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stackoverflow
Programming Q&A with community-voted answers across 200+ technical tags via api.stackexchange.com.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Programming Q&A with community-voted answers across 200+ technical tags via api.stackexchange.com.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
LinkedIn public pages — company profiles, job posts, professional articles via Jina Reader (no auth needed for public content).
Chinese stock market platform — stock search, trending posts, hot stock rankings. Use for financial/investment queries in Chinese.
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.
Instagram public posts and reels search via TikHub. Best for product demos, tutorials, and visual content. English-first but works with any language keyword.
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.
DuckDuckGo Search — free general web search with no auth, use as broad default for any English or mixed query.
| name | stackoverflow |
| description | Programming Q&A with community-voted answers across 200+ technical tags via api.stackexchange.com. |
| version | 1 |
| languages | ["en","mixed"] |
| methods | [{"id":"api_search","impl":"methods/api_search.py","requires":[],"rate_limit":{"per_min":10,"per_hour":300}}] |
| fallback_chain | ["api_search"] |
| when_to_use | {"query_languages":["en","mixed"],"query_types":["programming-error","how-to","api-usage","technical-reference"],"domain_hints":["software","programming","devops"]} |
| quality_hint | {"typical_yield":"high","chinese_native":false} |
| layer | leaf |
| domains | ["community-en"] |
| scenarios | ["programming-qna","error-message","api-usage"] |
| model_tier | Fast |
| experience_digest | experience.md |
Stack Overflow provides high-signal programming Q&A, code-level troubleshooting, API usage guidance, and technical reference material via the public Stack Exchange API. It is especially valuable when the query is about concrete errors, implementation details, or how practitioners resolved a specific development problem in production code.
filter=withbody or the API omits body_markdown, which makes evidence snippets much less useful.