{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yqwkr2xgd9y9","handle":"vnstock-mcp","url":"https://wellknown.network/agents/vnstock-mcp","links":{"self":"https://wellknown.network/agents/vnstock-mcp/record.json","html":"https://wellknown.network/agents/vnstock-mcp","markdown":"https://wellknown.network/agents/vnstock-mcp/record.md","api":"https://wellknown.network/api/v1/agents/vnstock-mcp","status":"https://wellknown.network/api/v1/agents/vnstock-mcp/status","claim":"https://wellknown.network/agents/vnstock-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/vnstock-mcp/claim.json","badge":"https://wellknown.network/agents/vnstock-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:vnstock-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"vnstock-mcp","summary":"Vietnamese Stock Market MCP Server - FastMCP 2.0","description":"# VNStock MCP Server\n\nThe unofficial MCP server that provides Vietnamese stock market financial data, allowing you to interact with your Claude Desktop using natural language processing capabilities.\n\n## Features\n\n- 🚀 **Dual Transport Support**: Auto-detects STDIO (local) or HTTP (cloud) transport\n- ☁️ **Cloud Deployment**: One-click deploy to Render.com free tier\n- 🤖 **LLM-Powered**: Natural language processing with Anthropic Claude\n- 📊 **Beautiful Output**: Formatted tables, charts, and data visualization\n- 🔧 **Tool Management**: Automatic tool discovery and validation\n- 🎯 **Smart Parsing**: Vietnamese stock symbol and date format support\n- ⚡ **Error Handling**: Robust error recovery and user-friendly messages\n\n## Quick Start\n\n### 1. Installation\n\n**For End Users (Recommended)**\n```bash\n# Install from PyPI and run directly\nuvx vnstock-mcp@latest\n```\n\n**For Developers**\n```bash\n# Clone the repository\ngit clone https://github.com/gahoccode/vnstock-mcp.git\ncd vnstock-mcp\n\n# Install uv if you don't have it\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n\n# Install dependencies\nuv sync\n```\n\n### 2. Run the Server\n\n**End Users (uvx method)**\n```bash\n# Run directly from PyPI\nuvx vnstock-mcp@latest\n```\n\n**Developers (local development)**\n```bash\n# Run from source\nuv run python src/vnstock_mcp/server.py\n```\n\n## Usage Examples\n\n```\n> Show me FPT's financial statements for 2024\n> What are HPG's key financial ratios?\n> Get VCB exchange rates for today\n```\n\n### Project Structure\n\n```\nvnstock-mcp/\n├── pyproject.toml          # Project configuration and dependencies\n├── src/\n│   └── vnstock_mcp/        # Python package\n│       ├── __init__.py     # Package initialization\n│       ├── server.py       # MCP server (API Layer)\n│       ├── config.py       # Configuration constants\n│       ├── exceptions.py   # Custom exceptions\n│       ├── core/           # Service Layer (business logic)\n│       │   ├── base.py     # BaseService with async patterns\n│       │   ├── financial.py\n│…","publisher":null,"homepage":null,"repository":"https://github.com/gahoccode/vnstock-mcp","version":"0.3.0","license":null,"protocols":["mcp"],"tags":["vietnam","stock","market","mcp","fastmcp","financial","vnstock"],"pricing":null,"endpoints":[{"url":"pypi:vnstock-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":1,"provenance":"derived"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":0.836,"provenance":"derived"}],"categories":["analytics","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"vnstock-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:16.488Z","publishedAt":"2026-03-09T13:28:13.057485Z","latestVersion":"0.3.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"vnstock-mcp","url":"https://pypi.org/project/vnstock-mcp/","firstSeenAt":"2026-09-10T15:23:50.285Z","fetchedAt":"2026-09-10T15:23:50.285Z","normalizedAt":"2026-09-10T15:23:50.285Z"}]},"firstSeenAt":"2026-09-10T15:23:50.285Z","updatedAt":"2026-09-10T15:25:16.488Z"}