autosearch

Plugin autosearch from marketplace autosearch in 0xmariowu/Autosearch. Commands read from the repo's manifest — 1 month ago.

Skills (63)

• arxiv
• bilibili
• crossref
• dblp
• ddgs

  DuckDuckGo Search — free general web search with no auth, use as broad default for any English or mixed query.

• devto
• discourse_forum

  Use for public Discourse-based community discussions, especially Linux DO, when queries need Chinese AI/dev forum posts and native operator troubleshooting.

• dockerhub

  Use for Docker image and container registry searches when query involves Docker images, containers, or deployment artifacts.

• douyin
• github
• google_news

  Current news headlines aggregated across publishers via Google News RSS (English US feed).

• hackernews
• huggingface_hub

  Discover open machine learning models on Hugging Face Hub via the public model search API.

• infoq_cn

  Chinese engineering articles covering architecture, AI, and enterprise tech from InfoQ 中文, via public RSS feed.

• instagram

  Instagram public posts and reels search via TikHub. Best for product demos, tutorials, and visual content. English-first but works with any language keyword.

• kr36

  Chinese tech business news, startup funding, and industry analysis from 36kr.

• kuaishou
• linkedin

  LinkedIn public pages — company profiles, job posts, professional articles via Jina Reader (no auth needed for public content).

• openalex

  Search scholarly works through OpenAlex's public works search API with open-access URL fallback.

• package_search
• papers
• podcast_cn

  Chinese-language podcasts searchable via the Apple iTunes store public API.

• pubmed

  Use for biomedical and life-science literature searches when query expects PubMed articles, clinical trials, or medical research papers.

• reddit

  Reddit community discussions, user experience reports, and topic debates via the public search.json endpoint.

• searxng

  Use for general web meta-search via a local SearXNG instance when broad multi-engine web coverage is needed and SEARXNG_URL is configured.

• sec_edgar

  US public company filings (10-K, 10-Q, 8-K) via SEC EDGAR full-text search — financial and regulatory disclosures for research.

• sogou_weixin

  Chinese WeChat Official Account articles via the public Sogou WeChat search SERP.

• stackoverflow

  Programming Q&A with community-voted answers across 200+ technical tags via api.stackexchange.com.

• tieba

  Use for Chinese community forum discussions on Baidu Tieba when query involves Chinese tech topics, product feedback, or hobby communities not covered by xiaohongshu/zhihu.

• tiktok
• twitter
• v2ex

  Chinese developer community discussions on programming, tech, and career — useful for native-zh developer sentiment and niche technical troubleshooting.

• wechat_channels

  WeChat Channels (视频号) short video search via TikHub. Returns videos matching a keyword — creator name, title, duration, CDN video URL. Best for Chinese-language video content on WeChat ecosystem. Requires TIKHUB_API_KEY.

• weibo
• wikidata

  Structured entity data (people, places, concepts) from Wikidata knowledge graph.

• wikipedia

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

• xiaohongshu
• xueqiu

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

• youtube
• zhihu
• autosearch:channel-selection

  Group-first channel selection algorithm for v2 tool-supplier architecture. Given a research query + clarify rubrics + channel_priority 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-s

• autosearch:citation-index

  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

• autosearch:context-retention-policy

  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 keep_tool_result, deepagents' summarization middleware, and deer-flow's SummarizationEvent

• autosearch:delegate-subtask

  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 par

• autosearch:experience-capture

  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.

• autosearch:experience-compact

  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.

• autosearch:graph-search-plan

  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 pl

• autosearch:model-routing

  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.

• autosearch:perspective-questioning

  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-u

• autosearch:recent-signal-fusion

  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 ha

• autosearch:reflective-search-loop

  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.

• autosearch:tikhub-fallback

  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.

• autosearch:trace-harvest

  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 ac

• autosearch:router

  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.

• fetch-crawl4ai

  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.

• fetch-firecrawl

  Use to scrape a URL into clean Markdown when the page is JS-rendered, behind anti-bot, or a PDF — and FIRECRAWL_API_KEY is available. Degrades gracefully to warn when key is missing.

• fetch-jina

  Fetch any public URL as clean Markdown via Jina Reader (r.jina.ai). Best for articles, docs, blog posts; weak on heavy anti-bot sites (Zhihu, Xiaohongshu).

• fetch-playwright

  Interactive browser automation (click, type, wait, screenshot, navigate) for dynamic pages that need user-like actions — pagination, login, form submission, infinite scroll. Uses Microsoft's official @playwright/mcp server; no autosearch-side Python. Use when fetch-jina and fetch-crawl4ai still cann

• mcporter

  Route the runtime AI to free third-party MCP servers via the upstream `mcporter` router — semantic web search (Exa), Chinese UGC (Weibo / Douyin / Xiaohongshu), and professional (LinkedIn). Zero API keys; free fallback path before reaching for paid TikHub on hard Chinese anti-bot platforms.

• video-to-text-bcut

  Transcribe video/audio URL to text + word-level timestamps using Bilibili Bcut ASR API (free, no API key). Preferred for Chinese content — Bcut gives character-level timestamps vs Whisper word-level. Returns text + segments [{start, end, text}]. Requires yt-dlp + ffmpeg.

• video-to-text-groq

  Transcribe video/audio URL or local file to text + SRT using yt-dlp + Groq Whisper API (free tier). Preferred default for v2 transcription. Returns raw text and segments; summary is caller's responsibility.

• video-to-text-local

  Transcribe video/audio URL or local file to text + SRT using yt-dlp + local mlx-whisper (Apple Silicon). Free, offline, fastest on M-series Macs. Opt-in advanced path for users with Apple Silicon + mlx-whisper installed. Returns raw text and segments; summary is caller's responsibility.

• video-to-text-openai

  Transcribe video/audio URL or local file to text + SRT using yt-dlp + OpenAI Whisper API. Paid fallback for v2 transcription when Groq is rate-limited or unavailable. Returns raw text and segments; summary is caller's responsibility.

Slash commands (1)

• /autosearch:autosearch

  Deep research via AutoSearch v2 tool-supplier — clarify → select channels → search → synthesize

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