of total
3. Among lower items, identify "zero if not addressed" mandatory items
4. Check bonus point items → Prioritize easily obtainable bonus pointsHigh-Score Item Writing Strategies
Technical Merit (Usually Highest Score)
| Criterion | High-Score Strategy | Failure Pattern |
|---|---|---|
| Technical Differentiation | Cite patents/papers, quantitative comparison vs. existing tech | Only using abstract "innovative" expressions |
| Technical Maturity | Specify TRL level, present prototype/PoC results | Staying at idea level |
| Technical Evidence | Include formulas/algorithms/architecture diagrams | Listing features without technical explanation |
Business Viability
| Criterion | High-Score Strategy | Failure Pattern |
|---|---|---|
| Market Size | Step-wise TAM→SAM→SOM calculation with sources | Unsupported market size claims |
| Revenue Plan | Bottom-up estimation, specific sales channels | Top-down only estimation |
| Competitive Analysis | Positioning matrix, quantitative comparison tables | Claiming "no competitors" |
Execution Capability
| Criterion | High-Score Strategy | Failure Pattern |
|---|---|---|
| CEO Capability | Specific listing of relevant experience years, awards/certifications | Summary resume only |
| Team Composition | Name + degree + experience for key personnel | Abstract "we have excellent talent" |
| Infrastructure | Specific equipment, facility, partnership lists | General descriptions |
Show full SKILL.md (142 more words)Show less
Disqualification Risk Checklist
Eligibility Requirements (Non-compliance = Immediate Disqualification)
- Company size criteria met (revenue, employees, capital)
- Industry restriction verified (industry classification codes)
- Years since establishment requirement
- Duplicate funding restriction verified
- No tax delinquencies
- No fraudulent funding history
Format Requirements (Non-compliance = Disqualification or Deduction)
- Page limit compliance
- Designated form used
- All required attachments included
- Signatures/seals present
- Submission deadline met
Score Simulation Tool
Estimated Score Calculation Matrix
| Evaluation Item | Max Score | Self-Assessment | Estimated Score | Improvable? | Strategy |
|----------------|----------|----------------|----------------|------------|----------|
| Technical Differentiation | 15 | 8/10 | 12 | Yes | Add patent filing evidence |
| Market Analysis | 10 | 6/10 | 6 | Yes | Strengthen market data |
| CEO Capability | 10 | 9/10 | 9 | Difficult | - |
| Budget Appropriateness | 5 | 7/10 | 3.5 | Yes | Strengthen calculation basis |
| **Total** | **100** | | **73.5** | | Target: 80+ |Improvement ROI Analysis
Improve items with the highest score improvement relative to effort first:
Improvement ROI = (Expected Score Improvement) / (Required Effort)Bonus Point Acquisition Guide
| Bonus Item | Typical Score | Acquisition Difficulty | Preparation Required |
|---|---|---|---|
| Women-owned Enterprise | 2-3 pts | Automatic | Women's enterprise certificate |
| Social Enterprise | 2-3 pts | Medium | Certification |
| Employment Excellence | 1-3 pts | Medium | Employment increase documentation |
| Regional Location | 1-2 pts | Automatic | Business registration |
| Green Technology | 1-3 pts | High | Green technology certification |
Strategy: Always claim automatically obtainable bonus points, and prepare for medium-difficulty bonus points in advance.
© revfactory, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in en/54-grant-writer/.claude/skills/scoring-optimizer of revfactory/harness-100.
Open the folder on GitHubat commit 8e8d35c
Compare with similar skills
Scoring Optimizer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Scoring Optimizer this skillrevfactory/harness-100 | 1.3k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Scientific Venue Templatesdavila7/claude-code-templates | 32k | 9 repos | ~5.1k | Automated safety check: Notes | MIT | |
| Academic HumanizerAIScientists-Dev/academic-humanizer | 1.8k | 1 repos | ~4.2k | Automated safety check: Pass | MIT | |
| NSFC Literature Review WriterHuiyuLi-2000/Chinese-Grant-Writer-Skills | 428 | 1 repos | ~1.4k | Automated safety check: Notes | MIT | |
| NSFC Grant Rationale Writerhuangwb8/ChineseResearchLaTeX | 2.9k | — | ~945 | Automated safety check: Pass | MIT | |
| NSFC Abstract Writerhuangwb8/ChineseResearchLaTeX | 2.9k | 1 repos | ~1.3k | Automated safety check: Pass | MIT |
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NSFC Literature Review Writer
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Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search.
NSFC Grant Rationale Writer
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Writes, restructures, reviews and polishes the rationale section of NSFC research grant applications in LaTeX, with backups and a diff before every write.
NSFC Abstract Writer
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Writes Chinese and English abstracts for NSFC grant applications, with a recommended title and five alternatives, within set character limits.
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Categories
Questions about Scoring Optimizer
What does Scoring Optimizer do?
A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications. Scoring Optimizer is an agent skill from revfactory/harness-100. A specialized skill for analyzing evaluation scores and developing optimization strategies for grant/funding applications.
When should I use Scoring Optimizer?
Scoring Optimizer fits situations like: tasks that involve Grant writing.
How do I install Scoring Optimizer in Claude Code?
Run `npx skills add revfactory/harness-100 --skill scoring-optimizer -a claude-code`. Or copy the skill folder (en/54-grant-writer/.claude/skills/scoring-optimizer in revfactory/harness-100) into .claude/skills/scoring-optimizer in your project. Claude Code loads it when a task matches its description.
How do I install Scoring Optimizer in Codex?
Run `npx skills add revfactory/harness-100 --skill scoring-optimizer -a codex`. Or copy the skill folder (en/54-grant-writer/.claude/skills/scoring-optimizer in revfactory/harness-100) into .agents/skills/scoring-optimizer in your project. Codex loads it when a task matches its description.
Can I use Scoring Optimizer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add revfactory/harness-100 --skill scoring-optimizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scoring-optimizer, .gemini/skills/scoring-optimizer, .github/skills/scoring-optimizer and .opencode/skills/scoring-optimizer in your project.
What does Scoring Optimizer need to run?
SKILL.md names no scripts, command-line tools or credentials: Scoring Optimizer is instructions for the agent only.
Does Scoring Optimizer access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Scoring Optimizer safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Scoring Optimizer use?
Scoring Optimizer is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Scoring Optimizer use?
About 1.3k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Scoring Optimizer?
Skills that share tags, products or a category with Scoring Optimizer: Scientific Venue Templates (davila7/claude-code-templates, 32k stars), Academic Humanizer (AIScientists-Dev/academic-humanizer, 1.8k stars), NSFC Literature Review Writer (HuiyuLi-2000/Chinese-Grant-Writer-Skills, 428 stars) and NSFC Grant Rationale Writer (huangwb8/ChineseResearchLaTeX, 2.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Scoring Optimizer?
revfactory (a GitHub user) maintains it in revfactory/harness-100, which has 1,290 GitHub stars. The repository holds 464 skills in this directory. The repository was last updated on March 22, 2026.
Source: revfactory/harness-100 on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.