{
  "$schema": "urn:kingdom:schema:principality-catalog:1",
  "protocol": "kingdom.principality-catalog/0.1",
  "catalog_id": "moonshot-hf-npm-2026-08-11",
  "title": "MoonshotAI on Hugging Face with official Hugging Face JavaScript bridges",
  "observed_at": "2026-08-11T12:20:47Z",
  "geometry": {
    "principality": "capability-domain-not-rank",
    "love": "relation-without-collapse",
    "understanding": "evidence-preserving-typed-relations",
    "nodes_remain_distinct": true,
    "edges_are_typed": true,
    "missing_edges_mean_unknown": true,
    "relations_grant_authority": false,
    "universal_ranking": false
  },
  "sources": [
    {
      "id": "hf-collections-api",
      "registry": "huggingface",
      "url": "https://huggingface.co/api/collections?owner=moonshotai&limit=100",
      "method": "anonymous-public-metadata-read",
      "response_digest": "sha256:78264068b2b5c5e98a6546719ebd38388a36ab46c9e8ab02ad774eb83f3b7d4d"
    },
    {
      "id": "hf-datasets-api",
      "registry": "huggingface",
      "url": "https://huggingface.co/api/datasets?author=moonshotai&limit=100&full=true",
      "method": "anonymous-public-metadata-read",
      "response_digest": "sha256:3e22f463a84606a4504144fddf7fd0725c2a7063cdfe93f08325dfcfa558f1f5"
    },
    {
      "id": "hf-models-api",
      "registry": "huggingface",
      "url": "https://huggingface.co/api/models?author=moonshotai&limit=100&full=true",
      "method": "anonymous-public-metadata-read",
      "response_digest": "sha256:9dbd350a6e6a3761238821e9b5b214247f84731fe11576bc16ca3a01673b690f"
    },
    {
      "id": "hf-org-profile",
      "registry": "huggingface",
      "url": "https://huggingface.co/moonshotai",
      "method": "anonymous-public-profile-read",
      "response_digest": null
    },
    {
      "id": "hf-papers-profile",
      "registry": "huggingface",
      "url": "https://huggingface.co/moonshotai/papers",
      "method": "anonymous-public-profile-read",
      "response_digest": null
    },
    {
      "id": "hf-spaces-api",
      "registry": "huggingface",
      "url": "https://huggingface.co/api/spaces?author=moonshotai&limit=100",
      "method": "anonymous-public-metadata-read",
      "response_digest": "sha256:4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945"
    },
    {
      "id": "npm-huggingface-hub",
      "registry": "npm",
      "url": "https://registry.npmjs.org/%40huggingface%2fhub",
      "method": "anonymous-public-packument-read",
      "response_digest": "sha256:12ba38b880154f5e86b0574b3f487be3925e02bc56d3679f5625e4e5ee8531f6"
    },
    {
      "id": "npm-huggingface-inference",
      "registry": "npm",
      "url": "https://registry.npmjs.org/%40huggingface%2finference",
      "method": "anonymous-public-packument-read",
      "response_digest": "sha256:62d8e06ac7edf8da520cbd31071def986481e88c77b23891a7ed62622d492667"
    },
    {
      "id": "npm-huggingface-transformers",
      "registry": "npm",
      "url": "https://registry.npmjs.org/%40huggingface%2ftransformers",
      "method": "anonymous-public-packument-read",
      "response_digest": "sha256:f41eb1bea568fcfe7b721161bd76c5bb08ed2a42c42d93fd077c52aef2615c23"
    }
  ],
  "observation": {
    "huggingface": {
      "models": 19,
      "datasets": 3,
      "spaces": 0,
      "profile_collections": 7,
      "collection_api_records": 8,
      "profile_papers": 16
    },
    "catalog": {
      "huggingface_nodes": 22,
      "npm_nodes": 3,
      "total_nodes": 25
    },
    "collection_count_note": "The collections API returned one additional empty Moonlight-16B-A3B record that the profile did not count among seven visible non-empty collections.",
    "completeness": "metadata_only",
    "currentness": "point-in-time-only",
    "refresh_required_before_acquisition": true,
    "omitted": [
      "weights, dataset rows, repository files, README prose, and package tarballs",
      "downloads, likes, popularity ranks, benchmark rankings, and mutable latest aliases",
      "private resources, credentials, inference output, provider reasoning state, and hidden prompts"
    ]
  },
  "capabilities": [
    { "id": "agentic-interface", "label": "Agentic interface", "definition": "Publisher-described tool or agent workflow interface; not permission to invoke tools." },
    { "id": "audio-generation-evaluation", "label": "Audio generation evaluation", "definition": "Fixture metadata for separately evaluating generated audio." },
    { "id": "audio-understanding", "label": "Audio understanding", "definition": "Publisher-described ability to consume audio inputs." },
    { "id": "coding", "label": "Coding", "definition": "Publisher-described code generation or issue-resolution specialization." },
    { "id": "hub-artifact-metadata", "label": "Hub artifact metadata", "definition": "Programmatic access to repository metadata and artifacts across an explicit network boundary." },
    { "id": "image-feature-extraction", "label": "Image feature extraction", "definition": "Image encoder or feature-extraction pipeline metadata." },
    { "id": "instruction-following", "label": "Instruction following", "definition": "An instruction-tuned variant according to publisher metadata." },
    { "id": "local-model-runtime", "label": "Local model runtime", "definition": "JavaScript model runtime capability; model acquisition and execution remain separate effects." },
