{
  "schema_version": "2026-03-26",
  "id": "model-serving",
  "slug": "model-serving",
  "display_name": "Model Serving",
  "description": "Model serving workflow skill. Use this skill when a team needs to design, review, or harden online inference, batch inference, feature contracts, rollout safety, or operational behavior for ML-powered services.",
  "version": "0.0.1",
  "category": "machine-learning",
  "raw_category": "machine-learning",
  "taxonomy": {
    "raw_category": "machine-learning",
    "canonical_category": "machine-learning",
    "inferred_category": "machine-learning",
    "category_source": "frontmatter"
  },
  "tags": [
    "model-serving",
    "inference",
    "mlops",
    "rollout",
    "latency",
    "reliability"
  ],
  "complexity": "advanced",
  "risk": "safe",
  "source": "omni-team",
  "author": "Omni Skills Team",
  "dates": {
    "added": "2026-03-28",
    "updated": "2026-03-28"
  },
  "entrypoint": "skills/model-serving/SKILL.md",
  "paths": {
    "root": "skills/model-serving",
    "manifest": "dist/manifests/model-serving.json",
    "metadata": "skills/model-serving/metadata.json"
  },
  "compatibility": {
    "tools": [
      "claude-code",
      "cursor",
      "gemini-cli",
      "codex-cli",
      "antigravity",
      "opencode"
    ],
    "install_targets": [
      {
        "tool": "claude-code",
        "scope": "user-global",
        "default_path": "~/.claude/skills",
        "installer_flag": "--claude",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": ">> /skill-name help me..."
      },
      {
        "tool": "cursor",
        "scope": "user-global",
        "default_path": "~/.cursor/skills",
        "installer_flag": "--cursor",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": "@skill-name"
      },
      {
        "tool": "gemini-cli",
        "scope": "user-global",
        "default_path": "~/.gemini/skills",
        "installer_flag": "--gemini",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": "Use @skill-name to..."
      },
      {
        "tool": "codex-cli",
        "scope": "user-global",
        "default_path": "~/.codex/skills",
        "installer_flag": "--codex",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": "Use @skill-name to..."
      },
      {
        "tool": "antigravity",
        "scope": "user-global",
        "default_path": "~/.gemini/antigravity/skills",
        "installer_flag": "--antigravity",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": "Use @skill-name to... (Agent Mode)"
      },
      {
        "tool": "opencode",
        "scope": "project-local",
        "default_path": ".opencode/skills",
        "installer_flag": "--opencode",
        "current_installer_behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset.",
        "invocation": "opencode run @skill-name"
      }
    ]
  },
  "resources": {
    "sub_resources": [
      "agents",
      "examples",
      "references",
      "scripts"
    ],
    "artifacts_count": 7,
    "references_count": 2,
    "agents_count": 1,
    "assets_count": 0
  },
  "dependencies": {
    "skills": [],
    "external": []
  },
  "install": {
    "strategy": "copy-skill-directory",
    "current_installer": "npx omni-skills installs the full library by default today, and also supports selective installation with --skill and --bundle.",
    "recipes": [
      {
        "tool": "claude-code",
        "command": "npx omni-skills --claude",
        "scope": "user-global",
        "default_path": "~/.claude/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      },
      {
        "tool": "cursor",
        "command": "npx omni-skills --cursor",
        "scope": "user-global",
        "default_path": "~/.cursor/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      },
      {
        "tool": "gemini-cli",
        "command": "npx omni-skills --gemini",
        "scope": "user-global",
        "default_path": "~/.gemini/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      },
      {
        "tool": "codex-cli",
        "command": "npx omni-skills --codex",
        "scope": "user-global",
        "default_path": "~/.codex/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      },
      {
        "tool": "antigravity",
        "command": "npx omni-skills --antigravity",
        "scope": "user-global",
        "default_path": "~/.gemini/antigravity/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      },
      {
        "tool": "opencode",
        "command": "npx omni-skills --opencode",
        "scope": "project-local",
        "default_path": ".opencode/skills",
        "behavior": "Installs the full Omni Skills library by default. Use --skill or --bundle to install only a selected subset."
