0xmariowu

0xmariowu/Autosearch

Skill Claude CodeCodex

Authoritative encyclopedia articles via the Wikipedia Action API (English edition).

0xmariowu/Autosearch

Skill Claude CodeCodex

Skill "xiaohongshu" from 0xmariowu/Autosearch, covering skill attribution, known quirks and quality bar.

0xmariowu/Autosearch

Skill Claude CodeCodex

Chinese stock market platform — stock search, trending posts, hot stock rankings. Use for financial/investment queries in Chinese.

0xmariowu/Autosearch

Skill Claude CodeCodex

Skill "youtube" from 0xmariowu/Autosearch, covering skill attribution, when to choose it, how to search (planned), known quirks and quality bar.

0xmariowu/Autosearch

Skill Claude CodeCodex

Skill "zhihu" from 0xmariowu/Autosearch, covering skill attribution, when to choose it, how to search (planned), known quirks and quality bar.

0xmariowu/Autosearch

Skill Claude CodeCodex

Group-first channel selection algorithm for v2 tool-supplier architecture. Given a research query + clarify rubrics + channelpriority hints, picks 1-3 relevant groups from the router index, then 3-8 leaf channels from within those groups. Replaces flat-rank selection across 41 channels with a two-stage pick so runtime…

0xmariowu/Autosearch

Skill Claude CodeCodex

Deduplicate URLs across all sources, assign stable citation numbers, and merge citations from multiple subagents / sections into one consistent reference list. Prevents "same URL cited as [3] in one paragraph and [17] in another" and "different URLs merged under [5]" bugs that come from per-section synthesis.

0xmariowu/Autosearch

Skill Claude CodeCodex

Session-level policy for keeping the runtime AI's context window healthy across long research — keep-last-k tool results, offload older evidence to disk, trigger compaction at thresholds. Borrows MiroThinker's keeptoolresult, deepagents' summarization middleware, and deer-flow's SummarizationEvent pattern. Orthogonal…

0xmariowu/Autosearch

Skill Claude CodeCodex

Define the execution contract for isolating a research sub-task — input schema, budget, return summary, evidence list, failure status. Complements decompose-task (which only splits the problem) by giving each split a bounded, auditable execution unit the runtime AI can farm out to a sub-agent or parallel session.

0xmariowu/Autosearch

Skill Claude CodeCodex

Append a single skill-execution event to the per-skill experience/patterns.jsonl file. Runs every time a leaf skill is used. Append-only — runtime AI never reads this file directly; only the compacted experience.md digest. Fast tier, no LLM required.

0xmariowu/Autosearch

Skill Claude CodeCodex

Promote recurring patterns from experience/patterns.jsonl into the compact experience.md digest (≤120 lines, read by runtime AI before calling the skill). Triggers on N-events / file-size / user-feedback / session-end. Guards against single-success noise and pollution via promotion thresholds.

0xmariowu/Autosearch

Skill Claude CodeCodex

Represent a research plan as a directed graph — nodes are sub-questions, edges are "answer-depends-on" dependencies. Independent nodes can be executed in parallel; downstream nodes wait for their predecessors. Borrowed from MindSearch's WebSearchGraph pattern. Replaces list/tree decomposition for plans with non-linear…

0xmariowu/Autosearch

Skill Claude CodeCodex

Advisory skill — three-tier (Fast / Standard / Best) model routing catalog for autosearch skills. Tells the runtime AI which tier each leaf skill needs, and how to escalate or de-escalate. Autosearch does not switch models itself; the runtime AI is the decision-maker.

0xmariowu/Autosearch

Skill Claude CodeCodex

Generate questions from 3-6 stakeholder / expert personas to expand coverage before searching. Complements decompose-task (which splits by task structure) by splitting by viewpoint. Borrowed from STORM's pre-writing research pattern — asking "what would an investor / a security researcher / an end-user / a maintainer"…

0xmariowu/Autosearch

Skill Claude CodeCodex

Unify signals from multiple recency-sensitive channels (Reddit, X, Hacker News, Weibo, YouTube, GitHub activity, Polymarket, etc.) into a single time-weighted candidate list. Clusters semantic near-duplicates across sources, weights by recency + platform reliability, and produces a ranked "what's happening recently"…

0xmariowu/Autosearch

Skill Claude CodeCodex

Explicit loop state for multi-round research — maintains gaps, visited URLs, bad URLs, failed-evaluator feedback, and decides whether to fire another round of queries or stop. Inspired by WebThinker's in-band search protocol, node-deepresearch's agent.ts state, and Scira's extreme-search.

0xmariowu/Autosearch

Skill Claude CodeCodex

Decision tree for when to escalate from free native Chinese channels (bilibili / weibo / xiaohongshu / douyin / zhihu) to the paid TikHub fallback. $0.0036 per request; 5 platforms covered. Tells the runtime AI when the cost is worth paying vs. when the free paths are enough.

0xmariowu/Autosearch

Skill Claude CodeCodex

Distill reusable knowledge from successful session tool-call traces. Reads runtime tool-call logs + Evidence outputs + user acceptance signals, filters successful paths, and writes compact patterns to per-skill experience/patterns.jsonl. Differs from outcome-tracker (which only records downstream acceptance) by…

0xmariowu/Autosearch

Skill Claude CodeCodex

Route an autosearch task to the smallest relevant group of skills, then load only the matching leaf skills. First line of defense against loading all 80+ skill SKILL.md files at session start.

0xmariowu/Autosearch

Skill Claude CodeCodex

Deep URL fetch using crawl4ai (Playwright-powered) for JS-rendered pages, anti-bot sites, and dynamic content. Slower than fetch-jina but handles sites that block simple fetchers. Requires user-installed crawl4ai package.

0xmariowu/builders-dont-cry

Plugin Claude Code

Proof-driven agent harness for indie AI builders: idea, plan, execute, verify, watch PRs, ship, handoff, and pickup.

0xmariowu/builders-dont-cry

Command Claude Code

BDC autoloop: run bounded autonomous execution on an approved plan.

0xmariowu/builders-dont-cry

Command Claude Code

BDC router: choose the right Builders Don't Cry workflow for the current intent.

0xmariowu/builders-dont-cry

Command Claude Code

BDC execute: execute an approved plan with fresh evidence.