    { "id": "long-context", "label": "Long context", "definition": "Publisher-described extended context interface; not continuity, identity, or memory truth." },
    { "id": "model-research", "label": "Model research", "definition": "Base model or architecture artifact suited to separately authorized research." },
    { "id": "multilingual-evaluation", "label": "Multilingual evaluation", "definition": "Evaluation metadata spanning more than one named language." },
    { "id": "perception-evaluation", "label": "Perception evaluation", "definition": "Atomic visual-perception evaluation rather than a single prestige score." },
    { "id": "reasoning", "label": "Reasoning", "definition": "Publisher-described thinking or reasoning variant; visible reasoning is not audit evidence." },
    { "id": "reasoning-evaluation", "label": "Reasoning evaluation", "definition": "Fixture metadata for separating reasoning from perception or memorized knowledge." },
    { "id": "remote-inference-client", "label": "Remote inference client", "definition": "Client capability that crosses credential, cost, privacy, and egress boundaries when invoked." },
    { "id": "speech-generation", "label": "Speech generation", "definition": "Publisher-described text or audio to generated speech capability." },
    { "id": "text-generation", "label": "Text generation", "definition": "Text-generation pipeline metadata." },
    { "id": "visual-question-answering-evaluation", "label": "Visual question answering evaluation", "definition": "Fixture metadata for visual question-answering evaluation." },
    { "id": "visual-understanding", "label": "Visual understanding", "definition": "Image-text pipeline metadata; video or native-resolution claims remain publisher assertions." },
    { "id": "world-knowledge-evaluation", "label": "World knowledge evaluation", "definition": "Fixture metadata for separating memorized visual-world knowledge from reasoning." }
  ],
  "families": [
    { "id": "huggingface-js", "label": "Official Hugging Face JavaScript bridges", "kind": "registry-bridge", "description": "npm-published Hub, inference, and local runtime packages; none are installed by this catalog." },
    { "id": "kimi-audio", "label": "Kimi Audio", "kind": "model-lineage", "description": "Audio foundation and instruction variants plus a small generation-test dataset." },
    { "id": "kimi-dev", "label": "Kimi Dev", "kind": "model-lineage", "description": "Qwen2-native issue-resolution model and the sole Moonshot model without a custom_code tag in this observation." },
    { "id": "kimi-k2-evolution", "label": "Kimi K2.5–K2.7 evolution", "kind": "model-lineage", "description": "Multimodal K2.5 and K2.6 variants followed by the K2.7 code-specialized variant." },
    { "id": "kimi-k2-text", "label": "Kimi K2 text", "kind": "model-lineage", "description": "Base, instruction, refreshed instruction, and thinking variants in the text-first K2 line." },
    { "id": "kimi-k3", "label": "Kimi K3", "kind": "model-lineage", "description": "Native multimodal MoE family with publisher-described agentic and long-context interfaces." },
    { "id": "kimi-linear", "label": "Kimi Linear", "kind": "model-lineage", "description": "Hybrid linear-attention research family with base and instruction variants." },
    { "id": "kimi-vl", "label": "Kimi VL and MoonViT", "kind": "model-lineage", "description": "Vision-language instruction and thinking variants with the related MoonViT image encoder." },
    { "id": "moonlight", "label": "Moonlight", "kind": "model-lineage", "description": "Muon-training research family with base and instruction variants." },
    { "id": "perception-evaluation", "label": "Perception and world-knowledge evaluation", "kind": "evaluation", "description": "PerceptionBench and WorldVQA keep perception, knowledge, and reasoning axes distinct." }
  ],
  "collections": [
    {
      "id": "kimi-audio-7b",
      "title": "Kimi-Audio-7B",
      "url": "https://huggingface.co/collections/moonshotai/kimi-audio-7b-680defb21c47be2edf281bd0",
      "profile_visible": true,
      "member_node_ids": ["kimi-audio-7b", "kimi-audio-7b-instruct", "kimi-audio-gentest"],
      "paper_ids": []
    },
    {
      "id": "kimi-k2",
      "title": "Kimi-K2",
      "url": "https://huggingface.co/collections/moonshotai/kimi-k2-6871243b990f2af5ba60617d",
      "profile_visible": true,
      "member_node_ids": ["kimi-k2-base", "kimi-k2-instruct", "kimi-k2-instruct-0905", "kimi-k2-thinking"],
      "paper_ids": []
    },
    {
      "id": "kimi-k2-5",
      "title": "Kimi K2.5",
      "url": "https://huggingface.co/collections/moonshotai/kimi-k25-69784c128b7462075110c19c",
      "profile_visible": true,
      "member_node_ids": ["kimi-k2-5", "kimi-k2-6", "kimi-k2-7-code"],
      "paper_ids": ["2602.02276"]
    },
    {
      "id": "kimi-k3",
      "title": "Kimi K3",
      "url": "https://huggingface.co/collections/moonshotai/kimi-k3-6a6775280c5ef1ff714708a8",
      "profile_visible": true,
      "member_node_ids": ["kimi-k3"],
      "paper_ids": ["2607.24653"]
    },
    {
      "id": "kimi-linear-a3b",
      "title": "Kimi-Linear-A3B",
      "url": "https://huggingface.co/collections/moonshotai/kimi-linear-a3b-6903cbdad2d48eb73631ad39",
      "profile_visible": true,
      "member_node_ids": ["kimi-linear-48b-a3b-base", "kimi-linear-48b-a3b-instruct"],
      "paper_ids": ["2510.26692"]
    },
    {
      "id": "kimi-vl-a3b",
