{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_5auen2edp8ug","handle":"mcp-dataforge","url":"https://wellknown.network/agents/mcp-dataforge","links":{"self":"https://wellknown.network/agents/mcp-dataforge/record.json","html":"https://wellknown.network/agents/mcp-dataforge","markdown":"https://wellknown.network/agents/mcp-dataforge/record.md","api":"https://wellknown.network/api/v1/agents/mcp-dataforge","status":"https://wellknown.network/api/v1/agents/mcp-dataforge/status","claim":"https://wellknown.network/agents/mcp-dataforge/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-dataforge/claim.json","badge":"https://wellknown.network/agents/mcp-dataforge/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-dataforge/history","tools":"https://wellknown.network/api/v1/agents/mcp-dataforge/tools"},"ard":{"identifier":"urn:air::server:mcp-dataforge","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-dataforge","summary":"Multi-agent data engineering framework — MCP-native","description":"# ⚒️ mcp-dataforge\n\n**Multi-agent data engineering framework — MCP-native.**\n\nTurn natural language into data pipeline actions. Six specialist agents collaborate through the Model Context Protocol (MCP) to build, validate, and monitor your data infrastructure.\n\n[![Tests](https://img.shields.io/badge/tests-153%20passing-brightgreen)](#)\n[![Python](https://img.shields.io/badge/python-3.11%2B-blue)](#)\n[![License](https://img.shields.io/badge/license-Apache%202.0-blue)](#)\n\n---\n\n## Quick Start\n\n```bash\n# Install\npip install mcp-dataforge\n\n# Initialize a project\ndataforge init\n\n# Run a task\ndataforge run \"profile the customers table and check for nulls\"\n\n# Start the web dashboard\ndataforge web\n# → http://localhost:8080\n```\n\n---\n\n## Architecture\n\n```\nMCP Client (Claude Code, Cursor, etc.)\n        │\n        │ MCP Protocol (stdio)\n        ▼\n┌─────────────────────────────────────┐\n│     Orchestrator MCP Server          │\n│  route_task · execute_task           │\n│  execute_parallel · execute_mixed    │\n│  list_agents · get_pipeline_status   │\n├─────────────────────────────────────┤\n│                                     │\n│  ┌──────┐ ┌──────┐ ┌──────┐        │\n│  │Pipeline│ │  DQ  │ │Schema│        │\n│  └──────┘ └──────┘ └──────┘        │\n│  ┌──────┐ ┌──────┐ ┌──────┐        │\n│  │Catalog│ │Observ│ │Orch  │        │\n│  └──────┘ └──────┘ └──────┘        │\n│                                     │\n│  Sequential · Parallel · Mixed      │\n└─────────────────────────────────────┘\n```\n\n### Execution Modes\n\n| Mode | Description | Example |\n|------|-------------|---------|\n| **Sequential** | Agents run one after another, context passes between them | Profile → Detect drift → Generate migration |\n| **Parallel** | Multiple agents run concurrently, results merged | Scan schema + check health + search catalog |\n| **Mixed** | Multi-stage: parallel groups followed by sequential steps | [DQ + Schema] in parallel → Catalog |\n\n---\n\n## Built-in Agents\n\n| Agent | Tools | Description |\n|-------|--…","publisher":{"name":"dateng6","url":null},"homepage":null,"repository":null,"version":"0.1.0","license":"Apache 2.0","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:mcp-dataforge","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":0.905,"provenance":"derived"}],"categories":["automation"],"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":"mcp-dataforge","registry":"pypi","observedAt":"2026-10-28T10:24:36.412Z","publishedAt":"2026-06-18T05:27:49.437395Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-dataforge","url":"https://pypi.org/project/mcp-dataforge/","firstSeenAt":"2026-09-10T01:19:55.577Z","fetchedAt":"2026-10-28T10:24:01.019Z","normalizedAt":"2026-10-28T10:24:01.019Z"}]},"firstSeenAt":"2026-09-10T01:19:55.577Z","updatedAt":"2026-10-28T10:24:36.412Z"}