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Agent skill

Trader Train

by ruvnet in ruvnet/ruflo

Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals

MITAuto-check: notesBusiness, Finance & HR

Install Trader Train

skills CLI
$ npx skills add ruvnet/ruflo --skill trader-train -a claude-code

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

GitHub CLI
$ gh skill install ruvnet/ruflo trader-train --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/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-train .claude/skills/trader-train && 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
trader-train
GitHub stars
74k
Used in
1 other repo
Token cost
~398 tokens
SKILL.md length
84 words
Files
1
Skills in repo
264
Repo updated
First seen
Licence
MIT

At a glance

Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals

  • Works in 7 steps: Ensure neural-trader is available → Train the specified model → Review training output: loss curves,… → …
  • Tasks that involve Statistics
  • Calls npx and npm
  • Tasks that involve Stock and market analysis

What it does

Trader Train is an agent skill from ruvnet/ruflo. Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals

Its SKILL.md is about 400 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 Statistics and Stock and market analysis. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.

When your agent uses it

  • Tasks that involve Statistics
  • Tasks that involve Stock and market analysis

Example prompts

  • “/trader-train”

Requirements

  • Node.js
  • Pre-approved tools (allowed-tools): Bash, Read, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_train

Workflow steps

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

  1. Ensure neural-trader is available
  2. Train the specified model
  3. Review training output: loss curves, validation metrics, prediction accuracy
  4. Generate predictions with confidence intervals
  5. Compare model performance across types
  6. Store model results (canonical trading-analysis namespace per ADR-126 Phase 1 — was previously stored to undeclared trading-models)
  7. Train SONA on model outcomes

What it can do on your machine

Read from SKILL.md and the folder at commit de590e1. 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
    • Read
    • mcp__plugin_ruflo-core_ruflo__memory_store
    • mcp__plugin_ruflo-core_ruflo__memory_search
    • mcp__plugin_ruflo-core_ruflo__neural_train

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx
    • npm

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

  • Network

    No URLs in SKILL.md. Its commands use npx and npm, 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

Trader Train loads about 398 tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 84 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~32
When it runs · the whole SKILL.md, loaded when a task matches
~398

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, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search,

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 ruvnet/ruflo at commit de590e1, republished under its MIT licence (© ruvnet). 84 words, ~398 tokens.

Download SKILL.mdSave it as .claude/skills/trader-train/SKILL.md (or your agent's skills folder).
name
trader-train
description
Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals
allowed-tools
Bash, Read, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_train
argument-hint
<lstm|transformer|nbeats> --symbol <TICKER>

Train neural prediction models using neural-trader's ML engine.

Steps:

  1. Ensure neural-trader is available: npm ls neural-trader 2>/dev/null || npm install --ignore-scripts neural-trader
  2. Train the specified model:
    bash
    npx neural-trader --model lstm --symbol TICKER --confidence 0.95
npx neural-trader --model transformer --symbol TICKER --predict
npx neural-trader --model nbeats --symbol TICKER --decompose
  3. Review training output: loss curves, validation metrics, prediction accuracy
  4. Generate predictions with confidence intervals:
    bash
    npx neural-trader --model MODEL --symbol TICKER --predict --horizon 5d
  5. Compare model performance across types:
    bash
    npx neural-trader --model-compare --symbol TICKER --models "lstm,transformer,nbeats"
  6. Store model results (canonical trading-analysis namespace per ADR-126 Phase 1 — was previously stored to undeclared trading-models): mcp__plugin_ruflo-core_ruflo__memory_store({ key: "model-MODEL-TICKER-DATE", value: "TRAINING_RESULTS", namespace: "trading-analysis" })
  7. Train SONA on model outcomes: mcp__plugin_ruflo-core_ruflo__neural_train({ patternType: "trading-model", epochs: 10 })

© ruvnet, MIT. 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 plugins/ruflo-neural-trader/skills/trader-train of ruvnet/ruflo.

Open the folder on GitHubat commit de590e1

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Trader Train 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.

Trader Train compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Trader Train this skillruvnet/ruflo74k1 repos~398Automated safety check: NotesMIT
Regimejackson-video-resources/markov-hedge-fund-method483—~1.6kAutomated safety check: PassCustom licence
One-Line Stock Analysis Reportsmingli30119/stock-analysis619—~8.6kAutomated safety check: WarnMIT
Fin Guru Quant AnalysisAojdevStudio/Finance-Guru322—~838Automated safety check: PassCustom licence
Tradingviewgauss314/skills245—~4.7kAutomated safety check: PassMIT
Manussanjay3290/ai-skills4301 repos~1.7kAutomated safety check: PassApache-2.0

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Categories

Questions about Trader Train

What does Trader Train do?

Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals. Trader Train is an agent skill from ruvnet/ruflo.

When should I use Trader Train?

Trader Train fits situations like: tasks that involve Statistics; tasks that involve Stock and market analysis.

How do I install Trader Train in Claude Code?

Run `npx skills add ruvnet/ruflo --skill trader-train -a claude-code`. Or copy the skill folder (plugins/ruflo-neural-trader/skills/trader-train in ruvnet/ruflo) into .claude/skills/trader-train in your project. Claude Code loads it when a task matches its description.

How do I install Trader Train in Codex?

Run `npx skills add ruvnet/ruflo --skill trader-train -a codex`. Or copy the skill folder (plugins/ruflo-neural-trader/skills/trader-train in ruvnet/ruflo) into .agents/skills/trader-train in your project. Codex loads it when a task matches its description.

Can I use Trader Train 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 ruvnet/ruflo --skill trader-train -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/trader-train, .gemini/skills/trader-train, .github/skills/trader-train and .opencode/skills/trader-train in your project.

What does Trader Train need to run?

Going by SKILL.md and its folder, Trader Train needs the command-line tools its instructions call (npx and npm). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Bash, Read, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_train.

Does Trader Train access the network?

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

Is Trader Train 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 Trader Train use?

Trader Train is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Trader Train use?

About 398 tokens (SKILL.md is roughly 1.6k 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 Trader Train?

Skills that share tags, products or a category with Trader Train: Regime (jackson-video-resources/markov-hedge-fund-method, 483 stars), One-Line Stock Analysis Reports (mingli30119/stock-analysis, 619 stars), Fin Guru Quant Analysis (AojdevStudio/Finance-Guru, 322 stars) and Tradingview (gauss314/skills, 245 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Trader Train?

ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,012 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 7, 2026.

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