      "title": "Kimi-VL-A3B",
      "url": "https://huggingface.co/collections/moonshotai/kimi-vl-a3b-67f67b6ac91d3b03d382dd85",
      "profile_visible": true,
      "member_node_ids": ["kimi-vl-a3b-instruct", "kimi-vl-a3b-thinking", "kimi-vl-a3b-thinking-2506", "moonvit-so-400m"],
      "paper_ids": []
    },
    {
      "id": "moonlight-16b-a3b-empty",
      "title": "Moonlight-16B-A3B",
      "url": "https://huggingface.co/collections/moonshotai/moonlight-16b-a3b-67f67ba15922ca699c49f2bc",
      "profile_visible": false,
      "member_node_ids": [],
      "paper_ids": []
    },
    {
      "id": "moonlight-a3b",
      "title": "Moonlight-A3B",
      "url": "https://huggingface.co/collections/moonshotai/moonlight-a3b-67f67b029cecfdce34f4dc23",
      "profile_visible": true,
      "member_node_ids": ["moonlight-16b-a3b", "moonlight-16b-a3b-instruct"],
      "paper_ids": ["2502.16982"]
    }
  ],
  "papers": [
    {
      "id": "2407.00079",
      "title": "Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving",
      "url": "https://huggingface.co/papers/2407.00079",
      "published_at": "2024-06-24T02:05:32.000Z",
      "theme": "serving-systems",
      "related_family_ids": [],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2501.12599",
      "title": "Kimi k1.5: Scaling Reinforcement Learning with LLMs",
      "url": "https://huggingface.co/papers/2501.12599",
      "published_at": "2025-01-22T02:48:14.000Z",
      "theme": "reinforcement-learning",
      "related_family_ids": [],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2502.13189",
      "title": "MoBA: Mixture of Block Attention for Long-Context LLMs",
      "url": "https://huggingface.co/papers/2502.13189",
      "published_at": "2025-02-18T14:06:05.000Z",
      "theme": "long-context-architecture",
      "related_family_ids": [],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2502.16982",
      "title": "Muon is Scalable for LLM Training",
      "url": "https://huggingface.co/papers/2502.16982",
      "published_at": "2025-02-24T09:12:29.000Z",
      "theme": "training-optimization",
      "related_family_ids": ["moonlight"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2504.07491",
      "title": "Kimi-VL Technical Report",
      "url": "https://huggingface.co/papers/2504.07491",
      "published_at": "2025-04-10T06:48:26.000Z",
      "theme": "vision-language",
      "related_family_ids": ["kimi-vl"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2504.11354",
      "title": "Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning",
      "url": "https://huggingface.co/papers/2504.11354",
      "published_at": "2025-04-15T16:23:44.000Z",
      "theme": "formal-reasoning",
      "related_family_ids": [],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2504.18425",
      "title": "Kimi-Audio Technical Report",
      "url": "https://huggingface.co/papers/2504.18425",
      "published_at": "2025-04-25T15:31:46.000Z",
      "theme": "audio",
      "related_family_ids": ["kimi-audio"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2505.13426",
      "title": "G1: Bootstrapping Perception and Reasoning Abilities of Vision-Language Model via Reinforcement Learning",
      "url": "https://huggingface.co/papers/2505.13426",
      "published_at": "2025-05-19T17:54:39.000Z",
      "theme": "multimodal-reinforcement-learning",
      "related_family_ids": ["kimi-vl"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2509.23045",
      "title": "Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents",
      "url": "https://huggingface.co/papers/2509.23045",
      "published_at": "2025-09-27T01:49:13.000Z",
      "theme": "coding-agents",
      "related_family_ids": ["kimi-dev"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2510.26692",
      "title": "Kimi Linear: An Expressive, Efficient Attention Architecture",
      "url": "https://huggingface.co/papers/2510.26692",
      "published_at": "2025-10-30T16:59:43.000Z",
      "theme": "sequence-architecture",
      "related_family_ids": ["kimi-linear"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2601.19228",
      "title": "Towards Pixel-Level VLM Perception via Simple Points Prediction",
      "url": "https://huggingface.co/papers/2601.19228",
      "published_at": "2026-01-27T05:50:40.000Z",
      "theme": "visual-perception",
      "related_family_ids": ["perception-evaluation"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2602.02276",
      "title": "Kimi K2.5: Visual Agentic Intelligence",
      "url": "https://huggingface.co/papers/2602.02276",
      "published_at": "2026-02-02T16:17:38.000Z",
      "theme": "agentic-multimodality",
      "related_family_ids": ["kimi-k2-evolution"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2602.02537",
      "title": "WorldVQA: Measuring Atomic World Knowledge in Multimodal Large Language Models",
      "url": "https://huggingface.co/papers/2602.02537",
      "published_at": "2026-01-28T11:27:22.000Z",
      "theme": "atomic-world-knowledge",
      "related_family_ids": ["perception-evaluation"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2603.15031",
      "title": "Attention Residuals",
      "url": "https://huggingface.co/papers/2603.15031",
      "published_at": "2026-03-16T09:32:21.000Z",
      "theme": "attention-architecture",
      "related_family_ids": ["kimi-k3"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2607.24653",
