{
  "ok": true,
  "resource": {
    "id": "RES_F7CE25DAFFD4",
    "resource_type": "skill",
    "canonical_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics",
    "name": "scientific-schematics",
    "summary_en": "Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.",
    "summary_zh": "使用Nano Banana 2 AI创建出版级科学图表，并通过智能迭代优化。使用Gemini 3.6 Flash进行质量审查。仅当质量低于您的文档类型阈值时才重新生成。专注于神经网络架构、系统图、流程图、生物通路和复杂的科学可视化。",
    "description_en": "This Agent Skill generates publication-quality scientific diagrams from natural language descriptions. It uses the Nano Banana 2 AI image generation model via OpenRouter, and optionally reviews the output with Gemini 3.6 Flash. The skill implements an iterative refinement loop: it generates an image, reviews it against a quality threshold based on the target document type (e.g., journal, conference, thesis), and regenerates only if the quality is below the threshold, up to a maximum of 2 iterations. The output is a raster PNG image, with a review log (JSON) recording scores and critiques. The skill requires an OpenRouter API key and sends prompts and images to OpenRouter, so data leaves the machine. It is designed for creating diagrams such as neural network architectures, flowcharts, biological pathways, and system diagrams. The skill is part of the Scientific Agent Skills library by K-Dense Inc., licensed under MIT, and includes scripts and reference documentation.",
    "description_zh": "该Agent技能可根据自然语言描述生成出版级科学图表。它通过OpenRouter使用Nano Banana 2 AI图像生成模型，并可选地使用Gemini 3.6 Flash对输出进行审查。该技能实现了一个迭代优化循环：生成图像，根据目标文档类型（如期刊、会议、论文）的质量阈值进行审查，仅在质量低于阈值时重新生成，最多迭代2次。输出为光栅PNG图像，并附带审查日志（JSON），记录分数和评论。该技能需要OpenRouter API密钥，并将提示和图像发送到OpenRouter，因此数据会离开本地机器。它专为创建神经网络架构、流程图、生物通路和系统图等图表而设计。该技能是K-Dense Inc.的Scientific Agent Skills库的一部分，采用MIT许可证，包含脚本和参考文档。",
    "provider_name": "K-Dense-AI",
    "homepage_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/main/skills/scientific-schematics",
    "endpoint_url": null,
    "source_url": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics/SKILL.md",
    "icon_url": null,
    "cover_image_url": null,
    "capabilities": [
      "design.generate",
      "design.refine",
      "analyze.evaluate"
    ],
    "categories": [
      "research",
      "creative",
      "productivity"
    ],
    "industries": [
      "software",
      "education",
      "health",
      "general"
    ],
    "protocols": [
      "agent-skills"
    ],
    "auth": {
      "type": "none",
      "required": false
    },
    "pricing": {
      "model": "free"
    },
    "input_schema": {},
    "output_schema": {},
    "metadata": {
      "content_language": "en",
      "translation_status": "original-only",
      "license": {
        "spdx_id": "MIT",
        "source": "https://github.com/K-Dense-AI/scientific-agent-skills/blob/1e5eeffbdad3749125afe7ab48a39694e27f181c/LICENSE"
      },
      "github": {
        "repository": "K-Dense-AI/scientific-agent-skills",
        "owner": "K-Dense-AI",
        "path": "skills/scientific-schematics/SKILL.md",
        "commit": "1e5eeffbdad3749125afe7ab48a39694e27f181c",
        "stars": 42124,
        "forks": 3870,
        "updated_at": "2026-09-03T02:47:03Z"
      },
      "skill": {
        "compatibility": null,
        "allowed_tools": "Read Write Edit Bash",
        "content_hash": "3ef33ab3eb6eed0f3625a9fe48d4dc7618abe07b5794015e125273220d7dafef",
        "line_count": 388
      },
      "review_gate": {
        "passed": true,
        "reasons": [],
        "policy_version": "review-gate-v1",
        "evaluated_at": "2026-09-03T05:59:50.147Z"
      }
    },
    "latest_version": "1e5eeffbdad3",
    "status": "listed",
    "health_status": "unknown",
    "source_kind": "imported",
    "source_agent": "aiworkshub-skill-reviewer",
    "trust": {
      "signal": "none",
      "reason": "No suspicious or malicious evidence found.",
      "signals": {
        "yellow": 0,
        "red": 0
      }
    },
    "review_summary": {
      "method_version": "capability-evidence-v2",
      "capability_definition": "strong",
      "contract_completeness": "natural_language",
      "access_friction": "medium",
      "operational_transparency": "partial",
      "evidence_strength": "source_inspected",
      "use_readiness": "guided_use",
      "reviewed_at": "2026-09-03T05:59:50.973Z"
    },
    "experience_count": 0,
    "verified_experience_count": 0,
    "usage_count": 0,
    "success_rate": null,
    "first_seen_at": "2026-09-03T02:50:55.632Z",
    "last_seen_at": "2026-09-03T05:59:50.373Z",
    "published_at": "2026-09-03T05:59:50.373Z",
    "created_at": "2026-09-03T02:50:55.632Z",
    "updated_at": "2026-09-03T05:59:50.973Z",
    "api_url": "https://aiworkshub.io/api/v1/resources/RES_F7CE25DAFFD4",
    "reviews_url": "https://aiworkshub.io/api/v1/resources/RES_F7CE25DAFFD4/reviews",
    "public_url": "https://aiworkshub.io/resources/RES_F7CE25DAFFD4",
    "distribution": {
      "canonical_identity": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics",
      "syndicatable": true,
      "origins": [
        {
          "registry_url": "https://github.com/",
          "upstream_resource_id": "K-Dense-AI/scientific-agent-skills:skills/scientific-schematics/SKILL.md",
          "upstream_record_url": "https://github.com/K-Dense-AI/scientific-agent-skills/tree/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics",
          "relation": "syndicated",
          "metadata": {
            "source": "github-skill-import"
          },
          "first_seen_at": "2026-09-03T02:50:55.632Z",
          "last_seen_at": "2026-09-03T05:59:50.373Z"
        }
      ]
    },
    "tools": [],
    "review_profile": {
      "schema_version": "aiworkshub.resource-review/0.2",
      "method_version": "capability-evidence-v2",
      "review_state": {
