{"schemaVersion":"hugging-bay.agent-briefing.v1","generatedAt":"2026-10-30T12:44:48.802Z","product":{"name":"Hugging Bay","thesis":"Broad open AI catalog plus a selective reviewed mirror for hosted files.","publicBaseUrl":"https://huggingbay.xyz","policy":"Broad metadata discovery plus selective reviewed mirrors. External metadata is not automatically downloadable from Hugging Bay; a file is downloadable only when its artifact's download-plan gives that file a downloadUrl. Open the file's downloadUrl (/api/downloads): it re-checks and redirects to a signed link that lasts at most 300s (default 300, configurable shorter). Reopen for a fresh link. A URL is not permission."},"scale":{"publicArtifacts":175538,"huggingFaceImports":163218,"hostedArtifacts":20721,"hostedFiles":130659,"hostedCounts":{"authority":"catalog-coverage-serve-eligible-inventory","available":true,"hostedArtifacts":20721,"hostedFiles":130659,"hostedArtifactsText":"20,721","hostedFilesText":"130,659","token":"20,721 hosted artifacts · 130,659 hosted files","source":"serve-eligible-files-projection-live","stale":false,"refreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z"},"mirrorableHfArtifacts":129465,"topics":67,"sourceCounts":{"huggingface":163218,"paperswithcode":4811,"datacite":3247,"dataverse":1042,"openml":1000,"github":724,"arxiv":520,"opencompass":500,"zenodo":254,"modelscope":199,"opendatalab":23},"storageProvider":"gcs","persistence":"postgres"},"entrypoints":{"humanHome":"https://huggingbay.xyz/","agentDiscovery":"https://huggingbay.xyz/.well-known/agent-discovery.json","agentDiscoveryApi":"https://huggingbay.xyz/api/agent-discovery","agentsMarkdown":"https://huggingbay.xyz/AGENTS.md","grokDiscovery":"https://huggingbay.xyz/.well-known/grok.json","llmsTxt":"https://huggingbay.xyz/llms.txt","openapi":"https://huggingbay.xyz/openapi.json","aiSearch":"https://huggingbay.xyz/api/ai-search","aiSearchWellKnown":"https://huggingbay.xyz/.well-known/ai-search.json","aiSearchPage":"https://huggingbay.xyz/ai-search","aiCitationPack":"https://huggingbay.xyz/api/citations","aiCitationPackWellKnown":"https://huggingbay.xyz/.well-known/ai-citations.json","aiCitationPackPage":"https://huggingbay.xyz/ai-citations","browserExtension":"https://huggingbay.xyz/browser-extension","hfOverlayManifest":"https://huggingbay.xyz/browser-extension/manifest.json","pythonSdk":"https://huggingbay.xyz/python-sdk","pythonSdkRelease":"https://huggingbay.xyz/sdk/python/release.json","pythonSdkReadme":"https://huggingbay.xyz/sdk/python/README.md","schemas":"https://huggingbay.xyz/api/schemas","botAllowlist":"https://huggingbay.xyz/.well-known/ai-bot-allowlist.json","mcpManifest":"https://huggingbay.xyz/.well-known/mcp.json","remoteMcp":"https://huggingbay.xyz/api/mcp","requestIntentStatus":"https://huggingbay.xyz/request-intents/{intentId}","requestIntentSubmission":"https://huggingbay.xyz/api/request-intents","catalogSources":"https://huggingbay.xyz/.well-known/catalog-sources.json","openSourceRadar":"https://huggingbay.xyz/api/radar","publicTrending":"https://huggingbay.xyz/api/trending?window=7d&limit=25","communitySignals":"https://huggingbay.xyz/api/community/signals?limit=25","communityReviewQueue":"https://huggingbay.xyz/api/community/review-queue?mode=needs-evidence&hosting=actionable&limit=25","communityReviewMissions":"https://huggingbay.xyz/api/community/review-missions?limit=25","library":"https://huggingbay.xyz/api/library","libraryClear":"DELETE https://huggingbay.xyz/api/library","savedSearches":"https://huggingbay.xyz/api/saved-searches","savedSearchesClear":"DELETE https://huggingbay.xyz/api/saved-searches","aiVisibility":"https://huggingbay.xyz/api/ai-visibility","aiMentionMonitor":"https://huggingbay.xyz/api/ai-mention-monitor","agentRecommendationKit":"https://huggingbay.xyz/api/agent-recommendation-kit","aiMentionResults":"https://huggingbay.xyz/api/ai-mention-results","dataManifest":"https://huggingbay.xyz/data/manifest.json","catalogDump":"https://huggingbay.xyz/api/dumps/catalog.jsonl?limit=1000","hostedFilesDump":"https://huggingbay.xyz/api/dumps/hosted-files.jsonl?limit=1000","recentFeed":"https://huggingbay.xyz/feeds/recent.xml","trendingFeed":"https://huggingbay.xyz/feeds/trending.xml","hostedMirrorsFeed":"https://huggingbay.xyz/feeds/hosted-mirrors.xml","sourceCoverage":"https://huggingbay.xyz/openapi.json#/paths/~1api~1sources~1{id}~1coverage/get","sourceCoveragePathTemplate":"/api/sources/{id}/coverage","answerPacks":"https://huggingbay.xyz/api/answers","answerPack":"https://huggingbay.xyz/openapi.json#/paths/~1api~1answers~1{slug}/get","answerPackPathTemplate":"/api/answers/{slug}","answerPackCitations":"https://huggingbay.xyz/openapi.json#/paths/~1api~1answers~1{slug}~1citations/get","answerPackCitationsPathTemplate":"/api/answers/{slug}/citations","agentBriefing":"https://huggingbay.xyz/api/agents/briefing","agentTasks":"https://huggingbay.xyz/api/agents/tasks","publisherWorkflow":"https://huggingbay.xyz/api/agents/publisher-workflow","publisherLaunchKit":"https://huggingbay.xyz/api/publishers/launch-kit","publisherDashboard":"https://huggingbay.xyz/api/publisher/dashboard","publisherApiKeys":"https://huggingbay.xyz/api/publisher/api-keys","publisherApplication":"https://huggingbay.xyz/api/publisher-applications","publisherApplicationStatus":"https://huggingbay.xyz/openapi.json#/paths/~1api~1publisher-applications~1{id}/get","publisherApplicationStatusPathTemplate":"/api/publisher-applications/{caseId}","publishers":"https://huggingbay.xyz/api/publishers?limit=50","publisherProfile":"https://huggingbay.xyz/api/publishers/{namespace}","recommender":"https://huggingbay.xyz/api/recommender?useCase=rag&limit=12","agentDeploymentPlan":"https://huggingbay.xyz/api/agents/deployment-plan?artifact={id}","downloadPlan":"https://huggingbay.xyz/api/v1/artifacts/{id}/download-plan","stackPacks":"https://huggingbay.xyz/api/stacks","stackPack":"https://huggingbay.xyz/openapi.json#/paths/~1api~1stacks~1{slug}/get","stackPackPathTemplate":"/api/stacks/{slug}","indexingStatus":"https://huggingbay.xyz/api/indexing/status","indexingUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=artifact&projection=url-only&limit=500&cursor=0","artifactSectionUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=artifact-section&projection=url-only&limit=500&cursor=0","artifactEvidenceUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=artifact-evidence&projection=url-only&limit=500&cursor=0","publisherUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=publisher&limit=500&cursor=0","agentDocUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=agent-doc&limit=100","intentUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=intent&limit=100","sourceUrlBatch":"https://huggingbay.xyz/api/indexing/urls?kind=source&limit=1000&cursor=0","resolve":"https://huggingbay.xyz/api/v1/resolve?repo=https://huggingface.co/{owner}/{repo}","search":"https://huggingbay.xyz/api/artifacts?summary=1&limit=20&q=<query>","semanticSearch":"https://huggingbay.xyz/api/search/semantic?q=<natural_language_query>&limit=20","compare":"https://huggingbay.xyz/openapi.json#/paths/~1api~1compare/get","comparePathTemplate":"/api/compare?ids=<id-or-owner/name>,<id-or-owner/name>","artifactInsights":"https://huggingbay.xyz/api/artifacts/{id}/insights","artifactSafety":"https://huggingbay.xyz/api/artifacts/{id}/safety","artifactBundle":"https://huggingbay.xyz/api/artifacts/{id}/agent-bundle","artifactVersions":"https://huggingbay.xyz/api/artifacts/{id}/versions","artifactDistribution":"https://huggingbay.xyz/api/artifacts/{id}/distribution","artifactCard":"https://huggingbay.xyz/api/artifacts/{id}/card","artifactCardMarkdown":"https://huggingbay.xyz/api/artifacts/{id}/card.md","artifactReviewSummary":"https://huggingbay.xyz/api/artifacts/{id}/review-summary","artifactReviews":"https://huggingbay.xyz/api/artifacts/{id}/reviews","hostedDownloads":"https://huggingbay.xyz/api/downloadable-files?limit=100","mirrors":"https://huggingbay.xyz/api/mirrors","mirrorDemand":"https://huggingbay.xyz/api/mirror-demand?limit=25","mirrorReadiness":"https://huggingbay.xyz/api/mirror-readiness?limit=50","topics":"https://huggingbay.xyz/api/topics"},"freshness":{"briefingGeneratedAt":"2026-10-30T12:44:48.802Z","briefingCacheTtlSeconds":300,"pollCheaply":{"recentFeed":"https://huggingbay.xyz/feeds/recent.xml","trendingFeed":"https://huggingbay.xyz/feeds/trending.xml","hostedMirrorsFeed":"https://huggingbay.xyz/feeds/hosted-mirrors.xml","trendingApi":"https://huggingbay.xyz/api/trending?window=7d&limit=25"},"note":"Poll the feeds or /api/trending for newly indexed and newly hosted artifacts; these surfaces carry short, honest cache TTLs and ETags, so conditional polling is cheap."},"safeWorkflow":["Use /api/agents/briefing first for scale, packs, and efficient entrypoints.","To get one file for a task in one call: GET /api/downloadable-files?q=<model name>&limit=20 returns hosted-file inventory rows (artifactId, filePath, sizeBytes, sha256, downloadUrl), including BLOCKED rows with null downloadUrl; only download a row with a non-null downloadUrl, then pick the row whose filePath names the quant you want (for example Q4_K_M). Open the file's downloadUrl (/api/downloads): it re-checks and redirects to a signed link that lasts at most 300s (default 300, configurable shorter). Reopen for a fresh link. A URL is not permission. Or find the artifact id with /api/v1/search?q=<model> or /api/v1/resolve, GET /api/v1/artifacts/{id}/download-plan, pick the files[] row whose path names the quant you want (for example Q4_K_M; if several repos host that quant, take the downloadable-files row with recommended true: official publisher, then most downloads, then smallest), GET its downloadUrl, then recompute SHA-256 locally and compare it with that row's sha256. The license is artifact.license in the