{"schemaVersion":"hugging-bay.agent-tasks.v1","generatedAt":"2026-09-05T14:52:38.597Z","baseUrl":"https://huggingbay.xyz","tasks":[{"id":"find-rag-embeddings","label":"Find RAG embeddings","description":"Embedding models and retrieval artifacts for search, memory, and agent knowledge bases.","webUrl":"https://huggingbay.xyz/rankings/rag-embeddings","apiUrl":"https://huggingbay.xyz/api/rankings/rag-embeddings","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&type=embedding&q=rag%20retrieval%20semantic&sort=downloads&limit=25","actions":[{"id":"open-stack","method":"GET","url":"https://huggingbay.xyz/api/stacks/rag-starter","mcpTool":"get_stack","arguments":{"slug":"rag-starter"}},{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/rag-embeddings","mcpTool":"get_ranking","arguments":{"slug":"rag-embeddings"}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&type=embedding&q=rag%20retrieval%20semantic&sort=downloads&limit=25","mcpTool":"search_artifacts","arguments":{"type":"embedding","q":"rag retrieval semantic","sort":"downloads","limit":25}}],"nextSteps":["Inspect metadata.json","Prefer hosted/downloadable rows","Request mirror for external HF artifacts with strong demand"]},{"id":"find-mcp-agent-tools","label":"Find MCP and agent tools","description":"MCP servers, agent frameworks, workflow tools, and eval harnesses.","webUrl":"https://huggingbay.xyz/rankings/mcp-agent-tools","apiUrl":"https://huggingbay.xyz/api/rankings/mcp-agent-tools","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&q=mcp%20agent%20tool%20workflow&sort=best&limit=25","actions":[{"id":"open-stack","method":"GET","url":"https://huggingbay.xyz/api/stacks/agent-toolchain","mcpTool":"get_stack","arguments":{"slug":"agent-toolchain"}},{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/mcp-agent-tools","mcpTool":"get_ranking","arguments":{"slug":"mcp-agent-tools"}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&q=mcp%20agent%20tool%20workflow&sort=best&limit=25","mcpTool":"search_artifacts","arguments":{"q":"mcp agent tool workflow","sort":"best","limit":25}}],"nextSteps":["Check source provider policy","Open upstream repository for source code","Do not assume GitHub files are hosted by Hugging Bay"]},{"id":"find-commercial-safe","label":"Find commercial-safe artifacts","description":"Permissive-license artifacts and datasets to review first for product use.","webUrl":"https://huggingbay.xyz/rankings/commercial-use-safe","apiUrl":"https://huggingbay.xyz/api/rankings/commercial-use-safe","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&commercial=1&sort=best&limit=25","actions":[{"id":"open-stack","method":"GET","url":"https://huggingbay.xyz/api/stacks/commercial-safe-ai","mcpTool":"get_stack","arguments":{"slug":"commercial-safe-ai"}},{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/commercial-use-safe","mcpTool":"get_ranking","arguments":{"slug":"commercial-use-safe"}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&commercial=1&sort=best&limit=25","mcpTool":"search_artifacts","arguments":{"commercial":"1","sort":"best","limit":25}}],"nextSteps":["Verify license in metadata","Check trust bundle before download","Prefer hosted signed manifests"]},{"id":"find-global-model-labs","label":"Find global model labs","description":"Official high-signal model records from major Eastern and Western AI labs.","webUrl":"https://huggingbay.xyz/rankings/global-model-labs","apiUrl":"https://huggingbay.xyz/api/rankings/global-model-labs","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&type=llm,embedding,vision,audio&q=qwen%20deepseek%20glm%20kimi%20baai%20llama%20mistral%20granite&sort=downloads&limit=25","actions":[{"id":"open-stack","method":"GET","url":"https://huggingbay.xyz/api/stacks/global-model-labs","mcpTool":"get_stack","arguments":{"slug":"global-model-labs"}},{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/global-model-labs","mcpTool":"get_ranking","arguments":{"slug":"global-model-labs"}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&type=llm,embedding,vision,audio&q=qwen%20deepseek%20glm%20kimi%20baai%20llama%20mistral%20granite&sort=downloads&limit=25","mcpTool":"search_artifacts","arguments":{"type":"llm,embedding,vision,audio","q":"qwen deepseek glm kimi baai llama mistral granite","sort":"downloads","limit":25}}],"nextSteps":["Prefer official owner namespaces","Check gated/license state before mirroring","Use derivatives only when official rows are unavailable or gated"]},{"id":"find-eastern-open-models","label":"Find Eastern