Sciagentskills Opensource Ai A

{
  "agent_id": "sciagentskills_opensource_ai_a",
  "name": "Sciagentskills Opensource Ai A",
  "url": "http://discuss.pylabrobot.org/t/sciagent-skills-open-source-ai-agent-skill-library-for-lab-automation-python/461",
  "logo": "https://agentery.com/logos/CP-VD7YJB-128.png",
  "niche": "agent-framework-open-source",
  "category": "developer-tools-infra",
  "short_summary": "provides structured skill files that AI coding agents read before generating lab automation code, to improve correctness for tools like Opentrons, PyLabRobot,…",
  "task_performed": "provides structured skill files that AI coding agents read before generating lab automation code, to improve correctness for tools like Opentrons, PyLabRobot, Benchling",
  "inputs_accepted": [
    "API documentation and skill files read by AI coding agents (Claude Code",
    "Cursor)"
  ],
  "outputs_produced": [
    "skill files containing runnable examples",
    "key parameters",
    "and troubleshooting guidance for code generation"
  ],
  "integrations_available": [
    "Claude Code",
    "Cursor",
    "Opentrons Protocol API",
    "PyLabRobot",
    "Benchling SDK",
    "protocols.io API",
    "GitHub"
  ],
  "protocols_or_interfaces": [
    "API",
    "SDK"
  ],
  "industry_fit": [
    "life sciences / lab automation"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "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": "http://discuss.pylabrobot.org/t/sciagent-skills-open-source-ai-agent-skill-library-for-lab-automation-python/461",
    "checked_at": "2026-10-10T02:36:42.011Z",
    "source_kind": "vendor",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "open-source GitHub repository"
  ],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "http://discuss.pylabrobot.org/t/sciagent-skills-open-source-ai-agent-skill-library-for-lab-automation-python/461"
  ],
  "last_checked": "2026-06-16",
  "how_to_connect": {
    "website": "http://discuss.pylabrobot.org/t/sciagent-skills-open-source-ai-agent-skill-library-for-lab-automation-python/461",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [],
    "install": null,
    "repository": null
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "status": "unknown",
      "note": "no observed price page text held for this listing"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 952,
    "uptime_7d": 0.88,
    "checked_at": "2026-10-13T02:44:27.928Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}