Experiment Log Standardizer
Yuan1z0825/nature-skills
Turns uploaded photos, voice notes, text or local files into standardized experiment logs in Markdown with YAML frontmatter, optionally through Feishu CLI and Obsidian.
Log experiments, list past runs, and compare experiment metadata or metrics.
Custom licenceAuto-check passed
Install Experiment Tracker
$ npx skills add ymx10086/ResearchClaw --skill experiment-tracker -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ymx10086/ResearchClaw experiment-tracker --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/ymx10086/ResearchClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .claude/skills/experiment-tracker && 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 "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .claude/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_trackerType 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 ymx10086/ResearchClaw --skill experiment-tracker -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ymx10086/ResearchClaw experiment-tracker --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ymx10086/ResearchClaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .agents/skills/experiment-tracker && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .agents/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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 ymx10086/ResearchClaw --skill experiment-tracker -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ymx10086/ResearchClaw experiment-tracker --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ymx10086/ResearchClaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .cursor/skills/experiment-tracker && 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 "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .cursor/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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/ymx10086/ResearchClaw.git --path src/researchclaw/agents/skills/experiment_tracker--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 ymx10086/ResearchClaw --skill experiment-tracker -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ymx10086/ResearchClaw experiment-tracker --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ymx10086/ResearchClaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .gemini/skills/experiment-tracker && 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 "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .gemini/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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 ymx10086/ResearchClaw experiment-trackerInstalls 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 ymx10086/ResearchClaw --skill experiment-tracker -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ymx10086/ResearchClaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .github/skills/experiment-tracker && 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 "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .github/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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 ymx10086/ResearchClaw --skill experiment-tracker -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ymx10086/ResearchClaw experiment-tracker --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ymx10086/ResearchClaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/researchclaw/agents/skills/experiment_tracker .opencode/skills/experiment-tracker && 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 "experiment-tracker" agent skill from https://github.com/ymx10086/ResearchClaw/tree/main/src/researchclaw/agents/skills/experiment_tracker into .opencode/skills/experiment-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "experiment-tracker", 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
experiment-tracker- GitHub stars
- 313
- Token cost
- ~213 tokens
- SKILL.md length
- 74 words
- Files
- 2
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Log experiments, list past runs, and compare experiment metadata or metrics.
- The user wants lightweight experiment tracking inside ResearchClaw
- SKILL.md covers Tools and Guidance
- Runs Python scripts from its folder
What it does
Experiment Tracker is an agent skill from ymx10086/ResearchClaw. Log experiments, list past runs, and compare experiment metadata or metrics. Use when the user wants lightweight experiment tracking inside ResearchClaw.
Its SKILL.md is about 210 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `__init__.py`).
The repository describes itself as: ResearchClaw is a personal AI assistant built for research: fast to set up, easy to run locally or in the cloud, and ready to integrate with the chat apps you already use. With…
When your agent uses it
- The user wants lightweight experiment tracking inside ResearchClaw
Example prompts
- “/experiment-tracker”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 1baaa92. 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
Ships script files (Python), which the agent can run.
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
Experiment Tracker loads about 213 tokens when it runs. Until then it costs about 43 tokens; SKILL.md has 74 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 74 words (~213 tokens).
“Use this skill when the user wants to record experiment parameters, results, notes, or compare multiple runs.”
- name
- experiment-tracker
- emoji
- 🧪
- triggers
- experiment, ablation, metrics, compare runs
Files
SKILL.md and 1 other file in src/researchclaw/agents/skills/experiment_tracker of ymx10086/ResearchClaw.
- SKILL.md
- __init__.py
Open the folder on GitHubat commit 1baaa92
Compare with similar skills
Experiment Tracker 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 |
|---|---|---|---|---|---|---|
| Experiment Tracker this skillymx10086/ResearchClaw | 313 | — | ~213 | Automated safety check: Pass | Custom licence | |
| Experiment Log StandardizerYuan1z0825/nature-skills | 46k | 2 repos | ~942 | Automated safety check: Pass | MIT | |
| ExperimentsArize-ai/phoenix | 12k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Experiment Detail Comparatoraipoch/medical-research-skills | 2k | — | ~3.3k | Automated safety check: Notes | MIT | |
| Growth Logaffaan-m/ECC | 275k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Finding ExperimentsPostHog/posthog | 40k | — | ~783 | Automated safety check: Pass | Custom licence |
Similar skills
Experiments
Arize-ai/phoenix
Run, read, and compare dataset-backed experiments to find evidence that a prompt or pipeline is improving.
