rankings / leaderboard

Tool Leaderboard

Every reviewed tool in the catalog, ranked. Scores come from hands-on testing under aicoolies Score v1 — one editorial rubric, four 0–100 axes.

384 tools scored · active catalog only · raw data (CC-BY 4.0) →

rank by

#	Tool	Overall	Speed	Privacy	Dev Experience	Review
1	CiliumOSS	93	97	90	82	read →
2	Claude	93	87	85	95	read →
3	OrbStack	92	98	90	95	read →
4	RayOSS	92	95	90	82	read →
5	ChatGPT	92	93	65	88	read →
6	Claude Code	92	88	65	94	read →
7	vLLMOSS	91	94	88	88	read →
8	Groq	91	96	78	90	read →
9	LLaMA-FactoryOSS	91	87	95	88	read →
10	Cursor	91	94	62	93	read →
11	PlaywrightOSS	91	89	90	88	read →
12	Modal	90	88	80	94	read →
13	Clerk	90	85	85	92	read →
14	DeepSeek	90	85	75	85	read →
15	ActOSS	90	92	95	88	read →
16	GradioOSS	90	82	85	95	read →
17	Pangolin	90	92	95	88	read →
18	NeonOSS	90	84	82	93	read →
19	GrafanaOSS	90	88	92	85	read →
20	Anthropic API	90	80	78	90	read →
21	Figma	90	78	60	85	read →
22	DockerOSS	90	75	70	92	read →
23	Hugging FaceOSS	90	82	80	88	read →
24	VS Code	90	78	82	92	read →
25	Raycast	90	97	70	93	read →
26	SupabaseOSS	90	85	88	91	read →
27	MCP RegistryOSS	89	90	94	86	read →
28	Together AI	89	84	82	88	read →
29	ScalarOSS	89	91	88	94	read →
30	Blacksmith	89	95	78	94	read →
31	GitHub MCP ServerOSS	89	82	85	86	read →
32	ArgoCDOSS	89	86	93	84	read →
33	Linear	89	98	72	95	read →
34	Vercel	89	95	65	94	read →
35	reviewdogOSS	88	90	93	85	read →
36	Auth0	88	85	86	92	read →
37	KeycloakOSS	88	78	95	75	read →
38	Mem0OSS	88	88	91	87	read →
39	UnslothOSS	88	90	88	87	read →
40	DeepEvalOSS	88	84	78	90	read →
41	PostHogOSS	88	82	86	84	read →
42	chrome-devtools-mcpOSS	88	85	88	90	read →
43	Replicate	88	75	78	93	read →
44	Mistral AI	88	90	92	82	read →
45	Obsidian	88	90	95	85	read →
46	Zapier	88	82	68	90	read →
47	KubecostOSS	88	85	82	86	read →
48	BuildkiteOSS	88	92	95	85	read →
49	GStackOSS	88	85	95	90	read →
50	Lightpanda	88	98	85	82	read →
51	QdrantOSS	88	95	92	83	read →
52	FirecrawlOSS	88	85	78	92	read →
53	Oh My ClaudeCodeOSS	88	85	82	92	read →
54	Context7OSS	88	92	78	90	read →
55	Datadog	88	90	70	85	read →
56	CodeRabbit	88	92	90	86	read →
57	OpenAI API	88	82	55	92	read →
58	Open WebUI	88	80	95	85	read →
59	OllamaOSS	88	75	99	86	read →
60	GitHub Copilot	88	95	68	90	read →
61	Drizzle ORMOSS	88	95	90	89	read →
62	Google Antigravity	88	91	71	89	read →
63	Docker MCP GatewayOSS	87	84	88	90	read →
64	Mergify	87	89	78	84	read →
65	AppsmithOSS	87	84	93	86	read →
66	Stably	87	88	78	93	read →
67	LibreChatOSS	87	82	88	86	read →
68	FastMCPOSS	87	88	72	91	read →
69	SemgrepOSS	87	90	80	88	read →
70	Hermes AgentOSS	87	84	88	86	read →
71	GrowthBookOSS	87	90	92	85	read →
72	Arize PhoenixOSS	87	85	92	86	read →
73	AuthentikOSS	87	80	92	90	read →
74	VibeVoiceOSS	87	82	90	79	read →
75	LlamaIndexOSS	87	82	85	88	read →
76	E2BOSS	87	88	82	91	read →
77	Pinecone	87	92	70	93	read →
78	SupermemoryOSS	87	92	72	90	read →
79	Vercel AI SDKOSS	87	90	82	91	read →
80	LangfuseOSS	87	82	95	84	read →
81	SonarQubeOSS	87	90	95	75	read →
82	v0	87	93	78	91	read →