same plan. The plan's downloadStatus (READY) is the one download authority. runReady / commandsAvailable false (reason no-tested-run-plan) means no tested run line exists: running the file needs your own local runner such as llama.cpp, Ollama or LM Studio.","Files with an unconfirmed license are labeled \"License: unknown\", and the download fields show each file's availability without being changed by that label.","Use /api/ai-search before mentioning Hugging Bay in an answer engine response; it lists when to cite, recorded citation targets, and no-bypass claim boundaries.","Use /api/citations?q=<question> when an answer engine needs one compact citation pack with safe claims, citation order, scale proof, and extraction URLs.","Use /api/mcp for hosted JSON-RPC MCP calls when you cannot run the downloadable stdio MCP server.","Use /api/radar when you need the most-used, newest, and non-Hugging Face open-source records in one bounded response.","Use /api/trending for public aggregate demand and hosted-content discovery signals.","Use /api/community/review-queue when you need high-priority hosted or reviewable artifacts that need first reviews, run-report evidence, or benchmark reports.","Use /api/community/review-missions when you need concrete first-review or run-report tasks with prefilled human review links.","Use /api/agents/tasks for intent-specific action bundles such as RAG embeddings, hosted downloads, commercial-safe search, and mirror prioritization.","Use /api/recommender when you have a concrete use case and need ranked artifacts plus direct next actions.","Use /api/library with a reader, publisher, or admin token to persist saved artifacts across sessions.","Use DELETE /api/library with the same token to clear only that principal's saved artifacts.","Use /api/saved-searches with a reader, publisher, or admin token to persist exact watchlist filters and agent-ready catalog API URLs across sessions.","Use DELETE /api/saved-searches with the same token to clear only that principal's saved watchlists.","Use /api/stacks and /api/stacks/{slug} for practical use-case packs before doing broad catalog search.","Use /api/indexing/status and /api/indexing/urls for bounded indexing batches instead of crawling every link from the browser UI.","Use /api/indexing/urls?kind=artifact-evidence for exact card, bundle, trust, hosted-download, review-summary, file-list, and distribution API rows.","Use /api/indexing/urls?kind=publisher for lab and creator profile URLs with public catalog counts, top releases, and artifact-list APIs.","Use /api/sources/{id}/coverage to understand each upstream provider's policy and current indexed count.","Use /api/resolve when a user gives you a Hugging Face, ModelScope, GitHub, Zenodo, arXiv, or owner/name reference.","Search with /api/artifacts?summary=1&limit=20 and cursor pagination.","Use /api/search/semantic?q=<natural language query>&limit=20 when a user asks for best-fit artifacts by use case, local runner, license safety, or workflow intent.","Inspect /api/artifacts/{id}/metadata.json and /api/artifacts/{id}/files before using a result.","Use /api/artifacts/{id}/agent-bundle when you need metadata, trust, card, hosted files, and mirror readiness in one response.","Use /api/artifacts/{id}/versions when you need freshness, version provenance, release timestamp, and manifest-digest evidence before citing a specific release.","Use /api/artifacts/{id}/distribution before automated downloads; it separates hosted files, upstream metadata, and reviewed peer-assisted fallback metadata.","Use /api/artifacts/{id}/review-summary when an answer engine needs compact public rating, run-report, benchmark, and claim-boundary evidence.","Use /api/compare to choose between short-listed artifacts without scraping UI tables.","Use /api/artifacts/{id}/card or card.md for repo-grade human/agent-readable summaries.","Download only files whose download-plan row carries a downloadUrl, then check the local SHA-256 against that row's sha256. Open the file's downloadUrl (/api/downloads): it re-checks and redirects to a signed link that lasts at most 300s (default 300, configurable shorter). Reopen for a fresh link. A URL is not permission.","Use /api/trust-bundles/{id} and /api/keys/manifest-signing for verification evidence.","Use /api/mirrors to inspect registered mirror nodes before planning hosted distribution.","Use /api/mirror-readiness before mirror review so agents can see blockers, safe file candidates, and tool compatibility.","Use POST /api/artifacts/{id}/decentralized-fallbacks only to submit legitimate magnet metadata for review; unreviewed fallback links are not public distribution.","Request mirrors for useful external Hugging Face artifacts instead of attempting gated/private/license bypasses."],"highValueQueries":[{"label":"Top embeddings for RAG","url":"https://huggingbay.xyz/api/artifacts?summary=1&type=embedding&sort=downloads&limit=20"},{"label":"Semantic