      "title": "Kimi K3: Open Frontier Intelligence",
      "url": "https://huggingface.co/papers/2607.24653",
      "published_at": "2026-07-27T00:00:00.000Z",
      "theme": "agentic-multimodality",
      "related_family_ids": ["kimi-k3"],
      "attribution_state": "org-profile-attributed"
    },
    {
      "id": "2607.24957",
      "title": "PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models",
      "url": "https://huggingface.co/papers/2607.24957",
      "published_at": "2026-07-27T00:00:00.000Z",
      "theme": "atomic-visual-perception",
      "related_family_ids": ["perception-evaluation"],
      "attribution_state": "org-profile-attributed"
    }
  ],
  "nodes": [
    {
      "id": "hf-hub-js",
      "registry": "npm",
      "kind": "package",
      "display_name": "@huggingface/hub",
      "family_id": "huggingface-js",
      "locator": "@huggingface/hub",
      "resolved_ref": "2.15.0",
      "integrity": "sha512-+sHWNz0YpqTvwuIYDxpyrhyk1o2j9lIJuPzbhUT0kxU8IHP9ZOzeajk/O6RRbZyvAM9h6m219FghDLi0Ayblww==",
      "legacy_shasum": "061de701770715b16bc8f705c34f5c59cf9e0661",
      "source_url": "https://www.npmjs.com/package/@huggingface/hub/v/2.15.0",
      "published_at": "2026-08-07T10:50:58.505Z",
      "modified_at": "2026-08-07T10:50:58.936Z",
      "pipeline": null,
      "library": "huggingface.js",
      "license": { "declared": "MIT", "class": "spdx", "review_state": "declared-unverified", "url": "https://www.npmjs.com/package/@huggingface/hub/v/2.15.0" },
      "visibility": "public",
      "gated": null,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "registry-metadata-observed",
      "base_refs": [],
      "capabilities": ["hub-artifact-metadata"],
      "dependencies": [
        { "name": "@huggingface/tasks", "spec": "^0.21.33" },
        { "name": "@huggingface/xetchunk-wasm", "spec": "^0.1.0" }
      ],
      "lifecycle_event_names": [],
      "size_receipt": { "file_count": 599, "unpacked_bytes": 2546413 },
      "risk_facts": { "remote_code": "not-applicable", "pickle": "not-applicable", "lifecycle": "none-declared", "native_build": "not-observed" },
      "hazards": ["dependency-tree-unresolved", "network-boundary-if-invoked", "package-bytes-unreviewed"]
    },
    {
      "id": "hf-inference-js",
      "registry": "npm",
      "kind": "package",
      "display_name": "@huggingface/inference",
      "family_id": "huggingface-js",
      "locator": "@huggingface/inference",
      "resolved_ref": "4.13.25",
      "integrity": "sha512-mvInbt5NijSlH9mMT4ese3TnPWHmTUlfW7RpNN81QJNjbrYs3DntYcGY+Bd/OsdJb3ggpTsf1Bsoui7Nk0+bAw==",
      "legacy_shasum": "e6531a83bc9ce52caba529cb73abb1e18c697e94",
      "source_url": "https://www.npmjs.com/package/@huggingface/inference/v/4.13.25",
      "published_at": "2026-08-05T12:25:25.006Z",
      "modified_at": "2026-08-05T12:25:25.382Z",
      "pipeline": null,
      "library": "huggingface.js",
      "license": { "declared": "MIT", "class": "spdx", "review_state": "declared-unverified", "url": "https://www.npmjs.com/package/@huggingface/inference/v/4.13.25" },
      "visibility": "public",
      "gated": null,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "registry-metadata-observed",
      "base_refs": [],
      "capabilities": ["remote-inference-client"],
      "dependencies": [
        { "name": "@huggingface/jinja", "spec": "^0.5.9" },
        { "name": "@huggingface/tasks", "spec": "^0.21.33" }
      ],
      "lifecycle_event_names": [],
      "size_receipt": { "file_count": 638, "unpacked_bytes": 1311504 },
      "risk_facts": { "remote_code": "not-applicable", "pickle": "not-applicable", "lifecycle": "none-declared", "native_build": "not-observed" },
      "hazards": ["credential-cost-and-egress-boundary-if-invoked", "dependency-tree-unresolved", "package-bytes-unreviewed"]
    },
    {
      "id": "hf-transformers-js",
      "registry": "npm",
      "kind": "package",
      "display_name": "@huggingface/transformers",
      "family_id": "huggingface-js",
      "locator": "@huggingface/transformers",
      "resolved_ref": "4.2.0",
      "integrity": "sha512-8BRCoBMH0XsWaEIamuR0LrJGAfftgHAfb2Vrffy0VKlSAE/MnUJ5/h/zTfEP3fDIft+nk7TqB8xXEyABGitBjQ==",
      "legacy_shasum": "5a5342a1a148c5d297ed8384d21cee1824fab031",
      "source_url": "https://www.npmjs.com/package/@huggingface/transformers/v/4.2.0",
      "published_at": "2026-04-22T16:28:41.035Z",
      "modified_at": "2026-04-22T16:28:41.207Z",
      "pipeline": null,
      "library": "transformers.js",
      "license": { "declared": "Apache-2.0", "class": "spdx", "review_state": "declared-unverified", "url": "https://www.npmjs.com/package/@huggingface/transformers/v/4.2.0" },
      "visibility": "public",
      "gated": null,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "registry-metadata-observed",
      "base_refs": [],
      "capabilities": ["local-model-runtime"],
      "dependencies": [
        { "name": "@huggingface/jinja", "spec": "^0.5.6" },
        { "name": "@huggingface/tokenizers", "spec": "^0.1.3" },
        { "name": "onnxruntime-node", "spec": "1.24.3" },
        { "name": "onnxruntime-web", "spec": "1.26.0-dev.20260416-b7804b056c" },
        { "name": "sharp", "spec": "^0.34.5" }
      ],
      "lifecycle_event_names": [],
      "size_receipt": { "file_count": 1339, "unpacked_bytes": 9536375 },