      }
    ]
  },
  "classification": {
    "maturity": {
      "skill_level": 3,
      "skill_level_label": "resources",
      "has_scripts": true,
      "has_extra_files": true
    },
    "best_practices": {
      "score": 97,
      "tier": "excellent",
      "signals": {
        "workflow_steps_count": 5,
        "workflow_section_length": 520,
        "when_to_use_section_length": 410,
        "best_practices_items_count": 6,
        "best_practices_section_length": 395,
        "troubleshooting_items_count": 0,
        "troubleshooting_section_length": 888,
        "resources_items_count": 4,
        "resources_section_length": 238,
        "examples_section_length": 887,
        "examples_code_blocks_count": 6,
        "related_skills_section_length": 278,
        "decision_assets_count": 10,
        "table_count": 7,
        "linked_resource_families_count": 4,
        "linked_resource_families": [
          "agents",
          "examples",
          "references",
          "scripts"
        ],
        "support_links_count": 4,
        "support_files_count": 5,
        "references_files_count": 2,
        "scripts_files_count": 1,
        "examples_files_count": 1,
        "agents_files_count": 1,
        "assets_files_count": 0,
        "tools_count": 6,
        "tags_count": 6,
        "body_density": 6.43
      }
    },
    "quality": {
      "score": 95,
      "tier": "platinum",
      "breakdown": {
        "body": 16,
        "description": 10,
        "metadata": 12,
        "recency": 8,
        "resources": 10,
        "best_practices": 9,
        "semantic_depth": 16,
        "operational_depth": 10,
        "support_pack": 10
      }
    },
    "security": {
      "score": 95,
      "tier": "review",
      "status": "passed",
      "findings_count": 0,
      "findings": [],
      "signals": {
        "scanned_files": 6,
        "script_files": 1,
        "binary_like_files": 0
      },
      "scanners": {
        "static": {
          "enabled": true,
          "status": "completed"
        },
        "clamav": {
          "enabled": true,
          "status": "completed",
          "provider": "clamav",
          "detections": [],
          "infected_files": 0
        },
        "virustotal": {
          "enabled": true,
          "status": "completed",
          "provider": "virustotal",
          "lookups": 1,
          "positives": 0,
          "results": [
            {
              "path": "skills/model-serving/scripts/render_model_serving_packet.py",
              "sha256": "e407c283bfcfafd8704f5f8ee98d9404633f16396793fc147597317a7cb7d7a7",
              "status": "not_found"
            }
          ],
          "details": "Hash lookups only. Unknown files are not uploaded during validation."
        }
      }
    },
    "validation": {
      "errors": [],
      "warnings": [],
      "status": "passed"
    }
  },
  "content": {
    "body_length": 5635,
    "content_length": 6210,
    "body_lines": 115,
    "word_count": 739,
    "has_code_blocks": true,
    "typed_code_blocks_count": 1,
    "has_examples_section": true,
    "example_count": 3,
    "has_workflow_section": true,
    "has_when_to_use_section": true,
    "has_best_practices_section": true,
    "has_troubleshooting_section": true,
    "problem_count": 3,
    "troubleshooting_pairs_count": 2,
    "has_additional_resources_section": true,
    "has_related_skills_section": true,
    "related_skills_count": 3,
    "has_local_support_links": true,
    "local_support_links_count": 3,
    "has_local_script_example": true,
    "local_script_example_count": 0,
    "semantic_signals": {
      "workflow_steps_count": 5,
      "workflow_section_length": 520,
      "when_to_use_section_length": 410,
      "best_practices_items_count": 6,
      "best_practices_section_length": 395,
      "troubleshooting_items_count": 0,
      "troubleshooting_section_length": 888,
      "resources_items_count": 4,
      "resources_section_length": 238,
      "examples_section_length": 887,
      "examples_code_blocks_count": 6,
      "related_skills_section_length": 278,
      "decision_assets_count": 10,
      "table_count": 7,
      "linked_resource_families_count": 4,
      "linked_resource_families": [
