Live scan · Refreshed2026-08-02 05:23 UTC · Briefings17 · Signals886 · Consumer AI77 ▲ · AI Agents82 ▲ · AI Search68 ▲ · AI Coding Tools73 ▲

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.

Sources is the trust layer: it shows where signals come from, how source health looks, and which public channels are active.

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
TechCrunch AI mainstream-tech 0.76
MIT Technology Review AI explanatory-ai 0.82
The Verge AI mainstream-tech 0.74
Google AI Blog consumer-products 0.86
Ars Technica AI mainstream-tech 0.80
VentureBeat AI mainstream-tech 0.74
ZDNET AI consumer-tech 0.72
Microsoft Blog primary-company 0.84
Apple Newsroom primary-company 0.84
Meta Newsroom primary-company 0.82
NPR Technology mainstream-tech 0.76
CNBC Tech business-tech 0.76
EdSurge education 0.72
Krebs on Security security 0.78
BleepingComputer security 0.76
TechCrunch Robotics robotics 0.78
IEEE Spectrum AI explanatory-ai 0.76
IEEE Spectrum Robotics robotics 0.76
The Robot Report robotics 0.72
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
github_radar:coqui-ai/TTS ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:openai/whisper ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:sgl-project/sglang ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:ggerganov/whisper.cpp ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:jax-ml/jax ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:NVIDIA/TensorRT-LLM ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:pytorch/pytorch ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:tensorflow/tensorflow ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:ray-project/ray ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:modal-labs/modal-client ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:BentoML/BentoML ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:chroma-core/chroma ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:run-llama/llama_deploy ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:milvus-io/milvus ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:weaviate/weaviate ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:mem0ai/mem0 ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:qdrant/qdrant ok github_radar healthy 122 0 1 2026-08-02 05:23 UTC
github_radar:n8n-io/n8n ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:flowiseai/flowise ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:langflow-ai/langflow ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:langgenius/dify ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:ComposioHQ/composio ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:garrytan/gstack ok github_radar healthy 121 0 1 2026-08-02 05:23 UTC
github_radar:browser-use/browser-use ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:microsoft/markitdown ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:modelcontextprotocol/servers ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:cline/cline ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:TabbyML/tabby ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:microsoft/semantic-kernel ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC
github_radar:aider-AI/aider ok github_radar healthy 122 0 0 2026-08-02 05:23 UTC