Top 50 Product Analytics Tools — May 2026

For Product Analytics tools in May 2026, the main problem is separating tools that sound similar but differ in overall quality, shipping pace, and project health. This section uses the supplied ToolVitals dataset only, so the comparison stays grounded in the ranked data.

The ranking puts ToolVitals score first, then uses GitHub stars as a secondary popularity signal when scores are tied. That keeps the list centered on measured quality while still acknowledging broader adoption.

Rankings

Rank	Tool	Health	Shipping	GitHub Stars	Score	Status
1	Nao	98	100	1081	99	🟢 Excellent
2	Lightdash	96	100	5764	98	🟢 Excellent
3	Apache Superset	98	95	72672	97	🟢 Excellent
4	Cube	95	100	19911	97	🟢 Excellent
5	Rill	96	98	2606	97	🟢 Excellent
6	Matomo	93	100	21457	96	🟢 Excellent
7	PostHog	96	100	34252	95	🟢 Excellent
8	FinceptTerminal	95	95	19216	95	🟢 Excellent
9	MindsDB	93	95	39094	94	🟢 Excellent
10	StarRocks	93	95	11635	94	🟢 Excellent
11	texera	92	94	233	93	🟢 Excellent
12	Measure.sh	87	95	1231	91	🟢 Excellent
13	Countly	88	93	5856	90	🟢 Excellent
14	Chartbrew	84	88	3902	86	🟢 Excellent
15	Databuddy	82	82	1007	82	🟢 Excellent
16	ELMO	80	84	100	82	🟢 Excellent
17	Swetrix	80	82	966	81	🟢 Excellent
18	Umami	84	75	36442	80	🟢 Excellent
19	Pellametric	73	83	44	78	🟢 Good
20	Rybbit	81	73	12037	77	🟢 Good
21	OpenReplay	76	73	12006	75	🟢 Good
22	Solectrus	72	78	153	75	🟢 Good
23	OpenPanel	76	66	5695	72	🟢 Good
24	OpenMeter	72	73	1943	72	🟢 Good
25	DevImpact	68	66	13	67	🟢 Good
26	excelize	81	43	20544	64	🟢 Good
27	Pirsch	76	46	1019	62	🟢 Good
28	Green-AI	62	63	8	62	🟢 Good
29	Vemetric	64	54	348	60	🟢 Good
30	Redash	79	35	28549	59	🟡 Fair
31	MonadPulse	56	58	0	57	🟡 Fair
32	Snowplow	71	38	7011	56	🟡 Fair
33	LiteMetrics	64	46	3	56	🟡 Fair
34	Seentics	56	56	3	56	🟡 Fair
35	GoatCounter	69	38	5669	55	🟡 Fair
36	Ackee	65	42	4645	55	🟡 Fair
37	Evidence	61	43	6272	53	🟡 Fair
38	GoAccess	68	32	20508	52	🟡 Fair
39	Cially	64	30	215	49	🟡 Fair
40	MCPCat	68	23	96	48	🟡 Fair
41	Graphic Walker	70	14	3117	45	🟡 Fair
42	DeepAnalyze	59	25	4102	44	🟡 Fair
43	Artfolio Analytics	54	25	2	41	🟡 Fair
44	Objectiv	59	17	0	40	🟡 Fair
45	bklit	59	14	249	39	🔴 Needs Attention
46	OSS Pulse	59	14	5	39	🔴 Needs Attention
47	Quary	59	10	2369	37	🔴 Needs Attention
48	Trench	51	14	1631	34	🔴 Needs Attention
49	Auto Analyst	51	14	689	34	🔴 Needs Attention
50	Evntaly	44	11	8	29	🔴 Needs Attention

Top 3 Highlights

Nao ranks first with a ToolVitals score of 99, backed by a 98 health score and a perfect 100 shipping score. It is an open source analytics agent, and it leads this group on the scoring approach used for May 2026.

Self-serve BI to 10x your data team ⚡️. At 98, Lightdash comes in strong as the runner-up, with 5764 GitHub stars for extra context.

Apache Superset is a Data Visualization and Data Exploration Platform. Rounding out the top three with a score of 97, Apache Superset pairs visible maintenance signals with 72672 GitHub stars.

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