{"adoption": {"forks": 95, "observed_at": "2026-08-28T04:03:57.527690+00:00", "stars": 1197}, "canonical_url": "https://ross.abutalabs.com/products/any-agent", "card": {"archived": false, "artifact_type": "library", "description": "A single interface to use and evaluate different agent frameworks ", "domain": ["large-language-models", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["agent-framework", "llm-inference", "mcp", "tracing", "testing"], "health_score": 94, "homepage": "https://docs.mozilla.ai/any-agent", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["mozilla-ai/any-agent"], "name": "mozilla-ai/any-agent", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-01T00:52:22+00:00", "repo": "mozilla-ai/any-agent", "stars": 1197, "tags": ["agent-evaluation", "a2a", "multi-framework", "llm-as-a-judge", "opentelemetry", "soft-deprecated", "ai-agents"], "topics": ["agent-evaluation", "agents", "ai", "a2a", "mcp"], "urls": [], "use_cases": ["switch between agent frameworks with a single parameter change", "evaluate agent performance with llm-as-a-judge", "get unified opentelemetry traces across agent frameworks", "serve an agent via a2a or mcp protocol", "use an agent as a tool for other agents", "compare agent frameworks under one api", "build a first ai agent without locking into one framework"], "what_it_is": "any-agent is a Python library providing a single unified interface for building, serving, and evaluating AI agents across multiple agent frameworks such as Agno, Google ADK, LangChain, LlamaIndex, OpenAI Agents SDK, and smolagents. It offers framework-agnostic APIs, standardized OpenTelemetry tracing, built-in LLM-as-a-judge evaluation, and serving via A2A or MCP protocols.", "when_to_avoid": ["you only need a minimal core agent loop - use mozilla-ai-tinyagent instead", "you are starting a new project - the project is in soft deprecation with no new features planned", "you are committed to a single agent framework and don't need cross-framework abstraction"], "when_to_choose": ["you need to run or evaluate agents across multiple frameworks under one API", "you want standardized tracing and evaluation tooling for agents", "you need to serve agents via A2A or MCP and compose them as tools"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/any-agent", "repo": "mozilla-ai/any-agent", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:57.527690+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:21:28.291049+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "23648d7e0ef8987d623fb0f1c8f8bd9d926fd3198516709fe67d0fe185c5f49e", "fetched_at": "2026-08-28T04:03:57.527690+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mozilla-ai/any-agent"}, {"content_hash": "26225bd8c32ce1fbae998afb9b59e836dc9fe71bd77437bc37cedfd5bbe66801", "fetched_at": "2026-08-29T12:29:00.464097+00:00", "kind": "homepage", "missing": false, "url": "https://docs.mozilla.ai/any-agent"}, {"content_hash": "4c047df62dab1fb8467ba710aea37f3e31c631cbd2c8e65b4ecdb4da751328c2", "fetched_at": "2026-08-29T12:29:00.491341+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/any-agent/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 95, "longevity": 37, "rhythm": 59}, "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": 526, "days_push": 33, "days_rel": 196, "gap_med": 2.0, "n_releases_24m": 73}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}