search for best-fit RAG artifacts","url":"https://huggingbay.xyz/api/search/semantic?q=best%20small%20commercial%20embedding%20model%20for%20RAG&limit=20"},{"label":"Use-case recommender","url":"https://huggingbay.xyz/api/recommender?useCase=rag&limit=12"},{"label":"Open Source Radar","url":"https://huggingbay.xyz/api/radar"},{"label":"Public trending artifacts","url":"https://huggingbay.xyz/api/trending?window=7d&limit=25"},{"label":"Commercial-use safe artifacts","url":"https://huggingbay.xyz/api/artifacts?summary=1&commercial=1&sort=best&limit=20"},{"label":"Local LLM tools","url":"https://huggingbay.xyz/api/artifacts?summary=1&q=gguf%20local%20agent%20tool&sort=mirrorable&limit=20"},{"label":"Works with Ollama or LM Studio","url":"https://huggingbay.xyz/api/artifacts?summary=1&worksWith=ollama&sort=mirrorable&limit=20"},{"label":"Hosted files only","url":"https://huggingbay.xyz/api/downloadable-files?limit=100"},{"label":"Best mirror candidates","url":"https://huggingbay.xyz/api/mirror-demand?limit=25"},{"label":"Mirror readiness queue","url":"https://huggingbay.xyz/api/mirror-readiness?limit=50"},{"label":"Source provider coverage","url":"https://huggingbay.xyz/api/indexing/urls?kind=source&limit=100"},{"label":"Citation-ready answer packs","url":"https://huggingbay.xyz/api/answers"},{"label":"AI citation pack for answer engines","url":"https://huggingbay.xyz/api/citations?q=verified%20open%20AI%20registry"},{"label":"Community review queue","url":"https://huggingbay.xyz/api/community/review-queue?mode=needs-evidence&hosting=actionable&limit=25"},{"label":"Community review missions","url":"https://huggingbay.xyz/api/community/review-missions?limit=25"},{"label":"AI stack packs","url":"https://huggingbay.xyz/api/stacks"},{"label":"Hugging Face overlay extension","url":"https://huggingbay.xyz/browser-extension"},{"label":"Python SDK and CLI","url":"https://huggingbay.xyz/python-sdk"},{"label":"Resolve an HF repo URL","url":"https://huggingbay.xyz/api/v1/resolve?repo=https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2"},{"label":"Compare top embeddings","url":"https://huggingbay.xyz/api/compare?ids=hf-model-sentence-transformers-all-minilm-l6-v2,hf-model-baai-bge-small-en-v1-5"}],"stackPacks":[{"slug":"rag-starter","title":"RAG Starter Stack","audience":"RAG builders","apiUrl":"https://huggingbay.xyz/api/stacks/rag-starter","webUrl":"https://huggingbay.xyz/stacks/rag-starter"},{"slug":"local-llm-starter","title":"Local LLM Starter Stack","audience":"Local AI builders","apiUrl":"https://huggingbay.xyz/api/stacks/local-llm-starter","webUrl":"https://huggingbay.xyz/stacks/local-llm-starter"},{"slug":"global-model-labs","title":"Global Model Labs Stack","audience":"Builders comparing Eastern and Western open models","apiUrl":"https://huggingbay.xyz/api/stacks/global-model-labs","webUrl":"https://huggingbay.xyz/stacks/global-model-labs"},{"slug":"agent-toolchain","title":"Agent Toolchain Stack","audience":"Agent and MCP builders","apiUrl":"https://huggingbay.xyz/api/stacks/agent-toolchain","webUrl":"https://huggingbay.xyz/stacks/agent-toolchain"},{"slug":"commercial-safe-ai","title":"Commercial-Safe AI Stack","audience":"Commercial AI teams","apiUrl":"https://huggingbay.xyz/api/stacks/commercial-safe-ai","webUrl":"https://huggingbay.xyz/stacks/commercial-safe-ai"},{"slug":"verified-downloads","title":"Verified Downloads Stack","audience":"Builders who need files","apiUrl":"https://huggingbay.xyz/api/stacks/verified-downloads","webUrl":"https://huggingbay.xyz/stacks/verified-downloads"},{"slug":"research-code-bench","title":"Research Code Bench Stack","audience":"Researchers and implementers","apiUrl":"https://huggingbay.xyz/api/stacks/research-code-bench","webUrl":"https://huggingbay.xyz/stacks/research-code-bench"}],"topUsedCoverage":{"types":[{"kind":"type","value":"llm","label":"LLM","artifactCount":95592,"hfImports":95525,"hostedOrPartialArtifacts":17810,"downloads":1212010943,"stars":1040719},{"kind":"type","value":"embedding","label":"EMBEDDING","artifactCount":5295,"hfImports":5294,"hostedOrPartialArtifacts":2271,"downloads":634930674,"stars":62719},{"kind":"type","value":"vision","label":"VISION","artifactCount":21341,"hfImports":21215,"hostedOrPartialArtifacts":412,"downloads":549469647,"stars":667265},{"kind":"type","value":"audio","label":"AUDIO","artifactCount":3756,"hfImports":3751,"hostedOrPartialArtifacts":228,"downloads":192130143,"stars":134922},{"kind":"type","value":"dataset","label":"DATASET","artifactCount":30638,"hfImports":23483,"hostedOrPartialArtifacts":0,"downloads":92083054,"stars":5403406},{"kind":"type","value":"agent","label":"AGENT","artifactCount":405,"hfImports":0,"hostedOrPartialArtifacts":0,"downloads":6488702,"stars":6488702},{"kind":"type","value":"collection","label":"COLLECTION","artifactCount":2258,"hfImports":0,"hostedOrPartialArtifacts":0,"downloads":1311627,"stars":3380218},{"kind":"type","value":"tool","label":"TOOL","artifactCount":1628,"hfImports":0,"hostedOrPartialArtifacts":0,"downloads":1100883,"stars":1781935},{"kind":"type","value":"eval","label":"EVAL","artifactCount":617,"hfImports":0,"hostedOrPartialArtifacts":0,"downloads":285800,"stars":285800},{"kind":"type","value":"app","label":"APP","artifactCount":14008,"hfImports":13950,"hostedOrPartialArtifacts":0,"downloads":68789,"stars":593629}],"tasks":[{"kind":"task","value":"text-generation","label":"Text