Zonein
LeoYeAI/openclaw-master-skills
Create, backtest, and deploy autonomous trading agents in plain English.
Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy
Install Backtest Explain
$ npx skills add YicunAI/Pnlclaw-community --skill backtest-explain -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install YicunAI/Pnlclaw-community backtest-explain --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/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/backtest-explain .claude/skills/backtest-explain && 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 "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .claude/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explainType 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 YicunAI/Pnlclaw-community --skill backtest-explain -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install YicunAI/Pnlclaw-community backtest-explain --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/backtest-explain .agents/skills/backtest-explain && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .agents/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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 YicunAI/Pnlclaw-community --skill backtest-explain -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install YicunAI/Pnlclaw-community backtest-explain --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/backtest-explain .cursor/skills/backtest-explain && 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 "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .cursor/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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/YicunAI/Pnlclaw-community.git --path skills/backtest-explain--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 YicunAI/Pnlclaw-community --skill backtest-explain -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install YicunAI/Pnlclaw-community backtest-explain --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/backtest-explain .gemini/skills/backtest-explain && 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 "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .gemini/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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 YicunAI/Pnlclaw-community backtest-explainInstalls 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 YicunAI/Pnlclaw-community --skill backtest-explain -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/backtest-explain .github/skills/backtest-explain && 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 "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .github/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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 YicunAI/Pnlclaw-community --skill backtest-explain -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install YicunAI/Pnlclaw-community backtest-explain --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YicunAI/Pnlclaw-community.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/backtest-explain .opencode/skills/backtest-explain && 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 "backtest-explain" agent skill from https://github.com/YicunAI/Pnlclaw-community/tree/main/skills/backtest-explain into .opencode/skills/backtest-explain/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "backtest-explain", 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
backtest-explain- GitHub stars
- 197
- Token cost
- ~378 tokens
- SKILL.md length
- 170 words
- Files
- 1
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy
- Works in 4 steps: Obtain the backtest run id the user… → Call backtest_result to load metrics,… → Call explain_pnl when the discussion… → …
- Tasks that involve Trading and backtesting
- SKILL.md covers Description, Triggers, Steps and Tools Used, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Backtest Explain is an agent skill from YicunAI/Pnlclaw-community. Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy
Its SKILL.md is about 380 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 Business, Finance & HR, covering Trading and backtesting and Plain language and style rules. The repository describes itself as: PnLClaw — local-first crypto and prediction market quant engine. The licence is AGPL-3.0.
When your agent uses it
- Tasks that involve Trading and backtesting
- Tasks that involve Plain language and style rules
Example prompts
- “Use the backtest-explain skill to analyz backtest results in plain language, connecting metrics to what they mean for the strategy”
- “/backtest-explain”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Obtain the backtest run id the user cares about (or the latest completed run).
- Call backtest_result to load metrics, trade count, and equity context.
- Call explain_pnl when the discussion ties to PnL decomposition on paper accounts; otherwise focus on backtest metrics from step 2.
- Explain return, drawdown, Sharpe, win rate, and trade count in plain language with caveats.
What it can do on your machine
Read from SKILL.md and the folder at commit 933014f. 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.
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
Backtest Explain loads about 378 tokens when it runs. Until then it costs about 29 tokens; SKILL.md has 170 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 YicunAI/Pnlclaw-community at commit 933014f, republished under its AGPL-3.0 licence (© YicunAI). 170 words, ~378 tokens.
Download SKILL.mdSave it as
.claude/skills/backtest-explain/SKILL.md (or your agent's skills folder).- name
- backtest-explain
- description
- Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy
- version
- 0.1.0
- tags
- backtest, explanation, metrics
- user_invocable
- true
- model_invocable
- true
- requires_tools
- backtest_result, explain_pnl
Backtest Explanation
Description
Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy.
Triggers
- "Explain my backtest results"
- "What does this backtest tell me?"
- "Explain this backtest"
- "帮我解释这个回测"
Steps
- Obtain the backtest run id the user cares about (or the latest completed run).
