auto-evolve
openbooklet.com/s/auto-evolveopenbooklet.com/s/auto-evolve@1.0.0GET /api/v1/skills/auto-evolveUse after check-rubrics to run one AVO evolution step: diagnose failed rubrics, modify one skill or config, commit the change, and record the evolution for future verification.
Finds Chinese tech-business news articles, startup coverage, and market analysis from 36Kr.
Use after scoring and before accepting results to reject novelty collapse and other score-gaming patterns.
Use before synthesis to select, deduplicate, compress, and organize evidence into a coherent context that fits the token budget and preserves source attribution.
Finds Bilibili videos such as tutorials, demos, talks, and other Chinese-language creator uploads.
Borrowed from STORM's `StormArticle.url_to_unified_index` + deepagents `research_agent/prompts.py` citation consolidation. Keeps citations stable across report sections and subagent outputs.
Finds papers that cite a given seed paper using Semantic Scholar citation graph data.
Finds conference and keynote-style YouTube videos related to a topic.
Finds company and investor profile pages with structured startup and funding data from Crunchbase.
Finds Chinese developer blog posts, tutorials, and troubleshooting articles indexed from CSDN.
DuckDuckGo Search â free general web search with no auth, use as broad default for any English or mixed query.
Use when a research task is too broad or multi-dimensional for a single query strategy to cover well. Breaks complex questions into independent sub-questions.
Finds DEV Community blog posts, tutorials, and developer experience writeups.
Use for public Discourse-based community discussions, especially Linux DO, when queries need Chinese AI/dev forum posts and native operator troubleshooting.
Use at startup and when capabilities seem constrained to discover which tools, API keys, MCP servers, runtimes, and models are available in the current environment.
Finds Douyin short-video pages and related indexed Chinese social video content.
Appends one line of JSON per skill execution to `<skill_dir>/experience/patterns.jsonl`.
Use when snippets are insufficient and you need the full content of an article, README, documentation page, or post for deeper reading and knowledge extraction.
Use when high-value pages link to many relevant resources that search APIs would not find directly. Follow outlinks from awesome-lists, survey papers, and curated collections.
Finds G2 software review pages, category listings, and ratings-oriented product profiles.
Use when you need to expand a task into diverse search queries built from entity, pain_verb, object, symptom, and context genes.
Auto-indexed from 0xmariowu/Autosearch
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