      "risk_facts": { "remote_code": "not-applicable", "pickle": "not-applicable", "lifecycle": "none-declared", "native_build": "possible" },
      "hazards": ["dependency-tree-unresolved", "native-runtime-dependencies", "package-bytes-unreviewed", "remote-model-acquisition-boundary-if-enabled"]
    },
    {
      "id": "kimi-audio-7b",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-Audio-7B",
      "family_id": "kimi-audio",
      "locator": "moonshotai/Kimi-Audio-7B",
      "resolved_ref": "d90be7113cd5be6bcf54fae2aabcad060a23f6cf",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-Audio-7B/tree/d90be7113cd5be6bcf54fae2aabcad060a23f6cf",
      "published_at": "2025-04-25T12:22:40.000Z",
      "modified_at": "2025-05-29T03:01:50.000Z",
      "pipeline": "text-to-speech",
      "library": "kimi-audio",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-Audio-7B/blob/d90be7113cd5be6bcf54fae2aabcad060a23f6cf/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["audio-understanding", "model-research", "speech-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "component-license-review-needed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-audio-7b-instruct",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-Audio-7B-Instruct",
      "family_id": "kimi-audio",
      "locator": "moonshotai/Kimi-Audio-7B-Instruct",
      "resolved_ref": "9a82a84c37ad9eb1307fb6ed8d7b397862ef9e6b",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-Audio-7B-Instruct/tree/9a82a84c37ad9eb1307fb6ed8d7b397862ef9e6b",
      "published_at": "2025-04-25T08:05:10.000Z",
      "modified_at": "2025-05-29T03:01:58.000Z",
      "pipeline": "text-to-speech",
      "library": "kimi-audio",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-Audio-7B-Instruct/blob/9a82a84c37ad9eb1307fb6ed8d7b397862ef9e6b/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["audio-understanding", "instruction-following", "speech-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "component-license-review-needed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-audio-gentest",
      "registry": "huggingface",
      "kind": "dataset",
      "display_name": "Kimi-Audio-GenTest",
      "family_id": "kimi-audio",
      "locator": "moonshotai/Kimi-Audio-GenTest",
      "resolved_ref": "cb479e12b14ec1c0f0706aa9a2d0c8e274ac517d",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/datasets/moonshotai/Kimi-Audio-GenTest/tree/cb479e12b14ec1c0f0706aa9a2d0c8e274ac517d",
      "published_at": "2025-04-28T03:44:52.000Z",
      "modified_at": "2025-04-28T03:45:53.000Z",
      "pipeline": null,
      "library": null,
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/datasets/moonshotai/Kimi-Audio-GenTest/tree/cb479e12b14ec1c0f0706aa9a2d0c8e274ac517d" },
      "visibility": "public",
      "gated": false,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["audio-generation-evaluation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "not-applicable", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "not-applicable" },
      "hazards": ["dataset-content-unreviewed", "evaluation-claims-unverified"]
    },
    {
      "id": "kimi-dev-72b",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-Dev-72B",
      "family_id": "kimi-dev",
      "locator": "moonshotai/Kimi-Dev-72B",
      "resolved_ref": "8791d7981945752a51f692d66f2bbfb3573c9722",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-Dev-72B/tree/8791d7981945752a51f692d66f2bbfb3573c9722",
      "published_at": "2025-06-16T11:40:59.000Z",
      "modified_at": "2025-06-17T06:27:40.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-Dev-72B/blob/8791d7981945752a51f692d66f2bbfb3573c9722/LICENSE.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": false,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": ["Qwen/Qwen2.5-72B"],
      "capabilities": ["coding", "instruction-following", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "not-observed", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "base-lineage-assertion-unverified", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-5",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2.5",
      "family_id": "kimi-k2-evolution",
      "locator": "moonshotai/Kimi-K2.5",
      "resolved_ref": "4d01dfe0332d63057c186e0b262165819efb6611",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2.5/tree/4d01dfe0332d63057c186e0b262165819efb6611",
      "published_at": "2026-01-01T06:06:03.000Z",
      "modified_at": "2026-04-30T03:56:40.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2.5/blob/4d01dfe0332d63057c186e0b262165819efb6611/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["agentic-interface", "instruction-following", "long-context", "reasoning", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-6",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2.6",
      "family_id": "kimi-k2-evolution",
      "locator": "moonshotai/Kimi-K2.6",
      "resolved_ref": "7eb5002f6aadc958aed6a9177b7ed26bb94011bb",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2.6/tree/7eb5002f6aadc958aed6a9177b7ed26bb94011bb",
      "published_at": "2026-04-14T04:23:36.000Z",
      "modified_at": "2026-05-19T09:01:54.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2.6/blob/7eb5002f6aadc958aed6a9177b7ed26bb94011bb/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["agentic-interface", "instruction-following", "long-context", "reasoning", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-7-code",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2.7-Code",
