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Tool Leaderboard

Published review scores in the active catalog, ranked under aicoolies Score v1 — one editorial rubric, four 0–100 axes. Verified status is reserved for reviews with the required reproducible test evidence; older scores can be legacy or unclassified.

406 tools scored · showing 1–100 · active catalog only · raw data (CC-BY 4.0) →

Look beyond the score.

aicoolies Score Most Upvoted Most Stacked

rubric:overallspeed privacy dx

Scroll horizontally to compare all columns →

Tool rankings, sorted by Overall
#	Tool	Overall	Speed	Privacy	Dev Experience	Review
1	OpenLITOSS	94	92	96	90	read →
2	CiliumOSS	93	97	90	82	read →
3	Claude	93	87	85	95	read →
4	Upstash	93	92	94	95	read →
5	Cerebras	92	98	91	90	read →
6	ChatGPT	92	93	65	88	read →
7	Claude Code	92	88	65	94	read →
8	MCP InspectorOSS	92	94	95	91	read →
9	OrbStack	92	98	90	95	read →
10	RayOSS	92	95	90	82	read →
11	ripgrepOSS	92	96	98	91	read →
12	Cursor	91	94	62	93	read →
13	Groq	91	96	78	90	read →
14	LLaMA-FactoryOSS	91	87	95	88	read →
15	PlaywrightOSS	91	89	90	88	read →
16	Tavily	91	89	90	94	read →
17	TurboVecOSS	91	98	96	90	read →
18	vLLMOSS	91	94	88	88	read →
19	ActOSS	90	92	95	88	read →
20	Anthropic API	90	80	78	90	read →
21	Clerk	90	85	85	92	read →
22	DeepSeekOSS	90	85	75	85	read →
23	Docker	90	75	70	92	read →
24	Figma	90	78	60	85	read →
25	GradioOSS	90	82	85	95	read →
26	GrafanaOSS	90	88	92	85	read →
27	Hugging Face	90	82	80	88	read →
28	LatitudeOSS	90	88	93	87	read →
29	MCP-ScanOSS	90	93	94	89	read →
30	Modal	90	88	80	94	read →
31	NeonOSS	90	84	82	93	read →
32	Pangolin	90	92	95	88	read →
33	Raycast	90	97	70	93	read →
34	SPTAGOSS	90	95	94	86	read →
35	SupabaseOSS	90	85	88	91	read →
36	VS CodeOSS	90	78	82	92	read →
37	ArgoCDOSS	89	86	93	84	read →
38	Blacksmith	89	95	78	94	read →
39	GitDiagramOSS	89	95	90	91	read →
40	GitHub MCP ServerOSS	89	82	85	86	read →
41	JudgevalOSS	89	91	90	86	read →
42	Linear	89	98	72	95	read →
43	MCP RegistryOSS	89	90	94	86	read →
44	ScalarOSS	89	91	88	94	read →
45	Sentrial	89	90	87	88	read →
46	Together AI	89	84	82	88	read →
47	Vercel	89	95	65	94	read →
48	Auth0	88	85	86	92	read →
49	Buildkite	88	92	95	85	read →
50	chrome-devtools-mcpOSS	88	85	88	90	read →
51	CodeRabbit	88	92	90	86	read →
52	Context7OSS	88	92	78	90	read →
53	Datadog	88	90	70	85	read →
54	DeepEvalOSS	88	84	78	90	read →
55	Drizzle ORMOSS	88	95	90	89	read →
56	FastGPTOSS	88	91	93	87	read →
57	FirecrawlOSS	88	85	78	92	read →
58	GitHub Copilot	88	95	68	90	read →
59	Google Antigravity	88	91	71	89	read →
60	GStackOSS	88	85	95	90	read →
61	KeycloakOSS	88	78	95	75	read →
62	KubecostOSS	88	85	82	86	read →
63	LightpandaOSS	88	98	85	82	read →
64	Magic Patterns	88	87	92	91	read →
65	Mem0OSS	88	88	91	87	read →
66	Mistral AIOSS	88	90	92	82	read →
67	ObjectBox	88	96	95	89	read →
68	Obsidian	88	90	95	85	read →
69	Oh My ClaudeCodeOSS	88	85	82	92	read →
70	OllamaOSS	88	75	99	86	read →
71	Open WebUI	88	80	95	85	read →
72	OpenAI API	88	82	55	92	read →
73	PostHogOSS	88	82	86	84	read →
74	QdrantOSS	88	95	92	83	read →
75	Replicate	88	75	78	93	read →
76	reviewdogOSS	88	90	93	85	read →
77	UnslothOSS	88	90	88	87	read →
78	Zapier	88	82	68	90	read →
79	AppsmithOSS	87	84	93	86	read →
80	Arize PhoenixOSS	87	85	92	86	read →
81	AuthentikOSS	87	80	92	90	read →
82	Docker MCP GatewayOSS	87	84	88	90	read →
83	E2BOSS	87	88	82	91	read →
84	FastMCPOSS	87	88	72	91	read →
85	GrowthBookOSS	87	90	92	85	read →
86	Hermes AgentOSS	87	84	88	86	read →
87	LangfuseOSS	87	82	95	84	read →
88	LibreChatOSS	87	82	88	86	read →
89	LlamaIndexOSS	87	82	85	88	read →
90	Mergify	87	89	78	84	read →
91	OpenWikiOSS	87	90	92	88	read →
92	Perplexity	87	92	72	88	read →
93	Pinecone	87	92	70	93	read →
94	SemgrepOSS	87	90	80	88	read →
95	SonarQubeOSS	87	90	95	75	read →
96	Stably	87	88	78	93	read →
97	SupermemoryOSS	87	92	72	90	read →
98	v0	87	93	78	91	read →
99	Vercel AI SDKOSS	87	90	82	91	read →
100	VibeVoiceOSS	87	82	90	79	read →

overall is a considered editorial judgment, not an average of the other three — see how scores are assigned. Citing a score? Reference it as “aicoolies Score v1” with a link.