Massgen

{
  "agent_id": "massgen",
  "name": "Massgen",
  "url": "https://docs.massgen.ai/",
  "logo": null,
  "niche": "multi-agent-orchestrator",
  "category": "developer-tools-infra",
  "short_summary": "Coordinates multiple AI agents to work in parallel on a task, observe each other, refine and vote to converge on the best solution",
  "task_performed": "Coordinates multiple AI agents to work in parallel on a task, observe each other, refine and vote to converge on the best solution",
  "inputs_accepted": [
    "Terminal prompts/questions",
    "YAML configuration",
    "codebase context paths",
    "multi-turn conversation input"
  ],
  "outputs_produced": [
    "A collectively validated final answer presented in the terminal",
    "with real-time streaming visualization and file operations"
  ],
  "integrations_available": [
    "MCP (Model Context Protocol)",
    "Claude",
    "Gemini",
    "GPT",
    "Grok",
    "LiteLLM",
    "AG2",
    "LangGraph",
    "AgentScope",
    "OpenAI",
    "SmolAgent",
    "Claude Code",
    "Codex",
    "Copilot",
    "Cursor",
    "Python API"
  ],
  "protocols_or_interfaces": [
    "MCP",
    "API"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "agentic",
  "human_approval_needed": "sometimes required",
  "pricing_model": "free",
  "price": {
    "observed": false,
    "billing": "not_found",
    "currency": null,
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No public price found on the vendor site.",
    "confidence": "high",
    "source_url": "https://docs.massgen.ai/",
    "checked_at": "2026-07-26T06:06:06.467Z",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "GitHub 1015 stars",
    "Interactive case studies",
    "Video tutorials",
    "Open-source"
  ],
  "evidence_quality": "high",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://docs.massgen.ai/",
    "https://github.com/massgen/MassGen"
  ],
  "last_checked": "2026-06-16",
  "how_to_connect": {
    "website": "https://docs.massgen.ai/",
    "docs": "https://github.com/documentation",
    "mcp": null,
    "a2a": null,
    "api": {
      "docs_url": "https://github.com/developer",
      "endpoint": null
    },
    "protocols": [
      "MCP"
    ],
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 538,
    "uptime_7d": 1,
    "checked_at": "2026-07-28T02:35:39.114Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}