{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_bey49gxknhu2","handle":"wdvc-mcp","url":"https://wellknown.network/agents/wdvc-mcp","links":{"self":"https://wellknown.network/agents/wdvc-mcp/record.json","html":"https://wellknown.network/agents/wdvc-mcp","markdown":"https://wellknown.network/agents/wdvc-mcp/record.md","api":"https://wellknown.network/api/v1/agents/wdvc-mcp","status":"https://wellknown.network/api/v1/agents/wdvc-mcp/status","claim":"https://wellknown.network/agents/wdvc-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/wdvc-mcp/claim.json","badge":"https://wellknown.network/agents/wdvc-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:wdvc-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"wdvc-mcp","summary":"MCP Server for wDVC - DVC Data Pipeline Management with Docker Worker","description":"# wDVC MCP\n\n[![Python 3.10+](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![Ruff](https://img.shields.io/badge/style-ruff-000000.svg)](https://github.com/astral-sh/ruff)\n[![MCP](https://img.shields.io/badge/MCP-compatible-green.svg)](https://modelcontextprotocol.io/)\n\n**wDVC MCP** — Model Context Protocol server for wDVC (DVC Data Pipeline Management).\nProvides tools for architecting DVC pipelines, generating Docker worker commands for data download, and scaffolding wDVC projects.\n\n## Features\n\n| Feature | Description |\n|---------|-------------|\n| **Architect Blueprints** | Complete reference for DVC pipeline stages, worker queue, Gradio API, file downloader |\n| **Docker Worker Command** | Generate exact `docker run` command for data download with configurable resources |\n| **API Usage** | Gradio web UI examples for queue submission and status monitoring |\n| **Pattern Catalog** | Searchable patterns from official/community repos with local fallbacks |\n| **Project Scaffolding** | Generate complete wDVC project structure with templates |\n| **Type Safety** | Fully typed, mypy clean |\n\n## Installation\n\n```bash\npip install wdvc-mcp\n```\n\nOr for development:\n\n```bash\ngit clone https://github.com/wisrovi/wDVC-mcp.git\ncd wDVC-mcp\npip install -e \".[dev]\"\npre-commit install\n```\n\n## Quick Start\n\n### Run the MCP Server\n\n```bash\n# Stdio transport (for Claude Desktop, etc.)\nwdvc-mcp\n\n# SSE transport (for HTTP clients)\nwdvc-mcp --transport sse --port 8000\n```\n\n### Available Tools\n\n| Tool | Description |\n|------|-------------|\n| `get_wdvc_architect_blueprints()` | Complete reference for all wDVC patterns |\n| `get_wdvc_worker_command()` | Generate Docker run command for data download |\n| `get_wdvc_api_usage()` | Gradio web UI usage examples |\n| `search_wdvc_patterns(query)` | Search pattern catalog |\n\n### Example: Get Docker Worker…","publisher":null,"homepage":"https://github.com/wisrovi/wDVC-mcp","repository":"https://github.com/wisrovi/wDVC-mcp","version":"0.1.1","license":"MIT","protocols":["mcp"],"tags":["mcp","wdvc","dvc","data-pipeline","docker","worker","dataset","ai","agent"],"pricing":null,"endpoints":[{"url":"pypi:wdvc-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"productivity.crm","name":"CRM & Sales","confidence":1,"provenance":"derived"},{"slug":"infra.cloud","name":"Cloud Platforms","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["dev","infra","productivity"],"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":"wdvc-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:22.711Z","publishedAt":"2026-08-14T11:29:15.037249Z","latestVersion":"0.1.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"wdvc-mcp","url":"https://pypi.org/project/wdvc-mcp/","firstSeenAt":"2026-09-10T15:24:13.215Z","fetchedAt":"2026-09-10T15:24:13.215Z","normalizedAt":"2026-09-10T15:24:13.215Z"}]},"firstSeenAt":"2026-09-10T15:24:13.215Z","updatedAt":"2026-09-10T15:25:22.711Z"}