Source Transparency

How VQV.me scans open sources

VQV prefers open and public sources such as RSS feeds, public APIs, official blogs, technical communities, research databases, and code repositories.

RSS feeds, Hacker News search/API, GitHub public search, arXiv API, company blogs, and technical blogs.

Freshness, source weight, keyword relevance, cross-source confirmation, and novelty are combined into a simple MVP score.

NEW, RISING, SOURCE-BACKED, WATCH, LOW SIGNAL, and NOISE help separate concrete movement from repeated or weak items.

Signal strength reflects source quality, relevance, freshness, and evidence. It is not a claim of independent fact-checking.

VQV may use AI to polish summaries for high-signal items. These summaries are based only on the listed sources and do not represent independent fact-checking.

VQV uses a clear User-Agent, timeouts, limited requests, URL hashing, and feed/API endpoints before any normal web-page crawling.

VQV does not use X/Twitter scraping, does not use paid APIs, and does not claim private or insider information. Public API rate limits are reported as data limits, not hidden failures.

Active Sources

Weights are ranking inputs, not guarantees.
Hacker News Front Page community 0.72
Hacker News Newest community 0.62
GitHub Blog devtools 0.78
Google Research Blog research 0.82
OpenAI News ai-lab 0.92
Hugging Face Blog open-source 0.88
GitHub Changelog devtools 0.86
Microsoft Developer Blog devtools 0.80
Replit Blog devtools 0.82
Sourcegraph Blog devtools 0.82
Docker Blog devtools 0.80
Cloudflare Blog infrastructure 0.80
Vercel Blog devtools 0.78
Microsoft Research Blog research 0.84
NVIDIA Blog hardware 0.86
Google Security Blog security 0.84
Microsoft Security Blog security 0.84
GitHub Security Lab security 0.84
CISA Advisories security 0.78
Y Combinator Blog startups 0.80
Sequoia Articles startups 0.78
Hackernews api 0.75
Github api 0.76
arXiv api 0.82

Source Health

Latest fetch records
Source Status Type Health Successes Errors Rate limits Last fetch Last error
arxiv ok arxiv healthy 216 0 0 2026-06-18 03:26 UTC
github ok github healthy 98 0 5 2026-06-18 03:26 UTC
hackernews ok hackernews healthy 272 0 0 2026-06-18 03:26 UTC
rss:Sequoia Articles ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:CISA Advisories ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:Y Combinator Blog ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:GitHub Security Lab ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:Microsoft Security Blog ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:Google Security Blog ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:NVIDIA Blog ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:Microsoft Research Blog ok rss healthy 4 0 0 2026-06-18 03:19 UTC
rss:Vercel Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Docker Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Cloudflare Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Sourcegraph Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Replit Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:GitHub Changelog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Microsoft Developer Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Hugging Face Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:OpenAI News ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:GitHub Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Hacker News Newest ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Google Research Blog ok rss healthy 4 0 0 2026-06-18 03:18 UTC
rss:Hacker News Front Page ok rss healthy 3 0 0 2026-06-18 03:18 UTC
rss:a16z Blog error rss healthy 0 0 0 2026-06-17 22:37 UTC 404 Client Error: Not Found for url: https://a16z.com/feed/
rss:AMD Newsroom error rss healthy 0 0 0 2026-06-17 22:37 UTC HTTPSConnectionPool(host='www.amd.com', port=443): Read timed out. (read timeout=12)
rss:Intel Newsroom error rss healthy 0 0 0 2026-06-17 22:37 UTC 404 Client Error: Not Found for url: https://www.intel.com/content/www/us/en/newsroom/feed.rss
rss:Mistral AI News error rss healthy 0 0 0 2026-06-17 22:36 UTC 404 Client Error: Not Found for url: https://mistral.ai/news/rss.xml
rss:Meta AI Blog error rss healthy 0 0 0 2026-06-17 22:36 UTC 404 Client Error: Not Found for url: https://ai.meta.com/blog/rss/
rss:DeepMind Blog error rss healthy 0 0 0 2026-06-17 22:36 UTC 404 Client Error: Not Found for url: https://deepmind.google/discover/blog/rss.xml/