{"adoption": {"forks": 276, "observed_at": "2026-08-28T04:07:16.626153+00:00", "stars": 2756}, "canonical_url": "https://ross.abutalabs.com/products/ai-reads-books-page-by-page", "card": {"archived": false, "artifact_type": "cli-tool", "description": "AI reads books: Page-by-Page PDF Knowledge Extractor & Summarizer. script performs an intelligent page-by-page analysis of PDF books, methodically extracting knowledge points and generating progressive summaries at specified intervals", "domain": ["pdf", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["nlp", "machine-learning", "pdf", "parser", "llm-inference"], "health_score": 74, "homepage": "https://www.echohive.ai/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["echohive42/AI-reads-books-page-by-page"], "name": "echohive42/AI-reads-books-page-by-page", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-06-27T08:34:24+00:00", "repo": "echohive42/AI-reads-books-page-by-page", "stars": 2756, "tags": ["pdf-summarization", "knowledge-extraction", "page-by-page-analysis", "openai", "markdown-summaries", "resume-capability", "natural-language-processing"], "topics": [], "urls": [], "use_cases": ["summarize a pdf book with ai", "extract knowledge points from a pdf page by page", "generate progressive summaries while reading a long pdf", "build a persistent knowledge base from a book pdf", "skip table of contents and index pages when analyzing a pdf", "resume an interrupted pdf analysis run"], "what_it_is": "A Python script that reads PDF books page by page, using AI to extract knowledge points and generate progressive summaries at configurable intervals. It persists a JSON knowledge base and produces Markdown summaries with resume capability and smart content filtering.", "when_to_avoid": ["you need a GUI or web interface for document analysis", "you need batch processing of many PDFs with a pipeline", "you want fine-grained control over prompts or a different LLM provider without code changes"], "when_to_choose": ["you want automated AI-powered summarization of a full PDF book", "you need interval-based progress summaries and a persistent JSON knowledge base", "you want a simple configurable Python script you can edit constants in"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-reads-books-page-by-page", "repo": "echohive42/AI-reads-books-page-by-page", "role": "main", "score": 61}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:16.626153+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T08:18:50.757757+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "43e38a3f8abe9c7f1abadf0187cf09ea396dd7ebe6ad74f790a24d018b96590a", "fetched_at": "2026-08-28T04:07:16.626153+00:00", "kind": "readme", "missing": false, "url": "https://github.com/echohive42/AI-reads-books-page-by-page"}, {"content_hash": "38925ff28bb62128c3eef7d8aa7876755918e415e232bb43e4b1f8ae6caca355", "fetched_at": "2026-08-29T09:56:48.128601+00:00", "kind": "homepage", "missing": false, "url": "https://www.echohive.ai/"}, {"content_hash": "520eeddba49c1d79d50e41df1a7b6c1bf1771cb60291815c9ffbfe316754fb9d", "fetched_at": "2026-08-29T09:56:48.137999+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/the-mandate-singularity-fiction"}, {"content_hash": "610238ef459dab07917b67a5566e4107d3e99d69b66e025e7ad7d96f90d403c9", "fetched_at": "2026-08-29T09:56:48.140038+00:00", "kind": "site_page", "missing": false, "url": "https://www.echohive.ai/membership"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 89, "longevity": 43, "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": 613, "days_push": 67, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 61, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}