Free IP Geolocation Database

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

ND	Free IP Geolocation Database (ip66.dev)
	24 points by todsacerdoti 4 days ago \| 4 comments on HN ~lite vlite-2.0

Summary ~lite

The website offers a free IP geolocation database with daily updates and no license keys required.

Lite evaluation by llama-4-scout-wai-psq · editorial channel only · no per-section breakdown available

Longitudinal 84 HN snapshots · 76 evals

Audit Trail 96 entries

2026-03-06 04:17	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-06 04:17	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-06 04:16	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-06 04:16	eval	Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive) +0.07
2026-03-05 06:46	eval_success	PSQ evaluated: g-PSQ=0.464 (3 dims)	- -
2026-03-05 06:46	eval	Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive)
2026-03-05 06:40	eval_success	PSQ evaluated: g-PSQ=0.391 (3 dims)	- -
2026-03-05 06:40	eval	Evaluated by llama-3.3-70b-wai-psq: +0.39 (Moderate positive)
2026-03-04 17:49	eval_success	Lite evaluated: Mild negative (-0.30)	- -
2026-03-04 17:49	eval	Evaluated by llama-4-scout-wai: -0.30 (Mild negative) -0.41
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-04 17:49	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 17:29	eval_success	Lite evaluated: Moderate negative (-0.42)	- -
2026-03-04 17:29	eval	Evaluated by llama-3.3-70b-wai: -0.42 (Moderate negative) -0.53
	reasoning Technical content, neutral stance
2026-03-04 17:29	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-04 06:46	eval_success	Lite evaluated: Mild positive (0.11)	- -
2026-03-04 06:46	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-04 06:46	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-04 06:28	eval_success	Lite evaluated: Mild positive (0.11)	- -
2026-03-04 06:28	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-04 06:28	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 18:54	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 18:54	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 18:54	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 18:24	eval_success	Lite evaluated: Mild positive (0.11)	- -
2026-03-03 18:24	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 18:24	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 18:09	eval_success	Lite evaluated: Neutral (0.08)	- -
2026-03-03 18:09	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-03 18:09	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 17:53	eval_success	Lite evaluated: Mild positive (0.11)	- -
2026-03-03 17:53	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-03 17:53	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 17:29	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 17:24	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 17:11	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 16:50	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 16:45	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 16:37	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 16:05	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 15:55	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 15:21	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 15:14	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 14:47	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 14:40	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 14:01	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 13:57	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 13:52	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 13:21	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 13:16	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 13:10	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 12:33	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 12:26	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 12:21	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 11:52	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 11:40	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 11:34	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 11:04	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 10:59	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 10:53	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 10:12	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 10:08	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 09:24	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 09:20	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 09:18	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 08:46	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 08:45	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 08:09	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 08:08	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 07:30	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 07:27	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 06:40	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 06:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 06:06	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 06:05	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 05:30	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 05:28	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 04:47	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 04:43	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 04:19	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 04:11	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 03:44	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 03:34	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 03:09	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 03:00	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 02:29	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 02:23	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 02:21	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 01:52	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 01:42	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) 0.00
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 01:37	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral) -0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 01:07	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 01:02	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 00:59	eval	Evaluated by llama-4-scout-wai: +0.11 (Mild positive) +0.03
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 00:20	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive) 0.00
	reasoning Technical content, neutral stance
2026-03-03 00:17	eval	Evaluated by llama-4-scout-wai: +0.08 (Neutral)
	reasoning Technical product page, neutral rights discussion, transparent about data
2026-03-03 00:15	eval	Evaluated by llama-3.3-70b-wai: +0.11 (Mild positive)
	reasoning Technical content, neutral stance

build da0abe7+kru8 · deployed 2026-03-07 03:28 UTC · evaluated 2026-03-03 07:16:53 UTC