{"adoption": {"forks": 85, "observed_at": "2026-08-28T04:03:23.576256+00:00", "stars": 1053}, "canonical_url": "https://ross.abutalabs.com/products/llm_agents", "card": {"archived": false, "artifact_type": "library", "description": "Build agents which are controlled by LLMs", "domain": ["artificial-intelligence", "large-language-models", "machine-learning"], "enriched": true, "function": ["agent-framework", "llm-inference", "prompt-engineering"], "health_score": 37, "homepage": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["mpaepper/llm_agents"], "name": "mpaepper/llm_agents", "platform": ["python", "cli"], "pushed_at": "2025-06-23T14:01:18+00:00", "repo": "mpaepper/llm_agents", "stars": 1053, "tags": ["llm-agents", "tool-use", "react", "langchain-alternative", "educational", "openai", "ai-agents"], "topics": ["deep-learning", "langchain", "llms", "machine-learning"], "urls": [], "use_cases": ["build llm-controlled agents", "understand how langchain agents work internally", "run a reAct agent loop with custom tools", "let an llm execute python code and search the web", "minimal agent framework for learning", "implement custom tools for an llm agent"], "what_it_is": "A small Python library for building agents controlled by large language models, inspired by LangChain but implemented from scratch in very few lines of code. It runs a ReAct-style loop of Thought, Action, and Observation, using tools like a Python REPL, Google search, and Hacker News search.", "when_to_avoid": ["you need production-grade agent features, memory, or many integrations", "you want a maintained framework with broad tool ecosystem", "you need multi-agent orchestration or streaming"], "when_to_choose": ["you want to learn how LLM agents work with minimal abstraction", "you need a tiny, readable ReAct agent implementation to extend", "langchain feels too heavy for a simple agent experiment"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/llm_agents", "repo": "mpaepper/llm_agents", "role": "main", "score": 43}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.576256+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:59:22.470909+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "405a1612c2c85b08ad31e49ff94db083ff905984586610315a0e9bc79fa502db", "fetched_at": "2026-08-28T04:03:23.576256+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mpaepper/llm_agents"}, {"content_hash": "bf86fb59b5b28f77f760dad06dfb8a7df808f351c53b1ff555d0968ce0920b91", "fetched_at": "2026-08-29T13:01:05.796783+00:00", "kind": "homepage", "missing": false, "url": "https://www.paepper.com/blog/posts/intelligent-agents-guided-by-llms/"}, {"content_hash": "1fd3aef5ba4d2fb8180f0fb2e9fd50e4ba93d33579042fe3195f740557e2dfc2", "fetched_at": "2026-08-29T13:01:05.818629+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/llm_agents/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 28, "longevity": 89, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1247, "days_push": 436, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 43, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}