{"adoption": {"forks": 5830, "observed_at": "2026-08-28T04:12:08.721863+00:00", "stars": 41938}, "canonical_url": "https://ross.abutalabs.com/products/agno", "card": {"archived": false, "artifact_type": "framework", "description": "Build, run, and manage agent platforms.", "domain": ["large-language-models", "artificial-intelligence", "developer-tools", "backend", "apis"], "enriched": true, "function": ["agent-framework", "llm-inference", "rag", "mcp", "chatbot", "web-framework", "monitoring", "tracing", "testing", "sdk"], "health_score": 100, "homepage": "https://docs.agno.com", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["agno-agi/agno", "agno-agi/dash"], "name": "Agno", "platform": ["python", "self-hosted", "cross-platform"], "pushed_at": "2026-08-27T00:27:45+00:00", "repo": "agno-agi/agno", "stars": 41938, "tags": ["agent-platform", "agentos", "multi-agent", "fastapi", "control-plane", "agent-evals", "tool-integrations", "jwt-rbac", "ai-agents", "docker"], "topics": ["developer-tools", "python", "agents", "ai", "ai-agents"], "urls": [{"kind": "homepage", "url": "https://docs.agno.com"}, {"kind": "site_page", "url": "https://docs.agno.com/faq/environment-variables"}, {"kind": "site_page", "url": "https://docs.agno.com/features/sdk"}, {"kind": "site_page", "url": "https://docs.agno.com/features/runtime"}, {"kind": "site_page", "url": "https://docs.agno.com/features/control-plane"}], "use_cases": ["build a multi-agent AI platform in python", "serve llm agents as a REST API", "add memory and knowledge to my chatbot", "run an MCP server for my agents", "trace and debug agent tool calls", "evaluate agent quality in CI", "self-host an agent runtime with RBAC"], "what_it_is": "Agno is a Python SDK and runtime (AgentOS) for building, running, and managing full agent platforms, including agents, teams, and workflows with memory, knowledge, and 100+ tool integrations. It serves agents as REST/SSE APIs and MCP servers via FastAPI, with a web control plane for tracing, evals, sessions, and governance.", "when_to_avoid": ["you only need a thin LLM client or simple prompt chaining without a runtime", "you are locked into a managed agent cloud and don't want to operate infrastructure", "your stack is not Python", "you need a minimal library with no control plane or platform opinions"], "when_to_choose": ["you want an end-to-end agent platform with runtime, storage, and observability in one stack", "you need production features like sessions, tracing, evals, guardrails, and scheduling", "you want to self-host and own your agent data and security posture", "you need multi-interface serving (REST, SSE, MCP, Slack/Telegram) from one agent definition"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/repos/agno-agi/agno", "repo": "agno-agi/agno", "role": "main", "score": 95}, {"path": "/repos/agno-agi/dash", "repo": "agno-agi/dash", "role": "examples", "score": 56}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:12:08.721863+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:22:53.901305+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "65a38125f2bed2d47b51c49eb39ce37d36b22463a8c18ae1b060c0a53d272efb", "fetched_at": "2026-08-28T04:12:08.721863+00:00", "kind": "readme", "missing": false, "url": "https://github.com/agno-agi/agno"}, {"content_hash": "5897770c70e8f0d1a88dfc13adc011a59538350cf5bc52e6c3ae222eda1d3957", "fetched_at": "2026-08-29T07:46:25.434132+00:00", "kind": "homepage", "missing": false, "url": "https://docs.agno.com"}, {"content_hash": "35d6006d7eaa953fc1effb05048df28228e6e17c7d294ed2452c9b87278adc32", "fetched_at": "2026-08-29T07:46:25.437948+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/faq/environment-variables"}, {"content_hash": "a4cbf36d3059a1fdaac00da229d179240dcaa25d5446735389d28f5f16f49198", "fetched_at": "2026-08-29T07:46:25.440491+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/sdk"}, {"content_hash": "e42c7ddd34f6d0890a849053c6cef22ec96907a941ed3ed023928232714386a8", "fetched_at": "2026-08-29T07:46:25.443072+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/runtime"}, {"content_hash": "777031e40c02a0da94fd3aae76b9a8ac01a642ca6a8f2071b309c71a742f54cc", "fetched_at": "2026-08-29T07:46:25.445393+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/control-plane"}, {"content_hash": "b15724b412e17cee6ddbc38adb178907eda7e54da054bc0d0e8ba3e37bd38b10", "fetched_at": "2026-08-29T07:46:25.448018+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/api"}, {"content_hash": "3f9a6f6b726699a71d4af8607fe2f0652fb0d5e67515efffb3531f5bcca00c83", "fetched_at": "2026-08-29T07:46:25.450390+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/storage"}, {"content_hash": "7cda051475a80bdc5d37314818221abbd74217cada8f2eaf1941b8bedee7f155", "fetched_at": "2026-08-29T07:46:25.452650+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/observability"}, {"content_hash": "370f4e13ee72574a3b99f5fd222b942c898e2673f2133133cd5da25404a6ccd6", "fetched_at": "2026-08-29T07:46:25.454901+00:00", "kind": "site_page", "missing": false, "url": "https://docs.agno.com/features/evaluation"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 87}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1582, "days_push": 7, "days_rel": 7, "gap_med": 1.0, "n_releases_24m": 221}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}