VQV combines average signal strength, top score, source-backed count, strong signal count, reposts, topic coverage, and source health.
Source Reputation
Which sources are carrying signal?
VQV ranks public sources by recent signal quality, source-backed activity, reposts, topic coverage, and basic source health.
This is a transparency aid, not a claim of authority or independent fact-checking.
It is not a trust seal, private rating, paid placement, or editorial endorsement. It only summarizes public VQV inputs.
Highest Reputation
Composite public source score
1
Hacker News
hackernews · 20 signals · 20 source-backed
310.8
2
arXiv
arxiv · 20 signals · 20 source-backed
262.8
3
Vercel Blog
rss · 14 signals · 13 source-backed
217.0
4
OpenAI News
rss · 10 signals · 7 source-backed
145.5
5
The Robot Report
rss · 6 signals · 6 source-backed
130.3
6
GitHub Changelog
rss · 5 signals · 5 source-backed
124.0
7
VentureBeat AI
rss · 5 signals · 4 source-backed
112.5
8
BleepingComputer
rss · 4 signals · 4 source-backed
112.5
9
Google Security Blog
rss · 5 signals · 4 source-backed
108.0
10
NVIDIA Blog
rss · 4 signals · 4 source-backed
106.2
11
Microsoft Developer Blog
rss · 4 signals · 4 source-backed
104.4
12
IEEE Spectrum AI
rss · 4 signals · 3 source-backed
99.9
Hacker News 20 signals · top score 86.4
arXiv 20 signals · top score 78.1
Vercel Blog 14 signals · top score 69.4
OpenAI News 10 signals · top score 71.2
The Robot Report 6 signals · top score 74.2
Ars Technica AI 6 signals · top score 64.8
GitHub Changelog 5 signals · top score 77.0
The Verge AI 5 signals · top score 67.4
VentureBeat AI 5 signals · top score 67.0
Google Security Blog 5 signals · top score 63.1
BleepingComputer 4 signals · top score 71.4
IEEE Spectrum AI 4 signals · top score 64.8
arXiv 20 source-backed · 95.0 avg strength
Hacker News 20 source-backed · 81.8 avg strength
Vercel Blog 13 source-backed · 91.9 avg strength
OpenAI News 7 source-backed · 92.1 avg strength
The Robot Report 6 source-backed · 95.0 avg strength
GitHub Changelog 5 source-backed · 95.0 avg strength
VentureBeat AI 4 source-backed · 95.0 avg strength
BleepingComputer 4 source-backed · 92.0 avg strength
NVIDIA Blog 4 source-backed · 92.0 avg strength
Microsoft Developer Blog 4 source-backed · 92.0 avg strength
Google Security Blog 4 source-backed · 90.6 avg strength
TechCrunch Robotics 3 source-backed · 94.3 avg strength
Hacker News 1 reposts · 20 signals
arXiv 0 reposts · 20 signals
Vercel Blog 0 reposts · 14 signals
OpenAI News 0 reposts · 10 signals
The Robot Report 0 reposts · 6 signals
Ars Technica AI 0 reposts · 6 signals
The Verge AI 0 reposts · 5 signals
GitHub Changelog 0 reposts · 5 signals
Google Security Blog 0 reposts · 5 signals
VentureBeat AI 0 reposts · 5 signals
BleepingComputer 0 reposts · 4 signals
IEEE Spectrum AI 0 reposts · 4 signals
Hacker News healthy · 8455 successes · 1 errors · 0 rate limits
Vercel Blog unknown · 0 successes · 0 errors · 0 rate limits
OpenAI News unknown · 0 successes · 0 errors · 0 rate limits
The Robot Report unknown · 0 successes · 0 errors · 0 rate limits
Ars Technica AI unknown · 0 successes · 0 errors · 0 rate limits
The Verge AI unknown · 0 successes · 0 errors · 0 rate limits
GitHub Changelog unknown · 0 successes · 0 errors · 0 rate limits
Google Security Blog unknown · 0 successes · 0 errors · 0 rate limits
VentureBeat AI unknown · 0 successes · 0 errors · 0 rate limits
BleepingComputer unknown · 0 successes · 0 errors · 0 rate limits
IEEE Spectrum AI unknown · 0 successes · 0 errors · 0 rate limits
NVIDIA Blog unknown · 0 successes · 0 errors · 0 rate limits
All Evaluated Sources
Public metrics only
Source
Rep
Signals
Source-backed
Avg Strength
Reposts
Topics
Health
Hacker News
310.8
20
20
81.8
1
14
healthy
arXiv
262.8
20
20
95.0
0
16
healthy
Vercel Blog
217.0
14
13
91.9
0
7
unknown
OpenAI News
145.5
10
7
92.1
0
4
unknown
The Robot Report
130.3
6
6
95.0
0
1
unknown
GitHub Changelog
124.0
5
5
95.0
0
3
unknown
VentureBeat AI
112.5
5
4
95.0
0
4
unknown
BleepingComputer
112.5
4
4
92.0
0
4
unknown
Google Security Blog
108.0
5
4
90.6
0
3
unknown
NVIDIA Blog
106.2
4
4
92.0
0
2
unknown
Microsoft Developer Blog
104.4
4
4
92.0
0
2
unknown
IEEE Spectrum AI
99.9
4
3
92.0
0
4
unknown
TechCrunch Robotics
97.3
3
3
94.3
0
2
unknown
Cloudflare Blog
97.2
3
3
91.3
0
2
unknown
GitHub Blog
92.5
3
3
91.0
0
1
unknown
The Verge AI
90.4
5
2
88.8
0
5
unknown
Ars Technica AI
89.3
6
2
87.3
0
5
unknown
Docker Blog
85.4
2
2
91.5
0
2
unknown
Hugging Face Blog
82.8
2
2
89.5
0
2
unknown
GitHub Security Lab
81.5
2
2
90.5
0
2
unknown
Microsoft Security Blog
75.5
1
1
95.0
0
1
unknown
CNBC Tech
73.7
2
1
89.5
0
2
unknown
ZDNET AI
72.0
1
1
92.0
0
1
unknown
Replit Blog
71.5
1
1
95.0
0
1
unknown
TechCrunch AI
71.0
1
1
90.0
0
1
unknown
EdSurge
69.3
1
1
92.0
0
1
unknown
MIT Technology Review AI
69.0
1
1
88.0
0
1
unknown
NPR Technology
62.2
1
0
95.0
0
1
unknown
Hacker News Front Page
61.2
1
0
88.0
0
1
unknown
Apple Newsroom
60.4
1
0
94.0
0
1
unknown
Meta Newsroom
55.6
2
0
84.0
0
1
unknown
GitHub
-116.2
1
0
89.0
0
1
healthy