Agent skill

lo2cin4bt Backtesting Assistant

by lo2cin4 in lo2cin4/lo2cin4bt

Guides an agent through installing, configuring and running local backtests in the lo2cin4bt repo, then explaining the results and fixing setup problems.

Custom licenceAuto-check passedBusiness, Finance & HR

Install lo2cin4bt Backtesting Assistant

skills CLI
$ npx skills add lo2cin4/lo2cin4bt --skill lo2cin4bt -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install lo2cin4/lo2cin4bt lo2cin4bt --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/lo2cin4/lo2cin4bt.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/lo2cin4bt .claude/skills/lo2cin4bt && rm -rf skills-src

Use ~/.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/

Facts

Skill name
lo2cin4bt
GitHub stars
288
Token cost
~2.6k tokens
SKILL.md length
1,112 words
Files
19 (incl. references)
Skills in repo
7
Repo updated
First seen
Licence
Custom licence

At a glance

Guides an agent through installing, configuring and running local backtests in the lo2cin4bt repo, then explaining the results and fixing setup problems.

  • Works in 5 steps: Read the canonical runtime architecture… → Load the exact task skill and inspect… → Perform the smallest structural change… → …
  • Installing and launching lo2cin4bt for the first time
  • SKILL.md covers Purpose, Use When, Inputs and Workflow, plus 11 more sections
  • Calls uv

What it does

This is the operating guide for the lo2cin4bt quantitative research and backtesting repository. It covers launching the project, writing or reviewing strategy run and walk-forward analysis configs, running local backtests, Parameter Matrix and rolling validation runs, and reading the frontend metrics and AI-readable result packs. It also helps beginners who get stuck during first-run setup or at runtime.

Answers are meant to stay tied to what the repository actually contains. The agent treats the strategy run, generated snapshots, app payloads and tests as the source of truth, does not invent config fields, metrics or interface features, and labels outside finance context as external. A set of reference files covers config fields, a metric dictionary, indicator recipes, troubleshooting and the runtime architecture, and replies come in Traditional Chinese when you write in Chinese.

The skill is for research and teaching only. It will not deploy anything, place trades, enable live trading, move funds or change external accounts, and broker or exchange accounts may be used only for read-only market data. Nothing it says counts as investment advice.

When your agent uses it

  • Installing and launching lo2cin4bt for the first time
  • Writing or reviewing a strategy run config or a walk-forward analysis config
  • Making sense of backtest metrics, artifacts and frontend pages
  • Recovering from setup or runtime errors as a beginner

Example prompts

  • “Help me install lo2cin4bt and run my first backtest.”
  • “Review this strategy config and tell me which fields are wrong.”
  • “Explain what the Sharpe ratio on the results page tells me.”
  • “Set up a walk-forward analysis for my moving-average strategy.”

Requirements

  • A local checkout of the lo2cin4bt repository

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Read the canonical runtime architecture and classify the task.
  2. Load the exact task skill and inspect current repo evidence.
  3. Perform the smallest structural change or operation that satisfies the request.
  4. Run skill-owned validation and record evidence.
  5. Close with a semantic summary and durable report when required.

What it can do on your machine

Read from SKILL.md and the folder at commit d2e0863. 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

    Shell commands in SKILL.md call:

    • uv

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.

    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

lo2cin4bt Backtesting Assistant loads about 2.6k tokens when it runs, and up to ~30k if it reads all its reference files. Until then it costs about 106 tokens; SKILL.md has 1,112 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~106
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~30k

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 1,112 words (~2,618 tokens).

“Provide the canonical project operating rules for local strategy authoring, Rust-backed simulation, explicit validation workflows, artifact interpretation, teaching, and troubleshooting.”

— opening of SKILL.md by lo2cin4, Custom licence
name
lo2cin4bt
version
2.2.1
status
active
category
workflow
use_when
Operating, teaching, reviewing, or troubleshooting the lo2cin4bt repository., A task must follow the shared Rust backtest architecture and canonical artifact…

Read the full SKILL.md on GitHub

Files

SKILL.md and 18 other files (references) in skills/lo2cin4bt of lo2cin4/lo2cin4bt.