- Call
backtest_resultto load metrics, trade count, and equity context. - Call
explain_pnlwhen the discussion ties to PnL decomposition on paper accounts; otherwise focus on backtest metrics from step 2. - Explain return, drawdown, Sharpe, win rate, and trade count in plain language with caveats.
Tools Used
backtest_result: Retrieve stored backtest output including metrics and identifiers.explain_pnl: Relate profit/loss composition when comparing live paper performance to backtest expectations.
Example Interaction
User: I ran a backtest yesterday—can you explain if the drawdown is acceptable?
Agent: I will pull the result with backtest_result, then walk through max drawdown, win rate, and trade count in context of your strategy goals.
Notes
- Distinguish backtest metrics from live/paper PnL unless the user links them.
© YicunAI, AGPL-3.0. 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 skills/backtest-explain of YicunAI/Pnlclaw-community.
Open the folder on GitHubat commit 933014f
Compare with similar skills
Backtest Explain 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 |
|---|---|---|---|---|---|---|
| Backtest Explain this skillYicunAI/Pnlclaw-community | 197 | — | ~378 | Automated safety check: Pass | AGPL-3.0 | |
| ZoneinLeoYeAI/openclaw-master-skills | 2.2k | — | ~5.1k | Automated safety check: Pass | MIT | |
| Quant Blog Writingzillionare/zillionare | 319 | — | ~895 | Automated safety check: Pass | None | |
| Biz Corporate Governanceasgard-ai-platform/skills | 241 | — | ~2.5k | Automated safety check: Pass | MIT | |
| Tushare Datazillionare/zillionare | 319 | 2 repos | ~2.3k | Automated safety check: Pass | None | |
| Tradingview MCPatilaahmettaner/tradingview-mcp | 5k | — | ~1.3k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Backtest Explain
What does Backtest Explain do?
Analyzes backtest results in plain language, connecting metrics to what they mean for the strategy. Backtest Explain is an agent skill from YicunAI/Pnlclaw-community.
When should I use Backtest Explain?
Backtest Explain fits situations like: tasks that involve Trading and backtesting; tasks that involve Plain language and style rules.
How do I install Backtest Explain in Claude Code?
Run `npx skills add YicunAI/Pnlclaw-community --skill backtest-explain -a claude-code`. Or copy the skill folder (skills/backtest-explain in YicunAI/Pnlclaw-community) into .claude/skills/backtest-explain in your project. Claude Code loads it when a task matches its description.
How do I install Backtest Explain in Codex?
Run `npx skills add YicunAI/Pnlclaw-community --skill backtest-explain -a codex`. Or copy the skill folder (skills/backtest-explain in YicunAI/Pnlclaw-community) into .agents/skills/backtest-explain in your project. Codex loads it when a task matches its description.
Can I use Backtest Explain 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 YicunAI/Pnlclaw-community --skill backtest-explain -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/backtest-explain, .gemini/skills/backtest-explain, .github/skills/backtest-explain and .opencode/skills/backtest-explain in your project.
What does Backtest Explain need to run?
SKILL.md names no scripts, command-line tools or credentials: Backtest Explain is instructions for the agent only.
Does Backtest Explain 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 Backtest Explain 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 Backtest Explain use?
Backtest Explain is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Backtest Explain use?
About 378 tokens (SKILL.md is roughly 1.5k 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 Backtest Explain?
Skills that share tags, products or a category with Backtest Explain: Zonein (LeoYeAI/openclaw-master-skills, 2.2k stars), Quant Blog Writing (zillionare/zillionare, 319 stars), Biz Corporate Governance (asgard-ai-platform/skills, 241 stars) and Tushare Data (zillionare/zillionare, 319 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Backtest Explain?
YicunAI (a GitHub user) maintains it in YicunAI/Pnlclaw-community, which has 197 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on April 8, 2026.
Source: YicunAI/Pnlclaw-community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.