open models","description":"Official and high-signal open model records from Chinese, Japanese, Korean, and broader Eastern AI labs.","webUrl":"https://huggingbay.xyz/rankings/eastern-open-models","apiUrl":"https://huggingbay.xyz/api/rankings/eastern-open-models","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&type=llm,embedding,vision,audio&q=qwen%20deepseek%20glm%20zhipu%20baai%20internlm%20hunyuan%20kimi%20minimax%20longcat&sort=downloads&limit=25","actions":[{"id":"source-coverage","method":"GET","url":"https://huggingbay.xyz/api/sources/eastern-open-models"},{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/eastern-open-models","mcpTool":"get_ranking","arguments":{"slug":"eastern-open-models"}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&type=llm,embedding,vision,audio&q=qwen%20deepseek%20glm%20zhipu%20baai%20internlm%20hunyuan%20kimi%20minimax%20longcat&sort=downloads&limit=25","mcpTool":"search_artifacts","arguments":{"type":"llm,embedding,vision,audio","q":"qwen deepseek glm zhipu baai internlm hunyuan kimi minimax longcat","sort":"downloads","limit":25}}],"nextSteps":["Start from official lab namespaces","Check ModelScope/OpenDataLab/OpenCompass/GitHub/HF cross-source provenance","Mirror only public redistributable files after review"]},{"id":"find-hosted-downloads","label":"Find hosted downloads","description":"Files actually hosted by Hugging Bay with SHA-256 and range-capable downloads.","webUrl":"https://huggingbay.xyz/downloads","apiUrl":"https://huggingbay.xyz/api/downloadable-files?limit=100","searchUrl":"https://huggingbay.xyz/api/downloadable-files?limit=100","actions":[{"id":"open-stack","method":"GET","url":"https://huggingbay.xyz/api/stacks/verified-downloads","mcpTool":"get_stack","arguments":{"slug":"verified-downloads"}},{"id":"list-downloads","method":"GET","url":"https://huggingbay.xyz/api/downloadable-files?limit=100","mcpTool":"list_downloadable_files","arguments":{"limit":100}}],"nextSteps":["Use manifest signing key","Executable run, pull, and receipt guidance is withheld until canonical bundle evaluation is integrated.","Record failed hashes as reports"]},{"id":"find-run-ready-hosted-models","label":"Inspect hosted model-file inventory","description":"Hosted model-file rows with hashes; canonical bundle and runtime state remain unknown.","webUrl":"https://huggingbay.xyz/rankings/hosted-run-ready","apiUrl":"https://huggingbay.xyz/api/rankings/hosted-run-ready","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&type=llm,vision,audio,embedding&hosting=hosted,partial&sort=trust&limit=25","actions":[{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/hosted-run-ready","mcpTool":"get_ranking","arguments":{"slug":"hosted-run-ready"}},{"id":"list-downloads","method":"GET","url":"https://huggingbay.xyz/api/downloadable-files?limit=100","mcpTool":"list_downloadable_files","arguments":{"limit":100}},{"id":"file-inventory","method":"GET","url":"https://huggingbay.xyz/api/local-kits/{id}","mcpTool":"get_local_kit","arguments":{"id":"{artifact_id}"}}],"nextSteps":["Inspect individually hashed files","Check canonical bundle state when available","Do not infer run readiness from hosted files"]},{"id":"manage-account-watchlists","label":"Manage account watchlists","description":"Create durable saved catalog searches, read live digests, monitor alerts, and delete watchlists through bearer-token API or hosted MCP tools.","webUrl":"https://huggingbay.xyz/account","apiUrl":"https://huggingbay.xyz/api/saved-searches","searchUrl":"https://huggingbay.xyz/api/saved-searches?alerts=1&alertLimit=25&previewLimit=8","actions":[{"id":"create-reader-token","method":"POST","url":"https://huggingbay.xyz/api/account/reader-token","arguments":{"displayName":"agent watchlist token","purpose":"durable saved search monitoring"}},{"id":"save-watchlist","method":"POST","url":"https://huggingbay.xyz/api/saved-searches","mcpTool":"save_saved_search","arguments":{"label":"Hosted local models","filters":{"query":"local model","hosting":"hosted","worksWith":"ollama"},"sortKey":"trust","notificationsEnabled":true}},{"id":"list-watchlists","method":"GET","url":"https://huggingbay.xyz/api/saved-searches?alerts=1&alertLimit=25&previewLimit=8","mcpTool":"list_saved_searches","arguments":{"alerts":"1","alertLimit":25,"previewLimit":8}},{"id":"digest","method":"GET","url":"https://huggingbay.xyz/api/saved-searches/{searchId}/digest?limit=10","mcpTool":"get_saved_search_digest","arguments":{"searchId":"{search_id}","limit":10}},{"id":"delete-watchlist","method":"DELETE","url":"https://huggingbay.xyz/api/saved-searches/{searchId}","mcpTool":"delete_saved_search","arguments":{"searchId":"{search_id}"}}],"nextSteps":["Store