  • SKILL.md
  • agents/openai.yaml
  • references/acceptance-criteria.md
  • references/computed-field-building-blocks.md
  • references/contracts-index.md
  • references/first-run.md
  • references/frontend-pages.md
  • references/indicator-recipes.md
  • references/lo2cin4-agent-contract.md
  • references/metric-dictionary.md
  • references/payload-contract-map.md
  • references/quant-interpretation-risks.md
  • references/readme-acceptance-criteria.md
  • references/runtime-architecture.md
  • references/strategy-authoring-template.md
  • references/strategy-config-fields.md
  • references/strategy-identity-and-summary.md
  • references/troubleshooting.md
  • references/workspace-and-github-boundary.md

Open the folder on GitHubat commit d2e0863

Compare with similar skills

lo2cin4bt Backtesting Assistant 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.

lo2cin4bt Backtesting Assistant compared with similar skills
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Works with

Questions about lo2cin4bt Backtesting Assistant

What does lo2cin4bt Backtesting Assistant do?

Guides an agent through installing, configuring and running local backtests in the lo2cin4bt repo, then explaining the results and fixing setup problems. This is the operating guide for the lo2cin4bt quantitative research and backtesting repository. It covers launching the project, writing or reviewing strategy run and walk-forward analysis configs, running local backtests, Parameter Matrix and rolling validation runs, and reading the frontend metrics and AI-readable result packs.

When should I use lo2cin4bt Backtesting Assistant?

lo2cin4bt Backtesting Assistant fits situations like: installing and launching lo2cin4bt for the first time; writing or reviewing a strategy run config or a walk-forward analysis config; making sense of backtest metrics, artifacts and frontend pages; recovering from setup or runtime errors as a beginner.

How do I install lo2cin4bt Backtesting Assistant in Claude Code?

Run `npx skills add lo2cin4/lo2cin4bt --skill lo2cin4bt -a claude-code`. Or copy the skill folder (skills/lo2cin4bt in lo2cin4/lo2cin4bt) into .claude/skills/lo2cin4bt in your project. Claude Code loads it when a task matches its description.

How do I install lo2cin4bt Backtesting Assistant in Codex?

Run `npx skills add lo2cin4/lo2cin4bt --skill lo2cin4bt -a codex`. Or copy the skill folder (skills/lo2cin4bt in lo2cin4/lo2cin4bt) into .agents/skills/lo2cin4bt in your project. Codex loads it when a task matches its description.

Can I use lo2cin4bt Backtesting Assistant 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 lo2cin4/lo2cin4bt --skill lo2cin4bt -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/lo2cin4bt, .gemini/skills/lo2cin4bt, .github/skills/lo2cin4bt and .opencode/skills/lo2cin4bt in your project.

What does lo2cin4bt Backtesting Assistant need to run?

Going by SKILL.md and its folder, lo2cin4bt Backtesting Assistant needs the command-line tools its instructions call (uv). Our summary lists: A local checkout of the lo2cin4bt repository.

Does lo2cin4bt Backtesting Assistant access the network?

SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is lo2cin4bt Backtesting Assistant 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 lo2cin4bt Backtesting Assistant use?

lo2cin4bt Backtesting Assistant 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 lo2cin4bt Backtesting Assistant 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. Its references folder adds about 28k tokens, read only when the agent opens those files.

What are the alternatives to lo2cin4bt Backtesting Assistant?

Skills that share tags, products or a category with lo2cin4bt Backtesting Assistant: Manifoldbt Backtester (tradermonty/claude-trading-skills, 3k stars), Magicblock (sendaifun/skills, 130 stars), Trader Backtest (ruvnet/ruflo, 74k stars) and Rsigma (timescale/rsigma, 159 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains lo2cin4bt Backtesting Assistant?

lo2cin4 (a GitHub user) maintains it in lo2cin4/lo2cin4bt, which has 288 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on August 1, 2026.

Source: lo2cin4/lo2cin4bt on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.