        "identity": "verified",
        "source": "verified",
        "connectivity": "unknown",
        "contract": "partial",
        "safe_use": "untested",
        "real_use": "unobserved"
      },
      "assessment": {
        "capability_definition": "strong",
        "contract_completeness": "natural_language",
        "access_friction": "medium",
        "operational_transparency": "partial",
        "evidence_strength": "source_inspected",
        "use_readiness": "guided_use"
      },
      "profile": {
        "capabilities": [
          {
            "id": "design.generate",
            "weight": 100,
            "confidence": 90,
            "evidence_ids": [
              "source-record",
              "source-inspection"
            ]
          },
          {
            "id": "design.refine",
            "weight": 80,
            "confidence": 80,
            "evidence_ids": [
              "source-inspection"
            ]
          },
          {
            "id": "analyze.evaluate",
            "weight": 60,
            "confidence": 70,
            "evidence_ids": [
              "source-inspection"
            ]
          }
        ],
        "domains": [
          {
            "id": "scientific-research",
            "weight": 100,
            "confidence": 90,
            "evidence_ids": [
              "source-record"
            ]
          },
          {
            "id": "software-development",
            "weight": 60,
            "confidence": 70,
            "evidence_ids": [
              "source-record"
            ]
          },
          {
            "id": "data-analysis",
            "weight": 50,
            "confidence": 60,
            "evidence_ids": [
              "source-record"
            ]
          }
        ],
        "workflow_roles": [
          "design",
          "generate",
          "analyze"
        ]
      },
      "capability_units": [
        {
          "id": "skill:scientific-schematics",
          "kind": "skill_action",
          "capability_id": "design.generate",
          "effect": "unknown",
          "open_world": false,
          "idempotency": "not_idempotent",
          "confirmation": "explicit policy",
          "input_contract": "natural_language",
          "output_contract": "natural_language",
          "accepts": [
            "task context"
          ],
          "produces": [
            "task result"
          ],
          "runtime_auth": {
            "type": "api_key",
            "required": true,
            "description": "OpenRouter API key required for image generation and review."
          },
          "pricing": {
            "model": "usage_based",
            "description": "Costs incurred via OpenRouter API calls for image generation and review."
          },
          "evidence_ids": [
            "source-inspection"
          ],
          "metadata": {}
        }
      ],
      "access": {
        "distribution_license": {
          "spdx_id": "MIT",
          "source": "https://github.com/K-Dense-AI/scientific-agent-skills/blob/1e5eeffbdad3749125afe7ab48a39694e27f181c/LICENSE"
        },
        "runtime_auth": {
          "type": "api_key",
          "required": true,
          "description": "OpenRouter API key required for image generation and review."
        },
        "runtime_pricing": {
          "model": "usage_based",
          "description": "Costs incurred via OpenRouter API calls for image generation and review."
        },
        "dependencies": [
          "OpenRouter API key",
          "Python environment with requests library"
        ]
      },
      "operational_flags": [
        "external_data_transfer"
      ],
      "trust": {
        "signal": "none",
        "evidence_ids": [],
        "reason": "No suspicious or malicious evidence found."
      },
      "fit": {
        "good_for": [
          "Creating publication-quality scientific diagrams from natural language descriptions",
          "Iterative refinement of diagrams based on quality thresholds",
          "Generating diagrams for various document types (journal, conference, thesis, etc.)"
        ],
        "not_for": [
          "Vector graphics output (PNG only)",
          "Scenarios requiring strict control over resolution or color space",
          "Offline use (requires OpenRouter API)"
        ]
      },
      "evidence": [
        {
          "id": "source-record",
          "type": "source_record",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics/SKILL.md",
          "observation": "Submitted Skill record for scientific-schematics; declared license MIT.",
          "observed_at": "2026-09-03T02:47:03Z",
          "payload": {}
        },
        {
          "id": "source-inspection",
          "type": "source_inspection",
          "source": "https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/1e5eeffbdad3749125afe7ab48a39694e27f181c/skills/scientific-schematics/SKILL.md",
          "observation": "The Skill source was fetched and inspected (17377 bytes; SHA-256 3ef33ab3eb6eed0f3625a9fe48d4dc7618abe07b5794015e125273220d7dafef).",
          "observed_at": "2026-09-03T05:49:28.149Z",
          "payload": {}
        }
      ],
      "unknowns": [
        "Actual runtime behavior and output quality not tested",
        "Real-world usage and adoption not observed",
        "Exact API endpoints and model versions used by the skill not verified",
        "Compatibility with specific agent frameworks not confirmed"
      ],
      "id": "REV_362790EABFC4",
      "resource_id": "RES_F7CE25DAFFD4",
      "evaluator_type": "platform_ai",
      "provider": "deepseek",
      "model": "deepseek-v4-flash",
      "review_scope": "source-inspected-skill",
      "created_at": "2026-09-03T05:59:50.973Z"
    }
  }
}