reader tokens privately","Use MCP Authorization: Bearer <token> for hosted watchlist tools","Keep watchlist filters bounded and cite digest URLs instead of scraping UI state"]},{"id":"review-after-use","label":"Submit run evidence","description":"Contribute trust signals after an artifact loads, fails, benchmarks, or needs moderation.","webUrl":"https://huggingbay.xyz/api/community/signals","apiUrl":"https://huggingbay.xyz/api/community/signals?limit=25","searchUrl":"https://huggingbay.xyz/api/community/signals?limit=25","actions":[{"id":"get-signals","method":"GET","url":"https://huggingbay.xyz/api/community/signals?limit=25","mcpTool":"get_community_signals","arguments":{"limit":25}},{"id":"get-review-queue","method":"GET","url":"https://huggingbay.xyz/api/community/review-queue?mode=needs-evidence&hosting=actionable&limit=25","mcpTool":"get_review_queue","arguments":{"mode":"needs-evidence","hosting":"actionable","limit":25}},{"id":"read-reviews","method":"GET","url":"https://huggingbay.xyz/api/artifacts/{id}/reviews?limit=50","mcpTool":"get_artifact_reviews","arguments":{"id":"{artifact_id}","limit":50}},{"id":"submit-review","method":"POST","url":"https://huggingbay.xyz/api/artifacts/{id}/reviews","mcpTool":"submit_artifact_review","arguments":{"id":"{artifact_id}","rating":5,"body":"Loaded successfully with tool/version/hardware details."}}],"nextSteps":["Include tool and hardware","Attach benchmark evidence when available","Use report_review only for low-quality, unsafe, or misleading reviews"]},{"id":"collect-first-reviews","label":"Collect first reviews","description":"Inspect high-demand rows in an explicitly unqualified evidence moderation queue. Evidence presence or absence has no public decision effect.","webUrl":"https://huggingbay.xyz/rankings/needs-first-review","apiUrl":"https://huggingbay.xyz/api/rankings/needs-first-review","searchUrl":"https://huggingbay.xyz/api/artifacts?summary=1&reviewStatus=first-review,needs-evidence&sort=demand&limit=25","actions":[{"id":"get-ranking","method":"GET","url":"https://huggingbay.xyz/api/rankings/needs-first-review","mcpTool":"get_ranking","arguments":{"slug":"needs-first-review"}},{"id":"get-review-queue","method":"GET","url":"https://huggingbay.xyz/api/community/review-queue?mode=needs-evidence&hosting=actionable&limit=25","mcpTool":"get_review_queue","arguments":{"mode":"needs-evidence","hosting":"actionable","limit":25}},{"id":"search","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&reviewStatus=first-review,needs-evidence&sort=demand&limit=25","mcpTool":"search_artifacts","arguments":{"reviewStatus":"first-review,needs-evidence","sort":"demand","limit":25}}],"nextSteps":["Inspect bounded artifact metadata","Inspect the unqualified evidence queue","Do not infer verification, reputation, or runtime state"]},{"id":"prioritize-mirrors","label":"Prioritize mirrors","description":"Review external Hugging Face rows ranked by requests, downloads, useful low-risk files, and license.","webUrl":"https://huggingbay.xyz/mirror-demand","apiUrl":"https://huggingbay.xyz/api/mirror-demand?limit=50","searchUrl":"https://huggingbay.xyz/api/mirror-demand?limit=50","actions":[{"id":"list-demand","method":"GET","url":"https://huggingbay.xyz/api/mirror-demand?limit=50","mcpTool":"list_mirror_demand","arguments":{"limit":50}},{"id":"readiness","method":"GET","url":"https://huggingbay.xyz/api/mirror-readiness?limit=50","mcpTool":"get_mirror_readiness","arguments":{"limit":50}},{"id":"open-candidates","method":"GET","url":"https://huggingbay.xyz/api/artifacts?summary=1&limit=25&source=huggingface&hosting=external&sort=downloads","mcpTool":"search_artifacts","arguments":{"source":"huggingface","hosting":"external","sort":"downloads","limit":25}}],"nextSteps":["Mirror only reviewed HF files","Run storage check first","Keep non-HF providers metadata-only until reviewed"]}],"guidance":["Use these task workflows before broad search fanout.","Use summary=1 and limit/cursor for artifact search.","Download only hosted rows from /api/downloadable-files or verified manifests."],"containment":{"state":"unavailable","canonicalState":"unknown","verificationState":"unknown","executable":false,"downloadReady":false,"summary":"Canonical artifact completeness, verification, execution readiness, and download readiness are unavailable during containment."}}