Agent skill

Trader Portfolio

Optimize portfolio allocation using npx neural-trader mean-variance engine with risk constraints and rebalancing plan

MITAuto-check: notes

Install Trader Portfolio

skills CLI

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

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

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio --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-portfolio .claude/skills/trader-portfolio && 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/

Paste into Claude Code

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .claude/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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

$skill-installer install https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio

Type 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.

skills CLI

$ npx skills add ruvnet/ruflo --skill trader-portfolio -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-portfolio .agents/skills/trader-portfolio && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .agents/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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.

skills CLI

$ npx skills add ruvnet/ruflo --skill trader-portfolio -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-portfolio .cursor/skills/trader-portfolio && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .cursor/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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

$ gemini skills install https://github.com/ruvnet/ruflo.git --path plugins/ruflo-neural-trader/skills/trader-portfolio

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add ruvnet/ruflo --skill trader-portfolio -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-portfolio .gemini/skills/trader-portfolio && rm -rf skills-src

Use ~/.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/

Paste into Gemini CLI

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .gemini/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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.

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio

Installs 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).

skills CLI

$ npx skills add ruvnet/ruflo --skill trader-portfolio -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-portfolio .github/skills/trader-portfolio && rm -rf skills-src

Use ~/.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/

Paste into GitHub Copilot

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .github/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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.

skills CLI

$ npx skills add ruvnet/ruflo --skill trader-portfolio -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install ruvnet/ruflo trader-portfolio --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-neural-trader/skills/trader-portfolio .opencode/skills/trader-portfolio && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "trader-portfolio" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-neural-trader/skills/trader-portfolio into .opencode/skills/trader-portfolio/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "trader-portfolio", 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: trader-portfolio
GitHub stars: 74k
Token cost: ~475 tokens
SKILL.md length: 98 words
Files: 1
Skills in repo: 265
Repo updated: Oct 10, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Optimize portfolio allocation using npx neural-trader mean-variance engine with risk constraints and rebalancing plan

Works in 8 steps: Ensure neural-trader is available → Load current portfolio → Run portfolio optimization → …
Calls npx and npm

What it does

Trader Portfolio is an agent skill from ruvnet/ruflo. Optimize portfolio allocation using npx neural-trader mean-variance engine with risk constraints and rebalancing plan

Its SKILL.md is about 480 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It works with Model Context Protocol. 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.

Example prompts

“/trader-portfolio”

Requirements

Node.js
Pre-approved tools (allowed-tools): Bash, Read, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_retrieve, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_predict, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search

Workflow steps

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

Ensure neural-trader is available
Load current portfolio
Run portfolio optimization
Get risk metrics
Use SONA for expected return prediction
Generate rebalancing plan
Search for similar allocations in history
Store optimized allocation

What it can do on your machine

Read from SKILL.md and the folder at commit 6c04654. 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_retrieve
- mcp__plugin_ruflo-core_ruflo__memory_search
- mcp__plugin_ruflo-core_ruflo__neural_predict
- mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search
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 Portfolio loads about 475 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 98 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~34
When it runs · the whole SKILL.md, loaded when a task matches: ~475

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_retriev

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

Download SKILL.mdSave it as .claude/skills/trader-portfolio/SKILL.md (or your agent's skills folder).

name: trader-portfolio
description: Optimize portfolio allocation using npx neural-trader mean-variance engine with risk constraints and rebalancing plan
allowed-tools: Bash, Read, mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_retrieve, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_predict, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search
argument-hint: [--risk-target NUMBER]

Optimize portfolio allocation using neural-trader's portfolio engine.

Steps:

Ensure neural-trader is available: npm ls neural-trader 2>/dev/null || npm install --ignore-scripts neural-trader
Load current portfolio: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "current portfolio holdings", namespace: "trading-portfolio" })

Run portfolio optimization:

bash

npx neural-trader --portfolio optimize

With risk target:

bash

npx neural-trader --portfolio optimize --risk-target <number>

Get risk metrics:

bash

npx neural-trader --risk assess --portfolio current
npx neural-trader --var --portfolio current
npx neural-trader --correlation --portfolio current --flag-threshold 0.8

Use SONA for expected return prediction: mcp__plugin_ruflo-core_ruflo__neural_predict({ input: "expected returns for [HOLDINGS] given current regime" })
Generate rebalancing plan:
bash
```
npx neural-trader --portfolio rebalance
```
Output: trades needed, current vs target weights, estimated costs
Search for similar allocations in history: mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search({ query: "optimized portfolio Sharpe > 1", namespace: "trading-portfolio" })
Store optimized allocation: mcp__plugin_ruflo-core_ruflo__memory_store({ key: "portfolio-optimal-TIMESTAMP", value: "ALLOCATION_JSON", namespace: "trading-portfolio" })

Files

Just SKILL.md in plugins/ruflo-neural-trader/skills/trader-portfolio of ruvnet/ruflo.

Open the folder on GitHubat commit 6c04654

Compare with similar skills

Trader Portfolio 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 Portfolio compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Trader Portfolio this skillruvnet/ruflo	74k	—	~475	Automated safety check: Notes	MIT	today
MCP Server Builderanthropics/skills	180k	63 repos	~2.3k	Automated safety check: Pass	Apache-2.0	yesterday
MCP Server BuildershareAI-lab/learn-claude-code	78k	4 repos	~1.2k	Automated safety check: Pass	MIT	12 days ago
MCP Integration for Pluginsanthropics/claude-plugins-official	38k	11 repos	~3.1k	Automated safety check: Pass	Apache-2.0	yesterday
Figma use_figma Plugin API Ruleswarpdotdev/warp	65k	4 repos	~4.4k	Automated safety check: Pass	AGPL-3.0	today
Stitch to Remotion Walkthrough Videosgoogle-labs-code/stitch-skills	8.5k	6 repos	~3.2k	Automated safety check: Notes	Apache-2.0	1 mo ago

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Questions about Trader Portfolio

What does Trader Portfolio do?

Optimize portfolio allocation using npx neural-trader mean-variance engine with risk constraints and rebalancing plan. Trader Portfolio is an agent skill from ruvnet/ruflo.

How do I install Trader Portfolio in Claude Code?

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

How do I install Trader Portfolio in Codex?

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

Can I use Trader Portfolio 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-portfolio -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-portfolio, .gemini/skills/trader-portfolio, .github/skills/trader-portfolio and .opencode/skills/trader-portfolio in your project.

What does Trader Portfolio need to run?

Going by SKILL.md and its folder, Trader Portfolio 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_retrieve, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__neural_predict, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search.

Does Trader Portfolio 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 Portfolio 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 Portfolio use?

Trader Portfolio 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 Portfolio use?

About 475 tokens (SKILL.md is roughly 1.9k 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 Portfolio?

Skills that share tags, products or a category with Trader Portfolio: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Trader Portfolio?

ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,222 GitHub stars. The repository holds 265 skills in this directory. The repository was last updated on October 10, 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.

Trader Portfolio

Install Trader Portfolio

Facts

At a glance

What it does

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

MCP Server Builder

MCP Server Builder

MCP Integration for Plugins

Figma use_figma Plugin API Rules

Stitch to Remotion Walkthrough Videos

MCP Development

More from ruvnet/ruflo

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SPARC Development Methodology

Swarm Orchestration

Ruflo Multi-Agent Orchestration

Agent Coordination

Questions about Trader Portfolio

Install Trader Portfolio

Facts

At a glance

What it does

Example prompts

Requirements

Workflow steps

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Files

Compare with similar skills

Similar skills

More from ruvnet/ruflo

Related

Questions about Trader Portfolio