83	Perplexity	87	92	72	88	read →
84	Ragie	86	81	90	88	read →
85	LanceDBOSS	86	88	91	84	read →
86	Momentic	86	87	76	92	read →
87	OpenAI Agents SDKOSS	86	88	74	88	read →
88	pgvectorOSS	86	78	84	88	read →
89	OrcaOSS	86	84	76	88	read →
90	Chromatic	86	82	78	90	read →
91	OnyxOSS	86	80	84	82	read →
92	Braintrust	86	83	80	84	read →
93	Omnara	86	84	76	88	read →
94	PromptfooOSS	86	82	86	87	read →
95	JeanOSS	86	88	92	89	read →
96	Puck	86	85	90	86	read →
97	VectorChordOSS	86	88	92	84	read →
98	Agent Orchestrator	86	85	85	84	read →
99	Panda CSSOSS	86	92	95	88	read →
100	EncoreOSS	86	90	80	93	read →
101	JunieOSS	86	83	78	89	read →
102	Vibe KanbanOSS	86	84	92	87	read →
103	CUA (Computer-Use Agent)	86	90	88	80	read →
104	PulumiOSS	86	88	85	90	read →
105	MastraOSS	86	84	85	92	read →
106	BeszelOSS	86	95	90	92	read →
107	RepomixOSS	86	92	75	90	read →
108	AnythingLLMOSS	86	75	88	84	read →
109	LangGraphOSS	86	78	82	76	read →
110	SerenaOSS	86	75	96	82	read →
111	TruffleHogOSS	86	76	88	80	read →
112	Sentry	86	88	82	88	read →
113	Aikido Security	86	90	88	92	read →
114	Snyk	86	84	90	82	read →
115	n8n	86	82	92	84	read →
116	Notion	86	72	75	84	read →
117	Gemini	86	94	70	84	read →
118	CodyOSS	86	84	92	87	read →
119	OpenRouter	86	82	75	91	read →
120	TabbyOSS	85	80	94	82	read →
121	SuperTokensOSS	85	82	93	85	read →
122	K8sGPTOSS	85	84	85	86	read →
123	SigNozOSS	85	85	87	85	read →
124	Inspect AIOSS	85	80	91	85	read →
125	StackBlitz	85	90	85	82	read →
126	GitHub Codespaces	85	85	80	90	read →
127	Linear MCP Server	85	84	82	87	read →
128	SuperpowersOSS	85	82	84	88	read →
129	MCP Python SDKOSS	85	83	85	88	read →
130	MetabaseOSS	85	80	78	86	read →
131	GitNexus	85	80	82	84	read →
132	Weights & Biases	85	80	65	90	read →
133	Make	85	80	70	88	read →
134	gptme	85	82	95	80	read →
135	ValkeyOSS	85	90	95	82	read →
136	ScraplingOSS	85	82	70	88	read →
137	SchemathesisOSS	85	88	90	83	read →
138	OryOSS	85	91	93	78	read →
139	DoltOSS	85	78	90	83	read →
140	PortkeyOSS	85	90	72	88	read →
141	WeaviateOSS	85	83	85	80	read →
142	StagehandOSS	85	86	75	90	read →
143	Browser UseOSS	85	78	80	88	read →
144	Directus	85	88	85	87	read →
145	Trigger.devOSS	85	84	78	92	read →
146	LobeChatOSS	85	82	80	88	read →
147	Pydantic AIOSS	85	84	88	90	read →
148	Taskmaster AIOSS	85	78	92	83	read →
149	Greptile	85	62	90	82	read →
150	OpenHandsOSS	85	82	94	76	read →
151	PrometheusOSS	85	88	95	72	read →
152	VitestOSS	85	95	90	92	read →
153	GitHub Actions	85	78	70	88	read →
154	Terraform	85	72	80	78	read →
155	KubernetesOSS	85	80	75	60	read →
156	Supermaven	85	99	70	90	read →
157	ZedOSS	85	99	90	84	read →
158	PrismaOSS	85	75	62	92	read →
159	Amp	85	87	83	84	read →
160	Qwen CodeOSS	84	85	80	85	read →
161	pgvectorscaleOSS	84	88	92	80	read →
162	CorootOSS	84	82	90	80	read →
163	CodeSandbox	84	87	80	84	read →
164	Browserbase	84	90	72	90	read →
165	Bito	84	82	78	86	read →
166	MilvusOSS	84	82	76	78	read →
167	agent-desktopOSS	84	87	78	86	read →
168	MLflowOSS	84	78	88	82	read →
169	Codebase Memory MCPOSS	84	86	76	83	read →
170	Figma Context MCPOSS	84	82	78	86	read →
171	PiOSS	84	85	84	86	read →
