{"schemaVersion":"hugging-bay.agent-tasks.v1","generatedAt":"2026-07-01T23:08:10.919Z","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-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","Use bay pull --verify --files","Record failed hashes as reports"]},{"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."]}