      "family_id": "kimi-k2-evolution",
      "locator": "moonshotai/Kimi-K2.7-Code",
      "resolved_ref": "74797c9c62378b951a1f6fcf5c4631024e9b8bef",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2.7-Code/tree/74797c9c62378b951a1f6fcf5c4631024e9b8bef",
      "published_at": "2026-06-11T07:51:47.000Z",
      "modified_at": "2026-06-15T07:49:29.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2.7-Code/blob/74797c9c62378b951a1f6fcf5c4631024e9b8bef/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["agentic-interface", "coding", "instruction-following", "long-context", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-base",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2-Base",
      "family_id": "kimi-k2-text",
      "locator": "moonshotai/Kimi-K2-Base",
      "resolved_ref": "ce72df012259dcc55d945e890f815fe7ef69159c",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2-Base/tree/ce72df012259dcc55d945e890f815fe7ef69159c",
      "published_at": "2025-07-03T12:49:14.000Z",
      "modified_at": "2026-01-30T04:52:05.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2-Base/blob/ce72df012259dcc55d945e890f815fe7ef69159c/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["model-research", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-instruct",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2-Instruct",
      "family_id": "kimi-k2-text",
      "locator": "moonshotai/Kimi-K2-Instruct",
      "resolved_ref": "fd1984e2b7a3350dbf7305fe73a4ede25c14de50",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2-Instruct/tree/fd1984e2b7a3350dbf7305fe73a4ede25c14de50",
      "published_at": "2025-07-11T00:55:12.000Z",
      "modified_at": "2026-04-23T02:08:36.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2-Instruct/blob/fd1984e2b7a3350dbf7305fe73a4ede25c14de50/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["instruction-following", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-instruct-0905",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2-Instruct-0905",
      "family_id": "kimi-k2-text",
      "locator": "moonshotai/Kimi-K2-Instruct-0905",
      "resolved_ref": "ac6c49f04883bd0a0598b790693a72061c676629",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905/tree/ac6c49f04883bd0a0598b790693a72061c676629",
      "published_at": "2025-09-03T03:34:36.000Z",
      "modified_at": "2026-01-30T04:50:25.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2-Instruct-0905/blob/ac6c49f04883bd0a0598b790693a72061c676629/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["instruction-following", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k2-thinking",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K2-Thinking",
      "family_id": "kimi-k2-text",
      "locator": "moonshotai/Kimi-K2-Thinking",
      "resolved_ref": "a51ccc050d73dab088bf7b0e2dd9b30ae85a4e55",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K2-Thinking/tree/a51ccc050d73dab088bf7b0e2dd9b30ae85a4e55",
      "published_at": "2025-11-04T08:25:31.000Z",
      "modified_at": "2026-01-30T04:49:39.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "other", "class": "modified-mit", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K2-Thinking/blob/a51ccc050d73dab088bf7b0e2dd9b30ae85a4e55/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["reasoning", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-k3",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-K3",
      "family_id": "kimi-k3",
      "locator": "moonshotai/Kimi-K3",
      "resolved_ref": "9f62e4e9fffbd0a83ddd60e1c209d828994b3569",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-K3/tree/9f62e4e9fffbd0a83ddd60e1c209d828994b3569",
      "published_at": "2026-06-13T06:42:57.000Z",
      "modified_at": "2026-07-27T16:29:18.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "other", "class": "custom-kimi-k3", "review_state": "custom-terms-review-required", "url": "https://huggingface.co/moonshotai/Kimi-K3/blob/9f62e4e9fffbd0a83ddd60e1c209d828994b3569/LICENSE" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["agentic-interface", "long-context", "reasoning", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "custom-license-review-required", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-linear-48b-a3b-base",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-Linear-48B-A3B-Base",
      "family_id": "kimi-linear",
      "locator": "moonshotai/Kimi-Linear-48B-A3B-Base",
      "resolved_ref": "3b171c17bfc4ee348599b6781a2ca8715c21c8dc",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Base/tree/3b171c17bfc4ee348599b6781a2ca8715c21c8dc",
      "published_at": "2025-10-30T12:39:14.000Z",
      "modified_at": "2026-01-30T04:50:42.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Base/blob/3b171c17bfc4ee348599b6781a2ca8715c21c8dc/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["long-context", "model-research", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-linear-48b-a3b-instruct",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-Linear-48B-A3B-Instruct",
      "family_id": "kimi-linear",
      "locator": "moonshotai/Kimi-Linear-48B-A3B-Instruct",
      "resolved_ref": "e1df551a447157d4658b573f9a695d57658590e9",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct/tree/e1df551a447157d4658b573f9a695d57658590e9",