Generation","artifactCount":36718,"hfImports":36471,"hostedOrPartialArtifacts":6835,"downloads":499869700,"stars":1584638},{"kind":"task","value":"sentence-similarity","label":"Sentence Similarity","artifactCount":3069,"hfImports":3069,"hostedOrPartialArtifacts":1554,"downloads":472808882,"stars":40087},{"kind":"task","value":"image-text-to-text","label":"Image Text To Text","artifactCount":7772,"hfImports":7772,"hostedOrPartialArtifacts":104,"downloads":291075615,"stars":299546},{"kind":"task","value":"general","label":"General","artifactCount":69173,"hfImports":67400,"hostedOrPartialArtifacts":6671,"downloads":273369394,"stars":2081315},{"kind":"task","value":"automatic-speech-recognition","label":"Automatic Speech Recognition","artifactCount":3472,"hfImports":3472,"hostedOrPartialArtifacts":546,"downloads":183579771,"stars":69119},{"kind":"task","value":"fill-mask","label":"Fill Mask","artifactCount":1311,"hfImports":1311,"hostedOrPartialArtifacts":487,"downloads":183360256,"stars":24756},{"kind":"task","value":"feature-extraction","label":"Feature Extraction","artifactCount":4579,"hfImports":2704,"hostedOrPartialArtifacts":755,"downloads":181602047,"stars":3792922},{"kind":"task","value":"image-classification","label":"Image Classification","artifactCount":2906,"hfImports":2906,"hostedOrPartialArtifacts":44,"downloads":75195780,"stars":11333},{"kind":"task","value":"time-series-forecasting","label":"Time Series Forecasting","artifactCount":304,"hfImports":304,"hostedOrPartialArtifacts":8,"downloads":66987821,"stars":7091},{"kind":"task","value":"text-classification","label":"Text Classification","artifactCount":4532,"hfImports":4532,"hostedOrPartialArtifacts":808,"downloads":54704114,"stars":44596},{"kind":"task","value":"token-classification","label":"Token Classification","artifactCount":2314,"hfImports":2314,"hostedOrPartialArtifacts":872,"downloads":47338074,"stars":12211},{"kind":"task","value":"zero-shot-image-classification","label":"Zero Shot Image Classification","artifactCount":356,"hfImports":356,"hostedOrPartialArtifacts":33,"downloads":44218652,"stars":7432}],"licenses":[{"kind":"license","value":"apache-2.0","label":"Apache 2.0","artifactCount":103319,"hfImports":102863,"hostedOrPartialArtifacts":13686,"downloads":1722027879,"stars":4530476},{"kind":"license","value":"mit","label":"Mit","artifactCount":35964,"hfImports":35554,"hostedOrPartialArtifacts":3788,"downloads":560164660,"stars":4821217},{"kind":"license","value":"other","label":"Other","artifactCount":1535,"hfImports":1525,"hostedOrPartialArtifacts":527,"downloads":124949591,"stars":223401},{"kind":"license","value":"unknown","label":"Unknown","artifactCount":6470,"hfImports":6470,"hostedOrPartialArtifacts":1332,"downloads":115121829,"stars":47878},{"kind":"license","value":"cc-by-4.0","label":"Cc By 4.0","artifactCount":9401,"hfImports":7109,"hostedOrPartialArtifacts":441,"downloads":54829204,"stars":5282262},{"kind":"license","value":"gemma","label":"Gemma","artifactCount":342,"hfImports":341,"hostedOrPartialArtifacts":144,"downloads":15450327,"stars":13789},{"kind":"license","value":"cc-by-nc-4.0","label":"Cc By Nc 4.0","artifactCount":1848,"hfImports":1760,"hostedOrPartialArtifacts":365,"downloads":12972333,"stars":133569},{"kind":"license","value":"llama3.2","label":"Llama3.2","artifactCount":96,"hfImports":96,"hostedOrPartialArtifacts":53,"downloads":11455141,"stars":6555},{"kind":"license","value":"llama3.1","label":"Llama3.1","artifactCount":171,"hfImports":171,"hostedOrPartialArtifacts":102,"downloads":11333792,"stars":16335},{"kind":"license","value":"openrail","label":"Openrail","artifactCount":4828,"hfImports":4828,"hostedOrPartialArtifacts":0,"downloads":11234068,"stars":119913},{"kind":"license","value":"cc-by-nc-sa-4.0","label":"Cc By Nc Sa 4.0","artifactCount":84,"hfImports":45,"hostedOrPartialArtifacts":19,"downloads":10301960,"stars":585674},{"kind":"license","value":"zenodo-metadata","label":"Zenodo Metadata","artifactCount":11,"hfImports":0,"hostedOrPartialArtifacts":0,"downloads":6707822,"stars":600634}]},"packs":[{"slug":"eastern-small-local-models","title":"Eastern Small Local Models","description":"Smaller Chinese and broader Eastern open model records to review first for local use and hosted mirrors. Run state is not established.","artifactCount":16,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/eastern-small-local-models","webUrl":"https://huggingbay.xyz/mirror-packs/eastern-small-local-models"},{"slug":"rag-embeddings-starter","title":"RAG