{"adoption": {"forks": 227, "observed_at": "2026-08-28T04:06:16.540541+00:00", "stars": 2120}, "canonical_url": "https://ross.abutalabs.com/products/genai-processors", "card": {"archived": false, "artifact_type": "library", "description": "GenAI Processors is a lightweight Python library that enables efficient, parallel content processing.", "domain": ["artificial-intelligence", "large-language-models", "developer-tools"], "enriched": true, "function": ["agent-framework", "streaming", "llm-inference", "workflow-automation", "concurrency"], "health_score": 96, "homepage": "https://google-gemini.github.io/genai-processors/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["google-gemini/genai-processors"], "name": "google-gemini/genai-processors", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-04T23:30:53+00:00", "repo": "google-gemini/genai-processors", "stars": 2120, "tags": ["gemini", "multimodal", "asyncio", "composable-pipelines", "generative-ai", "real-time-streaming", "ai-agents"], "topics": ["agent", "ai", "asyncio", "gemini", "genai", "generative-ai", "language-model", "multimodal", "python", "realtime"], "urls": [], "use_cases": ["build streaming multimodal ai agents in python", "chain llm calls into composable pipelines", "process text, image, and audio streams with gemini", "build real-time voice agents with low latency", "unify content handling across llm models and tools", "prototype generative ai apps with asyncio"], "what_it_is": "GenAI Processors is a lightweight Python library for building modular, asynchronous, and composable AI pipelines around Gemini and other generative AI models. It provides a unified multimodal content model, composable Processor classes built on asyncio, and built-in streaming for turn-based and real-time agent interactions.", "when_to_avoid": ["you need a framework-agnostic solution independent of the Gemini/Google ecosystem", "your project is not Python-based", "you only need simple one-off LLM API calls without pipeline composition", "you require mature orchestration features like durable workflows or distributed execution"], "when_to_choose": ["you are building agents or pipelines on the Gemini API in Python", "you need low-latency streaming and time-to-first-token performance", "you want composable, reusable units for multimodal content processing", "you mix streaming and non-streaming code and want a unified abstraction"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/genai-processors", "repo": "google-gemini/genai-processors", "role": "main", "score": 76}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:16.540541+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:52:54.024622+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "485a457f4335e0564441786e1505c966c396b071a2fc6d65cfba855f9ea62071", "fetched_at": "2026-08-28T04:06:16.540541+00:00", "kind": "readme", "missing": false, "url": "https://github.com/google-gemini/genai-processors"}, {"content_hash": "841656919fac716c4b7bcd39b804432d6d0319738f9c0ffc53ab64684941ab22", "fetched_at": "2026-08-29T10:32:58.092777+00:00", "kind": "homepage", "missing": false, "url": "https://google-gemini.github.io/genai-processors/"}, {"content_hash": "51597cf5e1e6b222c52d5c9bc7e7a1fc4f9af8cdf4af94235ec2b6b86e4cef24", "fetched_at": "2026-08-29T10:32:58.101994+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/genai-processors/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 96, "longevity": 35, "rhythm": 74}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 491, "days_push": 29, "days_rel": 176, "gap_med": 12, "n_releases_24m": 8}, "score": 76, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}