Experiment Detail Comparator
aipoch/medical-research-skills
Compare experimental method details between two Zotero PDF papers, identify protocol differences (ratios, dosages, timing, conditions), search supporting literature to explain why they differ, and…
Growth Log
affaan-m/ECC
Write growth log entries that extract reusable patterns from completed work — root cause, transferable rule, and a recognizable signal — instead of diary-style event narration, with a 4-8 sentence…
- Official
Finding Experiments
PostHog/posthog
Resolves a PostHog experiment reference from natural language to a concrete experiment ID by browsing experiment-list (not feature-flag tools), with disambiguation when multiple experiments match.
- Official
Arize Experiment
github/awesome-copilot
Creates, runs, and analyzes Arize experiments for evaluating and comparing model performance.
More from ymx10086/ResearchClaw
All 15 skills in this repoNews
ymx10086/ResearchClaw
Fetch and summarize the latest news from trusted sources across politics, finance, society, world, tech, sports, and entertainment.
Himalaya
ymx10086/ResearchClaw
Read, search, and organize emails via the himalaya CLI (IMAP/SMTP).
Dingtalk Channel Connect
ymx10086/ResearchClaw
Use a visible browser to automatically set up ResearchClaw's DingTalk channel integration — creating an enterprise app, configuring the bot, and publishing.
PPTX
ymx10086/ResearchClaw
Create, edit, and analyze PowerPoint presentations — research talks, conference presentations, lecture slides, and poster summaries.
Browser Visible
ymx10086/ResearchClaw
Launch a visible (headed) Chromium browser for interactive research tasks, demos, or debugging.
Cron
ymx10086/ResearchClaw
Create and manage scheduled tasks that run automatically — periodic literature checks, data collection, report generation, and recurring notifications.
Questions about Experiment Tracker
What does Experiment Tracker do?
Log experiments, list past runs, and compare experiment metadata or metrics. Experiment Tracker is an agent skill from ymx10086/ResearchClaw. Log experiments, list past runs, and compare experiment metadata or metrics.
When should I use Experiment Tracker?
Experiment Tracker fits situations like: the user wants lightweight experiment tracking inside ResearchClaw.
How do I install Experiment Tracker in Claude Code?
Run `npx skills add ymx10086/ResearchClaw --skill experiment-tracker -a claude-code`. Or copy the skill folder (src/researchclaw/agents/skills/experiment_tracker in ymx10086/ResearchClaw) into .claude/skills/experiment-tracker in your project. Claude Code loads it when a task matches its description.
How do I install Experiment Tracker in Codex?
Run `npx skills add ymx10086/ResearchClaw --skill experiment-tracker -a codex`. Or copy the skill folder (src/researchclaw/agents/skills/experiment_tracker in ymx10086/ResearchClaw) into .agents/skills/experiment-tracker in your project. Codex loads it when a task matches its description.
Can I use Experiment Tracker 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 ymx10086/ResearchClaw --skill experiment-tracker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/experiment-tracker, .gemini/skills/experiment-tracker, .github/skills/experiment-tracker and .opencode/skills/experiment-tracker in your project.
What does Experiment Tracker need to run?
Going by SKILL.md and its folder, Experiment Tracker needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Experiment Tracker 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 Experiment Tracker 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 Experiment Tracker use?
Experiment Tracker has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Experiment Tracker use?
About 213 tokens (SKILL.md is roughly 852 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 Experiment Tracker?
Skills that share tags, products or a category with Experiment Tracker: Experiment Log Standardizer (Yuan1z0825/nature-skills, 46k stars), Experiments (Arize-ai/phoenix, 12k stars), Experiment Detail Comparator (aipoch/medical-research-skills, 2k stars) and Growth Log (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Experiment Tracker?
ymx10086 (a GitHub user) maintains it in ymx10086/ResearchClaw, which has 313 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on April 4, 2026.
Source: ymx10086/ResearchClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.