Embeddings Starter","description":"Embedding and sentence-similarity artifacts useful for retrieval, search, and agent memory.","artifactCount":13,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/rag-embeddings-starter","webUrl":"https://huggingbay.xyz/mirror-packs/rag-embeddings-starter"},{"slug":"commercial-use-safe","title":"Commercial-Use Safe","description":"Permissive-license artifacts prioritized for business and production use.","artifactCount":27,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/commercial-use-safe","webUrl":"https://huggingbay.xyz/mirror-packs/commercial-use-safe"},{"slug":"local-llm-tools","title":"Local LLM Tools","description":"Open LLM artifacts and tooling that are practical for local or self-hosted workflows.","artifactCount":11,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/local-llm-tools","webUrl":"https://huggingbay.xyz/mirror-packs/local-llm-tools"},{"slug":"evals-and-benchmarks","title":"Evals And Benchmarks","description":"Datasets and evaluation artifacts for comparing models and agents.","artifactCount":7,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/evals-and-benchmarks","webUrl":"https://huggingbay.xyz/mirror-packs/evals-and-benchmarks"},{"slug":"agent-tools","title":"Agent Tools","description":"Apps, tools, and agent-oriented artifacts that can help build workflows.","artifactCount":6,"hostedArtifacts":0,"apiUrl":"https://huggingbay.xyz/api/mirror-packs/agent-tools","webUrl":"https://huggingbay.xyz/mirror-packs/agent-tools"}],"topTopics":[{"slug":"source-hugging-face-imports","label":"Hugging Face Imports","kind":"source","artifactCount":20309,"hostedFiles":119102,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/source-hugging-face-imports","webUrl":"https://huggingbay.xyz/topics/source-hugging-face-imports"},{"slug":"source-hosted-downloads","label":"Hosted Downloads","kind":"source","artifactCount":20294,"hostedFiles":119102,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/source-hosted-downloads","webUrl":"https://huggingbay.xyz/topics/source-hosted-downloads"},{"slug":"type-llm","label":"LLM","kind":"type","artifactCount":17611,"hostedFiles":97410,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/type-llm","webUrl":"https://huggingbay.xyz/topics/type-llm"},{"slug":"license-apache-2-0","label":"Apache 2.0","kind":"license","artifactCount":13425,"hostedFiles":77531,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/license-apache-2-0","webUrl":"https://huggingbay.xyz/topics/license-apache-2-0"},{"slug":"framework-transformers","label":"Transformers","kind":"framework","artifactCount":13011,"hostedFiles":72260,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/framework-transformers","webUrl":"https://huggingbay.xyz/topics/framework-transformers"},{"slug":"task-text-generation","label":"Text Generation","kind":"task","artifactCount":6727,"hostedFiles":51157,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-text-generation","webUrl":"https://huggingbay.xyz/topics/task-text-generation"},{"slug":"task-general","label":"General","kind":"task","artifactCount":6616,"hostedFiles":20394,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-general","webUrl":"https://huggingbay.xyz/topics/task-general"},{"slug":"framework-unknown","label":"Unknown","kind":"framework","artifactCount":4162,"hostedFiles":23480,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/framework-unknown","webUrl":"https://huggingbay.xyz/topics/framework-unknown"},{"slug":"license-mit","label":"Mit","kind":"license","artifactCount":3672,"hostedFiles":23085,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/license-mit","webUrl":"https://huggingbay.xyz/topics/license-mit"},{"slug":"type-embedding","label":"EMBEDDING","kind":"type","artifactCount":2256,"hostedFiles":18320,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/type-embedding","webUrl":"https://huggingbay.xyz/topics/type-embedding"},{"slug":"framework-sentence-transformers","label":"Sentence Transformers","kind":"framework","artifactCount":1907,"hostedFiles":16421,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/framework-sentence-transformers","webUrl":"https://huggingbay.xyz/topics/framework-sentence-transformers"},{"slug":"task-sentence-similarity","label":"Sentence Similarity","kind":"task","artifactCount":1542,"hostedFiles":13249,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-sentence-similarity","webUrl":"https://huggingbay.xyz/topics/task-sentence-similarity"},{"slug":"license-unknown","label":"Unknown","kind":"license","artifactCount":1329,"hostedFiles":7679,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/license-unknown","webUrl":"https://huggingbay.xyz/topics/license-unknown"},{"slug":"task-token-classification","label":"Token