PineScript MCP Server

The PineScript MCP Server is a specialized Model Context Protocol (MCP) service designed to bridge the gap between AI assistants and the world of algorithmic trading on TradingView. By exposing a rich set of resources, tools, and prompts that encapsulate the full lifecycle of PineScript strategy development—creation, back‑testing, optimization, and performance analysis—the server lets developers harness the power of AI to write, refine, and deploy trading scripts with unprecedented speed and accuracy.

Problem Solved

Traditionally, building a robust PineScript strategy requires deep domain knowledge of market mechanics, meticulous coding in TradingView’s scripting language, and iterative back‑testing against historical data. Developers often juggle multiple tools: a code editor, TradingView’s web interface, and external data sources for market feeds. This fragmented workflow hampers rapid iteration and makes it difficult to embed domain expertise into an AI assistant. The PineScript MCP Server consolidates these steps into a single, programmable interface that Claude or any MCP‑compatible AI can call directly. This eliminates the need for manual copy‑paste, reduces context switching, and ensures that every AI interaction is grounded in the latest strategy state.

Core Capabilities

• Strategy Lifecycle Management – Create, edit, and version PineScript code through simple MCP calls. The server keeps a persistent memory bank that tracks every change, enabling rollbacks and audit trails.
• Back‑Testing Engine – Run historical simulations with configurable parameters (timeframe, symbol, risk settings) and retrieve detailed performance metrics such as Sharpe ratio, drawdown, and trade counts.
• Optimization Toolkit – Expose parameter sweeps or genetic algorithms that automatically tune strategy variables for maximum profitability while respecting risk constraints.
• TradingView Integration – Publish strategies directly to TradingView, subscribe to live alerts, and sync portfolio data so that AI suggestions are always aligned with the trader’s current holdings.
• Utility Scripts & Diagnostics – Built‑in scripts for server health checks, firewall exceptions, and port management simplify deployment across diverse operating systems.

Use Cases

• Rapid Prototyping – An AI assistant can generate a baseline PineScript strategy from natural language requirements, then iterate on it while the developer reviews each version in real time.
• Data‑Driven Strategy Refinement – Traders can ask the AI to analyze recent market conditions, suggest parameter adjustments, and immediately back‑test those changes through the MCP interface.
• Continuous Deployment – In a production environment, the server can automatically publish optimized strategies to TradingView and trigger live trading once performance thresholds are met.
• Educational Tool – New traders can experiment with AI‑generated scripts, observe back‑test results, and learn how different technical indicators affect performance.

Integration with AI Workflows

Developers embed the PineScript MCP Server into Claude Desktop or other MCP‑compatible assistants by adding it as a new tool. Once registered, the AI can invoke commands such as , , or with JSON payloads. The server responds with structured results, allowing the AI to craft natural‑language explanations, visual charts, or even trigger alerts. Because all interactions are stateless and idempotent, the AI can safely retry failed calls or orchestrate complex pipelines that involve multiple strategies and data feeds.

Unique Advantages

• Domain‑Specific Knowledge – The server’s prompts are tailored to TradingView’s PineScript syntax and conventions, giving the AI a deep understanding of market concepts without generic training data.
• End‑to‑End Automation – From code generation to live deployment, every step is exposed via MCP, enabling fully automated strategy pipelines that can run on a schedule or in response to market events.
• Cross‑Platform Flexibility – With multiple UI options (Next.js, Express, Electron) and comprehensive troubleshooting scripts, the server runs smoothly on Windows, macOS, or Linux without requiring a dedicated web server.
• Open‑Source Extensibility – The repository’s modular structure allows developers to add new tools, integrate alternative data providers, or customize the optimization algorithms to fit their own risk appetite.

In summary, the PineScript MCP Server empowers AI assistants to become true co‑developers for algorithmic trading. By consolidating strategy creation, testing, and deployment into a single, protocol‑driven service, it unlocks rapid experimentation, data‑driven decision making, and seamless integration with TradingView—all while keeping developers in full control of the final code.