0xmariowu

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

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

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

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

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.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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.

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

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

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

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 pattern. Orthogonal to assemble-context (which is per-synthesis-step); this is per-session.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

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.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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.

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

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

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.

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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

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

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.

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-stage pick so runtime AI never has to read all 41 SKILL.md bodies.

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.

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.

Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.