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Programming Q&A with community-voted answers across 200+ technical tags via api.stackexchange.com.
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Baseado na classificação ocupacional SOC
Chinese tech business news, startup funding, and industry analysis from 36kr.
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.
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.
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.
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.
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.
| 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.