Statistical Power
K-Dense-AI/scientific-agent-skills
Calculates sample sizes and statistical power for study planning.
Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions.
No licenceAuto-check passed
Install Distribution Search
$ npx skills add lazyFrogLOL/Harness_Engineering --skill distribution-search -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering distribution-search --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/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/distribution-search .claude/skills/distribution-search && 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 "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .claude/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-searchType 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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering distribution-search --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/distribution-search .agents/skills/distribution-search && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .agents/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering distribution-search --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/distribution-search .cursor/skills/distribution-search && 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 "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .cursor/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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/lazyFrogLOL/Harness_Engineering.git --path skills/distribution-search--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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering distribution-search --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/distribution-search .gemini/skills/distribution-search && 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 "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .gemini/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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 lazyFrogLOL/Harness_Engineering distribution-searchInstalls 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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/distribution-search .github/skills/distribution-search && 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 "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .github/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lazyFrogLOL/Harness_Engineering distribution-search --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lazyFrogLOL/Harness_Engineering.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/distribution-search .opencode/skills/distribution-search && 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 "distribution-search" agent skill from https://github.com/lazyFrogLOL/Harness_Engineering/tree/master/skills/distribution-search into .opencode/skills/distribution-search/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "distribution-search", 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
distribution-search- GitHub stars
- 128
- Token cost
- ~2.6k tokens
- SKILL.md length
- 775 words
- Files
- 1
- Skills in repo
- 32
- Repo updated
- First seen
- Licence
- None found
At a glance
Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions.
- Works in 5 steps: Mathematical Analysis Before Coding → Efficient Parameterization → Optimization Strategy → …
- SKILL.md covers Overview, When to Use This Skill, Methodology and Common Pitfalls, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Distribution Search is an agent skill from lazyFrogLOL/Harness_Engineering. Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions. This skill should be used when tasks involve constructing discrete or continuous probability distributions with specified divergence measures, entropy values, or other distributional properties through numerical optimization.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
Example prompts
- “/distribution-search”
Requirements
- Python 3
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Mathematical Analysis Before Coding
- Efficient Parameterization
- Optimization Strategy
- Code Organization
- Verification
What it can do on your machine
Read from SKILL.md and the folder at commit cae3b25. 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 python).
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
Distribution Search loads about 2.6k tokens when it runs. Until then it costs about 103 tokens; SKILL.md has 775 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 775 words (~2,590 tokens).
“This skill provides systematic approaches for finding probability distributions that meet specific statistical constraints. Common tasks include constructing distributions with target KL divergence values (forward or backward), specified entropy, moment constraints, or combinations thereof. The approach emphasizes mathematical analysis before…”
- name
- distribution-search
Files
Just SKILL.md in skills/distribution-search of lazyFrogLOL/Harness_Engineering.
Open the folder on GitHubat commit cae3b25
Compare with similar skills
Distribution Search 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 |
|---|---|---|---|---|---|---|
| Distribution Search this skilllazyFrogLOL/Harness_Engineering | 128 | — | ~2.6k | Automated safety check: Pass | None | |
| Statistical PowerK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~4.4k | Automated safety check: Notes | MIT | |
| Manuscript Statistics AuditYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Statistical Analystalirezarezvani/claude-skills | 28k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Distributed Triagepytorch/pytorch | 104k | — | ~2.8k | Automated safety check: Pass | Custom licence | |
| Find Releaseflutter/flutter | 179k | — | ~545 | Automated safety check: Pass | BSD-3-Clause |
Similar skills
Manuscript Statistics Audit
Yuan1z0825/nature-skills
Audits or rewrites the statistical reporting in a manuscript: experimental units, replication, tests, uncertainty and figure legends, without inventing missing details.
Statistical Analyst
alirezarezvani/claude-skills
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Distributed Triage
pytorch/pytorch
Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged.
Find Release
flutter/flutter
A skill to find the lowest Dart and Flutter release containing a given commit.
Statistical Reporting
aiming-lab/AutoResearchClaw
Statistical test selection, assumption checking, and APA-formatted reporting.
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Questions about Distribution Search
What does Distribution Search do?
Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions. Distribution Search is an agent skill from lazyFrogLOL/Harness_Engineering. Guidance for finding probability distributions that satisfy specific statistical constraints such as KL divergence targets, entropy requirements, or moment conditions.
How do I install Distribution Search in Claude Code?
Run `npx skills add lazyFrogLOL/Harness_Engineering --skill distribution-search -a claude-code`. Or copy the skill folder (skills/distribution-search in lazyFrogLOL/Harness_Engineering) into .claude/skills/distribution-search in your project. Claude Code loads it when a task matches its description.
How do I install Distribution Search in Codex?
Run `npx skills add lazyFrogLOL/Harness_Engineering --skill distribution-search -a codex`. Or copy the skill folder (skills/distribution-search in lazyFrogLOL/Harness_Engineering) into .agents/skills/distribution-search in your project. Codex loads it when a task matches its description.
Can I use Distribution Search 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 lazyFrogLOL/Harness_Engineering --skill distribution-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/distribution-search, .gemini/skills/distribution-search, .github/skills/distribution-search and .opencode/skills/distribution-search in your project.
What does Distribution Search need to run?
SKILL.md names no scripts, command-line tools or credentials: Distribution Search is instructions for the agent only. Our summary lists: Python 3.
Does Distribution Search 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 Distribution Search 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 Distribution Search use?
No licence was found for Distribution Search or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Distribution Search use?
About 2.6k tokens (SKILL.md is roughly 10k 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 Distribution Search?
Skills that share tags, products or a category with Distribution Search: Statistical Power (K-Dense-AI/scientific-agent-skills, 48k stars), Manuscript Statistics Audit (Yuan1z0825/nature-skills, 47k stars), Statistical Analyst (alirezarezvani/claude-skills, 28k stars) and Distributed Triage (pytorch/pytorch, 104k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Distribution Search?
lazyFrogLOL (a GitHub user) maintains it in lazyFrogLOL/Harness_Engineering, which has 128 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on May 18, 2026.
Source: lazyFrogLOL/Harness_Engineering on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.