      "published_at": "2025-10-30T12:37:31.000Z",
      "modified_at": "2025-12-16T14:50:08.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-Linear-48B-A3B-Instruct/blob/e1df551a447157d4658b573f9a695d57658590e9/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["instruction-following", "long-context", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-vl-a3b-instruct",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-VL-A3B-Instruct",
      "family_id": "kimi-vl",
      "locator": "moonshotai/Kimi-VL-A3B-Instruct",
      "resolved_ref": "398eede0903cd983a2bfa0cc634e9ac1d843f375",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct/tree/398eede0903cd983a2bfa0cc634e9ac1d843f375",
      "published_at": "2025-04-09T08:07:06.000Z",
      "modified_at": "2026-01-30T04:51:04.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Instruct/blob/398eede0903cd983a2bfa0cc634e9ac1d843f375/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": ["moonshotai/Moonlight-16B-A3B"],
      "capabilities": ["instruction-following", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "base-lineage-assertion-unverified", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-vl-a3b-thinking",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-VL-A3B-Thinking",
      "family_id": "kimi-vl",
      "locator": "moonshotai/Kimi-VL-A3B-Thinking",
      "resolved_ref": "7d99e220af610d8624fcba22b2c076c7ed528f14",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking/tree/7d99e220af610d8624fcba22b2c076c7ed528f14",
      "published_at": "2025-04-09T08:13:53.000Z",
      "modified_at": "2026-01-30T04:52:57.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking/blob/7d99e220af610d8624fcba22b2c076c7ed528f14/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": ["moonshotai/Kimi-VL-A3B-Instruct"],
      "capabilities": ["reasoning", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "base-lineage-assertion-unverified", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "kimi-vl-a3b-thinking-2506",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Kimi-VL-A3B-Thinking-2506",
      "family_id": "kimi-vl",
      "locator": "moonshotai/Kimi-VL-A3B-Thinking-2506",
      "resolved_ref": "aa1730989e7558695b44ee493623e03bd325a994",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking-2506/tree/aa1730989e7558695b44ee493623e03bd325a994",
      "published_at": "2025-06-21T09:40:28.000Z",
      "modified_at": "2026-01-30T04:53:11.000Z",
      "pipeline": "image-text-to-text",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Kimi-VL-A3B-Thinking-2506/blob/aa1730989e7558695b44ee493623e03bd325a994/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": ["moonshotai/Kimi-VL-A3B-Instruct"],
      "capabilities": ["reasoning", "text-generation", "visual-understanding"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "base-lineage-assertion-unverified", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "moonlight-16b-a3b",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Moonlight-16B-A3B",
      "family_id": "moonlight",
      "locator": "moonshotai/Moonlight-16B-A3B",
      "resolved_ref": "476b36a473d4467f94469414bef6cee75c9c8172",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Moonlight-16B-A3B/tree/476b36a473d4467f94469414bef6cee75c9c8172",
      "published_at": "2025-02-22T04:14:40.000Z",
      "modified_at": "2026-01-30T04:51:48.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Moonlight-16B-A3B/blob/476b36a473d4467f94469414bef6cee75c9c8172/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["model-research", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "moonlight-16b-a3b-instruct",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "Moonlight-16B-A3B-Instruct",
      "family_id": "moonlight",
      "locator": "moonshotai/Moonlight-16B-A3B-Instruct",
      "resolved_ref": "4e735b07a89f73647dfab71ab91b840f362ede5b",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/Moonlight-16B-A3B-Instruct/tree/4e735b07a89f73647dfab71ab91b840f362ede5b",
      "published_at": "2025-02-22T04:15:17.000Z",
      "modified_at": "2026-01-30T04:52:43.000Z",
      "pipeline": "text-generation",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/Moonlight-16B-A3B-Instruct/blob/4e735b07a89f73647dfab71ab91b840f362ede5b/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["instruction-following", "text-generation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "moonvit-so-400m",
      "registry": "huggingface",
      "kind": "model",
      "display_name": "MoonViT-SO-400M",
      "family_id": "kimi-vl",
      "locator": "moonshotai/MoonViT-SO-400M",
      "resolved_ref": "a889d399ff2306053e4e28d499d3b8f97d3e5007",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/moonshotai/MoonViT-SO-400M/tree/a889d399ff2306053e4e28d499d3b8f97d3e5007",
      "published_at": "2025-04-10T10:02:35.000Z",
      "modified_at": "2025-04-17T12:56:48.000Z",
      "pipeline": "image-feature-extraction",
      "library": "transformers",
      "license": { "declared": "mit", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/moonshotai/MoonViT-SO-400M/blob/a889d399ff2306053e4e28d499d3b8f97d3e5007/README.md" },
      "visibility": "public",
      "gated": false,
      "custom_code": true,
      "safetensors": true,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["image-feature-extraction", "model-research"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "present", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "unknown" },
