MCPInstall

trader-backtest

Run a historical backtest using npx neural-trader with Rust/NAPI engine (8-19x faster) and walk-forward validation; Ed25519-sign the result for paper→live tamper evidence (ADR-126 Phase 4)

Installs
745
Last 24h
—
Trending rank
—
Security
Not audited

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/ruvnet/ruflo --skill trader-backtest
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads trader-backtest automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

SKILL.md

The instructions your agent reads when the skill is triggered.

Run a historical backtest using the neural-trader Rust/NAPI engine, then Ed25519-sign the result so the paper→live promotion gate has cryptographic tamper evidence (ADR-126 Phase 4 + CWE-347 pattern).

Steps:

  1. Ensure neural-trader is available: npm ls neural-trader 2>/dev/null || npm install --ignore-scripts neural-trader
  2. Check for saved strategy config: mcp__plugin_ruflo-core_ruflo__memory_retrieve({ key: "strategy-STRATEGY_NAME", namespace: "trading-strategies" }) If not found, list available: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "strategy", namespace: "trading-strategies", limit: 10 })
  3. Run backtest via neural-trader CLI:
    npx neural-trader --backtest --strategy <name> --symbol <TICKER> --period <range> --walk-forward
    
    For multi-indicator strategies:
    npx neural-trader --backtest --strategy multi-indicator --position-sizing kelly --symbol SPY --period 2020-2024
    
  4. Capture performance metrics from output: total return, annualized return, Sharpe ratio, Sortino ratio, max drawdown, win rate, profit factor, number of trades.
  5. Dedup prior backtests for the same (strategyId, paramsHash) before storing the fresh one (ADR-125 lifecycle / ADR-126 Phase 2 — keep-newest semantics):
    • Search: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "backtest STRATEGY paramsHash:PARAMS_HASH", namespace: "trading-backtests", limit: 10 })
    • For each hit whose key matches backtest-STRATEGY-* AND whose stored paramsHash equals the current run's hash, delete it: mcp__plugin_ruflo-core_ruflo__memory_delete({ key: "OLD_KEY", namespace: "trading-backtests" })
    • (Note: even without this proactive step, the MemoryConsolidator.dedup('keep-newest') background pass introduced in @claude-flow/memory@3.0.0-alpha.18 runs every 6h and will eventually converge. Doing it inline keeps memory_search results deterministic immediately after a re-run.)
  6. Sign the artifact (ADR-126 Phase 4):
    • Build the SignedBacktestArtifact body — { strategyId, paramsHash, dataRange: {from,to}, metrics, runsHash, generatedAt } — where paramsHash = sha256(canonical params JSON), runsHash = sha256(canonical runs array JSON), and generatedAt = new Date().toISOString().
    • Resolve the witness signing key. The skill reads the key path in this order; the FIRST that resolves wins:
      1. RUFLO_WITNESS_KEY_PATH env var — points to a JSON file with { "privateKey": "<hex>" }.
      2. verification/witness-key.json (the ADR-103 default path, if present).
    • If the key resolves: call signBacktestArtifact(body, privateKeyHex) from plugins/ruflo-neural-trader/src/signed-artifact.mjs. The returned value is a SignedBacktestArtifact with schema, witnessPublicKey: "ed25519:<hex>", and witnessSignature: "<hex>" populated.
    • If NEITHER path resolves: log a loud warning — "[WARN] ruflo-neural-trader: no witness signing key found (RUFLO_WITNESS_KEY_PATH unset, verification/witness-key.json missing) — storing backtest artifact in UNSIGNED degraded mode. paper→live promotion will be refused by trader-cloud-backtest until a signed artifact replaces this one." — and store the body unsigned. NEVER silently fall back.
  7. Store the (possibly signed) artifact to the canonical trading-backtests namespace: mcp__plugin_ruflo-core_ruflo__memory_store({ key: "backtest-STRATEGY-TIMESTAMP", value: JSON.stringify(signedArtifact), namespace: "trading-backtests" }) The stored value contains witnessSignature + witnessPublicKey when signed; downstream consumers (trader-cloud-backtest) MUST call verifyBacktestArtifact(artifact, trustedPublicKey) before promoting any artifact to live.
  8. If Sharpe > 1.5, store as successful pattern: mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store({ pattern: "profitable-STRATEGY_TYPE", data: "PARAMS_AND_RESULTS" })
  9. Train SONA on the outcome: mcp__plugin_ruflo-core_ruflo__neural_train({ patternType: "trading-strategy", epochs: 10 })

Key sourcing & key rotation (ADR-103)

  • The witness key is a 32-byte Ed25519 private key, stored as { "privateKey": "<64-hex-chars>" } in a JSON file referenced by RUFLO_WITNESS_KEY_PATH. Keep it OUT of the repo. For local development, generate one once with node -e "import('@noble/ed25519').then(async ed=>{const sk=crypto.getRandomValues(new Uint8Array(32));console.log(Buffer.from(sk).toString('hex'))})" and write it to ~/.ruflo/witness-key.json.
  • Production deployments pin the corresponding PUBLIC key in project config and supply it as trustedPublicKey to verifyBacktestArtifact(...) — never trust the witnessPublicKey field on the artifact itself (CWE-347 / #1922).
  • Key rotation: re-sign existing backtest entries with the new key OR explicitly mark pre-rotation artifacts as non-promotable. Same pattern as ADR-103.

