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Analyze ML experiment results, compute statistics, generate comparison tables and insights.
Install Analyze Results
$ npx skills add AI4Scientist/nano-scientist --skill analyze-results -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AI4Scientist/nano-scientist analyze-results --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/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/analyze-results .claude/skills/analyze-results && 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 "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .claude/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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/AI4Scientist/nano-scientist/tree/main/skills/analyze-resultsType 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 AI4Scientist/nano-scientist --skill analyze-results -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AI4Scientist/nano-scientist analyze-results --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/analyze-results .agents/skills/analyze-results && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .agents/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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 AI4Scientist/nano-scientist --skill analyze-results -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AI4Scientist/nano-scientist analyze-results --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/analyze-results .cursor/skills/analyze-results && 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 "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .cursor/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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/AI4Scientist/nano-scientist.git --path skills/analyze-results--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 AI4Scientist/nano-scientist --skill analyze-results -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AI4Scientist/nano-scientist analyze-results --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/analyze-results .gemini/skills/analyze-results && 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 "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .gemini/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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 AI4Scientist/nano-scientist analyze-resultsInstalls 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 AI4Scientist/nano-scientist --skill analyze-results -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/analyze-results .github/skills/analyze-results && 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 "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .github/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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 AI4Scientist/nano-scientist --skill analyze-results -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AI4Scientist/nano-scientist analyze-results --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/analyze-results .opencode/skills/analyze-results && 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 "analyze-results" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/analyze-results into .opencode/skills/analyze-results/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-results", 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
analyze-results- GitHub stars
- 128
- Used in
- 4 other repos
- Token cost
- ~417 tokens
- SKILL.md length
- 171 words
- Files
- 1
- Skills in repo
- 74
- Repo updated
- First seen
- Licence
- None found
At a glance
Analyze ML experiment results, compute statistics, generate comparison tables and insights.
- Works in 5 steps: Locate Results → Build Comparison Table → Statistical Analysis → …
- User says analyze results
- SKILL.md covers Workflow and Output Format
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analyze Results is an agent skill from AI4Scientist/nano-scientist. Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
Its SKILL.md is about 420 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 Data & Analytics, covering Statistics. The repository describes itself as: An autonomous research agent that turns a topic into a peer-reviewed technical report.
When your agent uses it
- User says analyze results
- Needs to interpret experimental data
Example prompts
- “analyze results”
- “compare”
- “/analyze-results”
Requirements
- Pre-approved tools (allowed-tools): Bash(*), Read, Grep, Glob, Write, Edit, Agent
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Locate Results
- Build Comparison Table
- Statistical Analysis
- Generate Insights
- Update Documentation
What it can do on your machine
Read from SKILL.md and the folder at commit 7132192. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Bash(*)ReadGrepGlobWriteEditAgent
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
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
Analyze Results loads about 417 tokens when it runs. Until then it costs about 49 tokens; SKILL.md has 171 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash(*), Read, Grep, Glob, Write, Edit, Agent
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 171 words (~417 tokens).
- name
- analyze-results
- allowed-tools
- Bash(*), Read, Grep, Glob, Write, Edit, Agent
- argument-hint
- results-path-or-description
Files
Just SKILL.md in skills/analyze-results of AI4Scientist/nano-scientist.
Open the folder on GitHubat commit 7132192
Used in 4 other repositories
We found 9 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 4 other GitHub owners. This page covers the copy in AI4Scientist/nano-scientist, which our catalogue first saw on October 7, 2026.
- OpenLAIR/dr-clawskills/aris-analyze-results
- wanshuiyin/Auto-claude-code-research-in-sleepskills/analyze-resultsskills/skills-codex/analyze-results
- brycewang-stanford/Auto-Empirical-Research-Skillsskills/42-wanshuiyin-ARIS/skills/analyze-resultsskills/42-wanshuiyin-ARIS/skills/skills-codex/analyze-results
- Tai609/NebulaMatruntime/skills-bundle/aris-analyze-resultsruntime/aris/skills-nebulamat/aris-analyze-results+1 more
Compare with similar skills
Analyze Results 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 |
|---|---|---|---|---|---|---|
| Analyze Results this skillAI4Scientist/nano-scientist | 128 | 4 repos | ~417 | Automated safety check: Notes | None | |
| Sandbox Benchvercel/next.js | 143k | — | ~4.1k | Automated safety check: Pass | MIT | |
| Statistical Analysisspacering-net/codeg | 3.9k | 3 repos | ~5k | Automated safety check: Pass | MIT | |
| StatsmodelszLanqing/codex-claude-academic-skills | 4.7k | 15 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | |
| AI Daily DigestvigorX777/ai-daily-digest | 1.6k | — | ~1.3k | Automated safety check: Pass | None | |
| Statistical Powerspacering-net/codeg | 3.9k | 1 repos | ~3.6k | Automated safety check: Notes | MIT |
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Generate publication-quality figures and tables from experiment results.
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Related
Categories
Questions about Analyze Results
What does Analyze Results do?
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Analyze Results is an agent skill from AI4Scientist/nano-scientist. Analyze ML experiment results, compute statistics, generate comparison tables and insights.
When should I use Analyze Results?
Analyze Results fits situations like: user says analyze results; needs to interpret experimental data.
How do I install Analyze Results in Claude Code?
Run `npx skills add AI4Scientist/nano-scientist --skill analyze-results -a claude-code`. Or copy the skill folder (skills/analyze-results in AI4Scientist/nano-scientist) into .claude/skills/analyze-results in your project. Claude Code loads it when a task matches its description.
How do I install Analyze Results in Codex?
Run `npx skills add AI4Scientist/nano-scientist --skill analyze-results -a codex`. Or copy the skill folder (skills/analyze-results in AI4Scientist/nano-scientist) into .agents/skills/analyze-results in your project. Codex loads it when a task matches its description.
Can I use Analyze Results 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 AI4Scientist/nano-scientist --skill analyze-results -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-results, .gemini/skills/analyze-results, .github/skills/analyze-results and .opencode/skills/analyze-results in your project.
What does Analyze Results need to run?
SKILL.md names no scripts, command-line tools or credentials: Analyze Results is instructions for the agent only. Its frontmatter pre-approves these tools: Bash(*), Read, Grep, Glob, Write, Edit, Agent.
Does Analyze Results 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 Analyze Results safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Analyze Results use?
No licence was found for Analyze Results or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Analyze Results use?
About 417 tokens (SKILL.md is roughly 1.7k 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 Analyze Results?
Skills that share tags, products or a category with Analyze Results: Sandbox Bench (vercel/next.js, 143k stars), Statistical Analysis (spacering-net/codeg, 3.9k stars), Statsmodels (zLanqing/codex-claude-academic-skills, 4.7k stars) and AI Daily Digest (vigorX777/ai-daily-digest, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyze Results?
AI4Scientist (a GitHub organization) maintains it in AI4Scientist/nano-scientist, which has 128 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on June 3, 2026.
Source: AI4Scientist/nano-scientist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.