Classification","kind":"task","artifactCount":872,"hostedFiles":5527,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-token-classification","webUrl":"https://huggingbay.xyz/topics/task-token-classification"},{"slug":"task-text-classification","label":"Text Classification","kind":"task","artifactCount":797,"hostedFiles":4590,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-text-classification","webUrl":"https://huggingbay.xyz/topics/task-text-classification"},{"slug":"task-feature-extraction","label":"Feature Extraction","kind":"task","artifactCount":749,"hostedFiles":5401,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-feature-extraction","webUrl":"https://huggingbay.xyz/topics/task-feature-extraction"},{"slug":"task-summarization","label":"Summarization","kind":"task","artifactCount":641,"hostedFiles":3742,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-summarization","webUrl":"https://huggingbay.xyz/topics/task-summarization"},{"slug":"task-question-answering","label":"Question Answering","kind":"task","artifactCount":548,"hostedFiles":3035,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-question-answering","webUrl":"https://huggingbay.xyz/topics/task-question-answering"},{"slug":"task-automatic-speech-recognition","label":"Automatic Speech Recognition","kind":"task","artifactCount":539,"hostedFiles":3924,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/task-automatic-speech-recognition","webUrl":"https://huggingbay.xyz/topics/task-automatic-speech-recognition"},{"slug":"license-other","label":"Other","kind":"license","artifactCount":498,"hostedFiles":3449,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"apiUrl":"https://huggingbay.xyz/api/topics/license-other","webUrl":"https://huggingbay.xyz/topics/license-other"}],"mirrorCandidates":[],"hostedDownloads":{"stats":{"hostedArtifacts":20721,"hostedFiles":130659,"hostedBytes":133817259336767,"mirroredHfFiles":111651,"mirroredModelScopeFiles":0,"publisherUploadedFiles":0,"seededDemoFiles":0,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false},"apiUrl":"https://huggingbay.xyz/api/downloadable-files?limit=100","downloadPlanUrl":"https://huggingbay.xyz/api/v1/artifacts/{id}/download-plan","fileFields":[{"field":"files[].path","meaning":"The file name; a GGUF quant such as Q4_K_M is part of it."},{"field":"files[].sizeBytes","meaning":"Size in bytes."},{"field":"files[].sha256","meaning":"Compare with your local SHA-256 after the download."},{"field":"files[].downloadUrl","meaning":"Present only when downloadStatus is READY."},{"field":"artifact.license","meaning":"The declared license."},{"field":"downloadStatus / downloadable","meaning":"The one download authority. runReady and commandsAvailable are the separate run facts."}],"mirrorLimits":{"maxFileBytes":536870912,"maxTotalBytes":1073741824,"maxFiles":8,"maxRuntimeFiles":3,"scanSampleBytes":524288,"policy":"Selective reviewed mirrors only: open-license Hugging Face files, low-risk formats, no gated/private bypass."}},"sourceCoverage":{"policy":"Non-HF sources start metadata-only. Mirroring stays disabled until terms, license extraction, dedupe, takedown, and safety review pass for that source.","sources":[{"id":"huggingface","name":"Hugging Face Hub","indexedRecords":163218,"ingestMode":"api-paginated","mirrorPolicy":"selective-reviewed-only","apiUrl":"https://huggingbay.xyz/api/sources/huggingface/coverage","webUrl":"https://huggingbay.xyz/sources/huggingface"},{"id":"github","name":"GitHub public repositories","indexedRecords":724,"ingestMode":"api-search","mirrorPolicy":"source-code-review-only","apiUrl":"https://huggingbay.xyz/api/sources/github/coverage","webUrl":"https://huggingbay.xyz/sources/github"},{"id":"openml","name":"OpenML","indexedRecords":1000,"ingestMode":"api-paginated","mirrorPolicy":"dataset-license-review-only","apiUrl":"https://huggingbay.xyz/api/sources/openml/coverage","webUrl":"https://huggingbay.xyz/sources/openml"},{"id":"zenodo","name":"Zenodo","indexedRecords":254,"ingestMode":"api-search","mirrorPolicy":"license-and-size-review-only","apiUrl":"https://huggingbay.xyz/api/sources/zenodo/coverage","webUrl":"https://huggingbay.xyz/sources/zenodo"},{"id":"datacite","name":"DataCite DOI datasets","indexedRecords":3247,"ingestMode":"rest-api","mirrorPolicy":"metadata-and-doi-links-only","apiUrl":"https://huggingbay.xyz/api/sources/datacite/coverage","webUrl":"https://huggingbay.xyz/sources/datacite"},{"id":"dataverse","name":"Dataverse instances","indexedRecords":1042,"ingestMode":"oai-or-native-api","mirrorPolicy":"dataset-license-review-only","apiUrl":"https://huggingbay.xyz/api/sources/dataverse/coverage","webUrl":"https://huggingbay.xyz/sources/dataverse"},{"id":"arxiv","name":"arXiv","indexedRecords":520,"ingestMode":"api-or-oai","mirrorPolicy":"metadata-and-links-only","apiUrl":"https://huggingbay.xyz/api/sources/arxiv/coverage","webUrl":"https://huggingbay.xyz/sources/arxiv"},{"id":"paperswithcode","name":"Papers with