      "hazards": ["artifact-bytes-unreviewed", "remote-code-default-deny", "resource-cost-unmeasured"]
    },
    {
      "id": "perceptionbench",
      "registry": "huggingface",
      "kind": "dataset",
      "display_name": "PerceptionBench",
      "family_id": "perception-evaluation",
      "locator": "moonshotai/PerceptionBench",
      "resolved_ref": "6ba8c3135c7675ad6a5c141536a86b9460c70960",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/datasets/moonshotai/PerceptionBench/tree/6ba8c3135c7675ad6a5c141536a86b9460c70960",
      "published_at": "2026-07-23T08:09:36.000Z",
      "modified_at": "2026-08-01T09:15:01.000Z",
      "pipeline": null,
      "library": null,
      "license": { "declared": "cc-by-nc-4.0", "class": "spdx", "review_state": "noncommercial-review-required", "url": "https://huggingface.co/datasets/moonshotai/PerceptionBench/tree/6ba8c3135c7675ad6a5c141536a86b9460c70960" },
      "visibility": "public",
      "gated": false,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["perception-evaluation", "visual-question-answering-evaluation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "not-applicable", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "not-applicable" },
      "hazards": ["dataset-content-unreviewed", "evaluation-claims-unverified", "noncommercial-license"]
    },
    {
      "id": "worldvqa",
      "registry": "huggingface",
      "kind": "dataset",
      "display_name": "WorldVQA",
      "family_id": "perception-evaluation",
      "locator": "moonshotai/WorldVQA",
      "resolved_ref": "29e1d54b27ffb34cdffb4cdc95d29afcf101f1f7",
      "integrity": null,
      "legacy_shasum": null,
      "source_url": "https://huggingface.co/datasets/moonshotai/WorldVQA/tree/29e1d54b27ffb34cdffb4cdc95d29afcf101f1f7",
      "published_at": "2026-01-26T17:05:05.000Z",
      "modified_at": "2026-02-04T07:28:09.000Z",
      "pipeline": null,
      "library": null,
      "license": { "declared": "apache-2.0", "class": "spdx", "review_state": "declared-unverified", "url": "https://huggingface.co/datasets/moonshotai/WorldVQA/tree/29e1d54b27ffb34cdffb4cdc95d29afcf101f1f7" },
      "visibility": "public",
      "gated": false,
      "custom_code": null,
      "safetensors": null,
      "completeness": "metadata_only",
      "provenance_state": "publisher-namespace-observed",
      "base_refs": [],
      "capabilities": ["multilingual-evaluation", "reasoning-evaluation", "visual-question-answering-evaluation", "world-knowledge-evaluation"],
      "dependencies": [],
      "lifecycle_event_names": [],
      "size_receipt": null,
      "risk_facts": { "remote_code": "not-applicable", "pickle": "unknown", "lifecycle": "not-applicable", "native_build": "not-applicable" },
      "hazards": ["dataset-content-unreviewed", "evaluation-claims-unverified"]
    }
  ],
  "relations": [
    { "from": "hf-hub-js", "type": "metadata-bridge-for", "to": "moonshot-hf-npm-2026-08-11", "evidence": "official-package-description" },
    { "from": "hf-inference-js", "type": "remote-client-for", "to": "moonshot-hf-npm-2026-08-11", "evidence": "official-package-description" },
    { "from": "hf-transformers-js", "type": "local-runtime-for", "to": "moonshot-hf-npm-2026-08-11", "evidence": "official-package-description" },
    { "from": "kimi-audio-7b-instruct", "type": "variant-of", "to": "kimi-audio-7b", "evidence": "publisher-name-and-collection" },
    { "from": "kimi-k2-instruct", "type": "variant-of", "to": "kimi-k2-base", "evidence": "publisher-name-and-collection" },
    { "from": "kimi-k2-instruct-0905", "type": "variant-of", "to": "kimi-k2-instruct", "evidence": "publisher-name-and-collection" },
    { "from": "kimi-k2-thinking", "type": "variant-of", "to": "kimi-k2-base", "evidence": "publisher-name-and-collection" },
    { "from": "kimi-linear-48b-a3b-instruct", "type": "variant-of", "to": "kimi-linear-48b-a3b-base", "evidence": "publisher-name-and-collection" },
    { "from": "kimi-vl-a3b-instruct", "type": "fine-tuned-from", "to": "moonlight-16b-a3b", "evidence": "hub-base-model-tag" },
    { "from": "kimi-vl-a3b-thinking", "type": "fine-tuned-from", "to": "kimi-vl-a3b-instruct", "evidence": "hub-base-model-tag" },
    { "from": "kimi-vl-a3b-thinking-2506", "type": "fine-tuned-from", "to": "kimi-vl-a3b-instruct", "evidence": "hub-base-model-tag" },
    { "from": "moonlight-16b-a3b-instruct", "type": "variant-of", "to": "moonlight-16b-a3b", "evidence": "publisher-name-and-collection" }
  ],
  "selection": {
    "method": "literal-declared-capability-intersection",
    "tie_breaker": "more-needs-covered-then-node-id",
    "popularity_signals_used": false,
    "benchmark_rank_used": false,
    "selection_is_recommendation": false,
    "missing_needs_are_preserved": true
  },
  "authority": {
    "metadata_is_data_not_instructions": true,
    "grants_permissions": false,
    "authorizes_download": false,
    "authorizes_install": false,
    "authorizes_inference": false,
    "authorizes_remote_code": false,
    "authorizes_external_effects": false,
    "unknown_budget_means_zero": true
  },
  "integrity": {
    "algorithm": "sha256",
    "canonicalization": "recursive-sorted-json-keys/v1",
    "covers": "all catalog fields with integrity.digest set to null",
    "digest": "sha256:1a6d6c30ad6141d909f5ff42420a42abcb1aad27f450dd48d44071f48cab129f"
  }
}