        "agents",
        "examples",
        "references",
        "scripts"
      ],
      "support_links_count": 4,
      "support_files_count": 5,
      "references_files_count": 2,
      "scripts_files_count": 1,
      "examples_files_count": 1,
      "agents_files_count": 1,
      "assets_files_count": 0,
      "tools_count": 6,
      "tags_count": 6,
      "body_density": 6.43
    }
  },
  "artifacts": [
    {
      "path": "skills/model-serving/SKILL.md",
      "kind": "entrypoint",
      "size_bytes": 6224,
      "sha256": "046d8aae96e779ebc48e576f8b7e828a66634310320eb6d20654f966230743c1"
    },
    {
      "path": "skills/model-serving/metadata.json",
      "kind": "support",
      "size_bytes": 6104,
      "sha256": "d88ef8d7c7e315da554a1883027fd33a69c5f31408faeda1965dc490632f4678"
    },
    {
      "path": "skills/model-serving/agents/openai.yaml",
      "kind": "agent",
      "size_bytes": 271,
      "sha256": "e9565e2fbfa2979b1d1ec79f4e962f003308139d3826be2b38fc0265af0a2c1c"
    },
    {
      "path": "skills/model-serving/examples/serving-review-example.md",
      "kind": "support",
      "size_bytes": 529,
      "sha256": "2bd502e0f279dd45108b1ea405ab0801da5845981445b7ceec8234a362984b13"
    },
    {
      "path": "skills/model-serving/references/checklist.md",
      "kind": "reference",
      "size_bytes": 367,
      "sha256": "1dbcfe971a4bb4e35613419a333a40cb6698439194d40485e79892508b50e8dc"
    },
    {
      "path": "skills/model-serving/references/rollout-worksheet.md",
      "kind": "reference",
      "size_bytes": 360,
      "sha256": "93de268c93d9466c58211193cd9869f45f52052225cc5d4da6ef04d47dee4506"
    },
    {
      "path": "skills/model-serving/scripts/render_model_serving_packet.py",
      "kind": "support",
      "size_bytes": 1261,
      "sha256": "e407c283bfcfafd8704f5f8ee98d9404633f16396793fc147597317a7cb7d7a7"
    }
  ],
  "archives": [
    {
      "format": "zip",
      "path": "dist/archives/model-serving.zip",
      "file_name": "model-serving.zip",
      "size_bytes": 16196,
      "sha256": "8d88256510dd0781af4aa5c371b4deebe04c6bcf862ff5e254355f3c4a2f03a7",
      "signature": {
        "status": "signed",
        "path": "dist/archives/model-serving.zip.sig",
        "sha256": "f3cada0b27fc7366771dbde3e9892029ac96282bceacc3d46107f96ee3ba9b79",
        "public_key_path": "dist/signing/omni-skills-public.pem",
        "algorithm": "sha256",
        "verify_command": "openssl dgst -sha256 -verify dist/signing/omni-skills-public.pem -signature dist/archives/model-serving.zip.sig dist/archives/model-serving.zip"
      }
    },
    {
      "format": "tar.gz",
      "path": "dist/archives/model-serving.tar.gz",
      "file_name": "model-serving.tar.gz",
      "size_bytes": 30743,
      "sha256": "132ae30320f78de8a6bd26f6b078ca0159be6ebc0019b26e0f0f2393a7006c3b",
      "signature": {
        "status": "signed",
        "path": "dist/archives/model-serving.tar.gz.sig",
        "sha256": "99579ac32c2b57ada4ca51cacdafa95333995ce391aa35aa61cd8c8cdf9ba1c7",
        "public_key_path": "dist/signing/omni-skills-public.pem",
        "algorithm": "sha256",
        "verify_command": "openssl dgst -sha256 -verify dist/signing/omni-skills-public.pem -signature dist/archives/model-serving.tar.gz.sig dist/archives/model-serving.tar.gz"
      }
    }
  ],
  "archive_checksums": {
    "path": "dist/archives/model-serving.checksums.txt",
    "file_name": "model-serving.checksums.txt",
    "sha256": "2325d2e007bd56b773a57ee889cfa80575b61d439f542596c711a909f68bea8e",
    "signature": {
      "status": "signed",
      "path": "dist/archives/model-serving.checksums.txt.sig",
      "sha256": "b6940a1c499444dbf6be2ccb3b991a87d043497b04b3f0c208046385d69d7d41",
      "public_key_path": "dist/signing/omni-skills-public.pem",
      "algorithm": "sha256",
      "verify_command": "openssl dgst -sha256 -verify dist/signing/omni-skills-public.pem -signature dist/archives/model-serving.checksums.txt.sig dist/archives/model-serving.checksums.txt"
    }
  },
  "checksums": {
    "entrypoint_sha256": "046d8aae96e779ebc48e576f8b7e828a66634310320eb6d20654f966230743c1",
    "package_sha256": "6946c6d351454c59c1ffa81a09b7e81216f16864f727952be9dce33bc4c67722"
  }
}