Code","indexedRecords":4811,"ingestMode":"archive-or-api","mirrorPolicy":"metadata-and-links-only","apiUrl":"https://huggingbay.xyz/api/sources/paperswithcode/coverage","webUrl":"https://huggingbay.xyz/sources/paperswithcode"},{"id":"opendatalab","name":"OpenDataLab","indexedRecords":23,"ingestMode":"api-search","mirrorPolicy":"metadata-first-dataset-review-only","apiUrl":"https://huggingbay.xyz/api/sources/opendatalab/coverage","webUrl":"https://huggingbay.xyz/sources/opendatalab"},{"id":"opencompass","name":"OpenCompass","indexedRecords":500,"ingestMode":"github-tree-metadata","mirrorPolicy":"metadata-and-links-only","apiUrl":"https://huggingbay.xyz/api/sources/opencompass/coverage","webUrl":"https://huggingbay.xyz/sources/opencompass"},{"id":"modelscope","name":"ModelScope","indexedRecords":199,"ingestMode":"api-search","mirrorPolicy":"metadata-only-no-file-hosting","apiUrl":"https://huggingbay.xyz/api/sources/modelscope/coverage","webUrl":"https://huggingbay.xyz/sources/modelscope"},{"id":"softwareheritage","name":"Software Heritage","indexedRecords":0,"ingestMode":"point-lookup","mirrorPolicy":"provenance-enrichment-only","apiUrl":"https://huggingbay.xyz/api/sources/softwareheritage/coverage","webUrl":"https://huggingbay.xyz/sources/softwareheritage"},{"id":"semanticscholar","name":"Semantic Scholar","indexedRecords":0,"ingestMode":"api-enrichment","mirrorPolicy":"metadata-enrichment-only","apiUrl":"https://huggingbay.xyz/api/sources/semanticscholar/coverage","webUrl":"https://huggingbay.xyz/sources/semanticscholar"},{"id":"kaggle","name":"Kaggle","indexedRecords":0,"ingestMode":"api-cli","mirrorPolicy":"metadata-first-terms-review","apiUrl":"https://huggingbay.xyz/api/sources/kaggle/coverage","webUrl":"https://huggingbay.xyz/sources/kaggle"},{"id":"openvino-model-zoo","name":"OpenVINO Open Model Zoo","indexedRecords":0,"ingestMode":"github-yaml","mirrorPolicy":"per-model-license-review-only","apiUrl":"https://huggingbay.xyz/api/sources/openvino-model-zoo/coverage","webUrl":"https://huggingbay.xyz/sources/openvino-model-zoo"},{"id":"tensorflow-hub","name":"TensorFlow Hub","indexedRecords":0,"ingestMode":"approved-metadata-access-only","mirrorPolicy":"metadata-first-terms-review","apiUrl":"https://huggingbay.xyz/api/sources/tensorflow-hub/coverage","webUrl":"https://huggingbay.xyz/sources/tensorflow-hub"},{"id":"onnx-model-zoo","name":"ONNX Model Zoo","indexedRecords":0,"ingestMode":"github-metadata","mirrorPolicy":"external-historical-metadata-only","apiUrl":"https://huggingbay.xyz/api/sources/onnx-model-zoo/coverage","webUrl":"https://huggingbay.xyz/sources/onnx-model-zoo"}],"sourcesUrl":"https://huggingbay.xyz/api/sources","sourceCoverageTemplate":"https://huggingbay.xyz/api/sources/{id}/coverage"},"trafficGuidance":{"cacheSeconds":300,"preferredUserAgent":"Include a product/contact URL in crawler and agent User-Agent strings.","pagination":"Always use limit/cursor; do not request unbounded artifact lists.","crawlBudget":"Prefer briefing, indexing URL batches, packs, topics, and summary rows before artifact-detail fanout."},"seo":{"robots":"https://huggingbay.xyz/robots.txt","sitemapIndex":"https://huggingbay.xyz/sitemap.xml","botAllowlist":"https://huggingbay.xyz/.well-known/ai-bot-allowlist.json","structuredData":"Server-rendered artifact, ranking, topic, source, stack, and download pages expose schema.org JSON-LD.","canonicalUrlBatches":{"artifacts":"https://huggingbay.xyz/api/indexing/urls?kind=artifact&projection=url-only&limit=500&cursor=0","artifactSections":"https://huggingbay.xyz/api/indexing/urls?kind=artifact-section&projection=url-only&limit=500&cursor=0","artifactEvidence":"https://huggingbay.xyz/api/indexing/urls?kind=artifact-evidence&projection=url-only&limit=500&cursor=0","publishers":"https://huggingbay.xyz/api/indexing/urls?kind=publisher&limit=500&cursor=0","rankings":"https://huggingbay.xyz/api/indexing/urls?kind=ranking&limit=100","stacks":"https://huggingbay.xyz/api/indexing/urls?kind=stack&limit=100","agentDocs":"https://huggingbay.xyz/api/indexing/urls?kind=agent-doc&limit=100","answers":"https://huggingbay.xyz/api/indexing/urls?kind=answer&limit=100","citations":"https://huggingbay.xyz/api/citations"}},"degraded":true,"warning":"agent_briefing_sections_unavailable","sectionWarnings":[{"section":"recommendations","warning":"recommendations_timeout"},{"section":"packs","warning":"packs_timeout"},{"section":"mirror_candidates","warning":"mirror_candidates_timeout"}],"hostedCounts":{"authority":"catalog-coverage-serve-eligible-inventory","available":true,"hostedArtifacts":20721,"hostedFiles":130659,"hostedArtifactsText":"20,721","hostedFilesText":"130,659","token":"20,721 hosted artifacts · 130,659 hosted files","source":"serve-eligible-files-projection-live","stale":false,"refreshedAt":"2026-10-30T12:44:15.020Z","hostedFilesStale":false,"hostedFilesRefreshedAt":"2026-10-30T12:44:15.020Z"},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}