{"adoption": {"forks": 579, "observed_at": "2026-08-28T04:08:34.660357+00:00", "stars": 4094}, "canonical_url": "https://ross.abutalabs.com/products/ai-agents-from-zero", "card": {"archived": false, "artifact_type": "learning-resource", "description": " 🚀 2026 最系统的 AI Agent 速成指南｜智能体实战教程 · 完整学习路径  + 实战项目 + 面试题库 · 对标大模型应用开发工程师岗位 · 覆盖LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / 提示词 · 企业级部署与微调 · 从0到企业级落地 + 从学习到上线项目 + 面试准备一体化 ", "domain": ["artificial-intelligence", "large-language-models", "tutorials"], "enriched": true, "function": ["agent-framework", "rag", "prompt-engineering", "llm-inference", "mcp", "developer-tools"], "health_score": 73, "homepage": "https://didilili.github.io/ai-agents-from-zero/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["didilili/ai-agents-from-zero"], "name": "didilili/ai-agents-from-zero", "platform": ["python", "cross-platform"], "pushed_at": "2026-06-23T16:29:23+00:00", "repo": "didilili/ai-agents-from-zero", "stars": 4094, "tags": ["ai-agents", "langchain", "langgraph", "coze", "dify", "interview-preparation", "chinese-language", "hands-on-projects", "roadmap", "retrieval-augmented-generation", "natural-language-processing"], "topics": ["agent", "aigc", "coze", "dify", "langchain", "llm", "mcp", "rag", "tutorial", "gpt", "agent-framework", "ai-agent", "langgraph", "skills", "agentic-ai", "cursor", "deepagents"], "urls": [], "use_cases": ["learn to build AI agents from scratch", "study LangChain and LangGraph with runnable examples", "prepare for LLM application developer interviews", "build a RAG chatbot over e-commerce data", "learn multi-agent deep research systems", "understand MCP and agent skills", "find a structured alternative to paid AI bootcamps"], "what_it_is": "A comprehensive open-source Chinese-language tutorial and learning roadmap for building AI agents and LLM applications, covering LangChain, LangGraph, Coze, Dify, MCP, RAG, prompting, fine-tuning, and enterprise deployment. It includes runnable source code, two complete hands-on projects, and an interview question bank aligned with AI application engineer job requirements.", "when_to_avoid": ["you need production-grade software rather than educational material", "you only read English, since the content is in Chinese", "you want a Java or Spring AI focused curriculum", "you need official framework documentation instead of a guided course"], "when_to_choose": ["you want a free, systematic, continuously updated AI agent curriculum", "you prefer the Python ecosystem over Java-based stacks", "you need end-to-end coverage from basics to enterprise deployment", "you want project source code plus interview prep in one place"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-agents-from-zero", "repo": "didilili/ai-agents-from-zero", "role": "main", "score": 55}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:34.660357+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:23:19.930405+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "688d334788c6d3dba03cbf7b75e6fb307242627d03683e0d72e080cc78931761", "fetched_at": "2026-08-28T04:08:34.660357+00:00", "kind": "readme", "missing": false, "url": "https://github.com/didilili/ai-agents-from-zero"}, {"content_hash": "37f0777c851112aaf14a783629fd603ab310d0620cf636abac74f042bd6e2e67", "fetched_at": "2026-08-29T09:14:56.798482+00:00", "kind": "homepage", "missing": false, "url": "https://didilili.github.io/ai-agents-from-zero/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 89, "longevity": 15, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 216, "days_push": 71, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 55, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}