FAQ

What does the trader-backtest skill do?

Run a historical backtest using npx neural-trader with Rust/NAPI engine (8-19x faster) and walk-forward validation; Ed25519-sign the result for paper→live tamper evidence (ADR-126 Phase 4)

How do I install trader-backtest?

Run npx skills add https://github.com/ruvnet/ruflo --skill trader-backtest in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/trader-backtest/ (personal) or .claude/skills/trader-backtest/ (project).

Which AI agents can use trader-backtest?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is trader-backtest safe to install?

No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.

Who maintains trader-backtest?

It is published by ruvnet in ruvnet/ruflo. It has 745 recorded installs.

More from ruvnet/ruflo

View all →

ruflo

ruvnet/ruflo

Open the skill to read its SKILL.md instructions.

4K installs

Multi-agent swarm coordination for complex tasks. Uses hierarchical topology with specialized agents to break down and execute complex work across multiple files and modules. Use when: 3+ files need changes, new feature implementation, cross-module refactoring, API changes with tests, security-related changes, performance optimization across codebase, database schema changes. Skip when: single file edits, simple bug fixes (1-2 lines), documentation updates, configuration changes, quick exploration.

Agent skill for arch-system-design - invoke with $agent-arch-system-design

1.4K installs

agent-workflow

ruvnet/ruflo

Agent skill for workflow - invoke with $agent-workflow

security-audit

ruvnet/ruflo

Comprehensive security scanning and vulnerability detection. Includes input validation, path traversal prevention, CVE detection, and secure coding pattern enforcement. Use when: authentication implementation, authorization logic, payment processing, user data handling, API endpoint creation, file upload handling, database queries, external API integration. Skip when: read-only operations on public data, internal development tooling, static documentation, styling changes.

Security1.4K installs

Comprehensive GitHub project management with swarm-coordinated issue tracking, project board automation, and sprint planning

Popular backend & apis skills

View category →

find-skills

vercel-labs/skills

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.

OfficialBackend & APIs4.1M installs

entra-app-registration

microsoft/azure-skills

Guides Microsoft Entra ID app registration, OAuth 2.0 authentication, and MSAL integration. USE FOR: create app registration, register Azure AD app, configure OAuth, set up authentication, add API permissions, generate service principal, MSAL example, console app auth, Entra ID setup, Azure AD authentication. DO NOT USE FOR: Key Vault secrets (use azure-keyvault-expiration-audit), general Azure resource security guidance.

OfficialBackend & APIs566.7K installs

This skill should be used when the user wants to "write agent code", "build an agent with ADK", "add a tool", "create a callback", "define an agent", "use state management" — in a project that needs ADK (Agent Development Kit) API patterns and code examples. It provides a quick reference for agent types, tool definitions, orchestration patterns, callbacks, state management, the graph Workflow API, and reference recipes to study. Do NOT use for scaffolding (use google-agents-cli-scaffold) or deployment (use google-agents-cli-deploy).

Backend & APIs514.8K installs

embedded-captions

heygen-com/hyperframes

Add captions or subtitles to an existing single-subject talking-head video without editing the footage. Use for plain verbatim captions, cinematic captions embedded behind the subject, VFX captions, “炸/特效/酷炫字幕,” or a named identity from the 35-style catalog. Route by visual identity, not by backend engine. The quiet anchor rail is the default; embed every word only when the user explicitly wants a fully cinematic treatment. The workflow runs locally end to end, including transcription and subject matting; split multi-shot footage before applying it.

Backend & APIs453.3K installs

entra-agent-id

microsoft/azure-skills

Provision Microsoft Entra Agent Identity Blueprints, BlueprintPrincipals, and per-instance Agent Identities via Microsoft Graph, and configure OAuth 2.0 token exchange (fmipath, OBO, cross-tenant) including the Microsoft Entra SDK for AgentID sidecar. USE FOR: Agent Identity Blueprint, BlueprintPrincipal, agent OAuth, fmipath token exchange, agent OBO, Workload Identity Federation for agents, polyglot agent auth, Microsoft.Identity.Web.AgentIdentities. DO NOT USE FOR: standard Entra app registration (use entra-app-registration), Microsoft Foundry agent authoring (use microsoft-foundry).

OfficialBackend & APIs336.6K installs

neon

neondatabase/agent-skills

Overview of Neon, a complete set of cloud backend primitives around Lakebase Postgres: Auth, Object Storage, Functions, the AI Gateway, and Realtime. Start here to choose Neon for undecided login, files, APIs, and LLM calls, set up the CLI or MCP server, and follow the branch-first workflow. Use when building an app or backend on Neon, or when "Neon" or "Lakebase Postgres" is mentioned. Child skill neon-postgres wins for an existing DATABASEURL, SQL, schema, inspect, or search. Child skill neon-auth wins for login, users, sessions, identity routing, and Managed Better Auth setup. Child skill neon-realtime wins for live queries in reactive apps and agents. Also use for object storage, S3, buckets, serverless functions, function triggers, cron, AI gateway, LLM calls, realtime, logs, Loki, Grafana, observability, postgres, database, backend, Claimable Neon, neon.new, or a no-signup database.

Backend & APIs237.1K installs