172	Exa MCP ServerOSS	84	84	78	86	read →
173	mcp-goOSS	84	83	84	87	read →
174	Firecrawl MCP ServerOSS	84	82	78	86	read →
175	DeepSource	84	82	82	83	read →
176	GitGuardian	84	82	86	83	read →
177	Agent Governance ToolkitOSS	84	74	86	78	read →
178	Checkly	84	82	76	88	read →
179	WorkOS	84	86	78	88	read →
180	HumanLayer	84	78	86	82	read →
181	TracewayOSS	84	88	92	86	read →
182	Incident.io	84	82	78	86	read →
183	Crush	84	86	90	88	read →
184	Roomote	84	80	78	88	read →
185	InfinityOSS	84	88	90	80	read →
186	Firebase	84	92	65	90	read →
187	Browserless	84	88	80	86	read →
188	LemonadeOSS	84	88	95	80	read →
189	HeliconeOSS	84	87	82	92	read →
190	ChromaOSS	84	88	90	95	read →
191	WindmillOSS	84	95	88	87	read →
192	RybbitOSS	84	90	95	88	read →
193	ShannonOSS	84	55	78	75	read →
194	InfracostOSS	84	88	82	86	read →
195	KeployOSS	84	86	90	78	read →
196	Railway	84	88	78	92	read →
197	CAST AI	84	86	78	82	read →
198	GitleaksOSS	84	90	92	86	read →
199	ElasticsearchOSS	84	88	92	72	read →
200	DagsterOSS	84	82	88	90	read →
201	Graphite	84	88	92	80	read →
202	GooseOSS	84	80	95	78	read →
203	LM Studio	84	82	98	86	read →
204	Sourcegraph	84	90	88	82	read →
205	Bolt.new	84	96	70	86	read →
206	CoolifyOSS	84	78	95	80	read →
207	ClineOSS	84	78	88	86	read →
208	Gemini CLIOSS	84	78	70	83	read →
209	Botpress	83	86	74	88	read →
210	kubectl-aiOSS	83	84	82	82	read →
211	HyperDXOSS	83	85	86	82	read →
212	TruLensOSS	83	78	88	83	read →
213	HeadroomOSS	83	85	78	82	read →
214	agmsgOSS	83	84	82	85	read →
215	Browserbase MCP ServerOSS	83	84	76	85	read →
216	BugBot	83	84	80	87	read →
217	fast-agentOSS	83	80	88	86	read →
218	SonarCloud	83	79	72	88	read →
219	Jules	83	85	68	85	read →
220	Requestly	83	85	80	87	read →
221	Checkpoints by EntireOSS	83	88	80	85	read →
222	turbopuffer	83	75	78	82	read →
223	OpenTofuOSS	83	85	88	82	read →
224	LightRAGOSS	83	72	85	78	read →
225	ScreenpipeOSS	83	88	75	80	read →
226	Netlify	83	86	80	88	read →
227	New Relic	83	85	78	80	read →
228	Codeium	83	88	85	84	read →
229	Dify	83	80	88	82	read →
230	GhosttyOSS	83	96	99	80	read →
231	AiderOSS	83	80	96	82	read →
232	OpenCodeOSS	83	81	90	86	read →
233	Relevance AI	82	84	76	86	read →
234	W&B WeaveOSS	82	84	76	85	read →
235	RobustaOSS	82	80	81	83	read →
236	Better Stack	82	85	73	85	read →
237	VespaOSS	82	85	90	76	read →
238	OpenSearchOSS	82	81	90	78	read →
239	GitpodOSS	82	83	85	81	read →
240	TestSprite	82	86	70	88	read →
241	Confident AI	82	84	78	86	read →
242	Baz	82	78	72	80	read →
243	RampartOSS	82	78	84	86	read →
244	Grok CLIOSS	82	84	74	86	read →
245	Figma MCP Server	82	80	85	84	read →
246	Intuned Agent	82	84	72	85	read →
247	ComposioOSS	82	81	77	86	read →
248	Middleware	82	85	86	83	read →
249	Windows-MCPOSS	82	78	62	82	read →
250	Codacy	82	80	78	83	read →
251	Grok Build	82	84	72	80	read →
252	EmdashOSS	82	88	85	79	read →
253	GraphBitOSS	82	90	85	78	read →
254	Qwen-AgentOSS	82	85	80	84	read →
255	FuzzyAIOSS	82	78	85	80	read →
256	exoOSS	82	68	95	70	read →
257	PlanetScale	82	86	80	85	read →
258	AgnoOSS	82	85	83	88	read →
259	Crawl4AIOSS	82	80	95	80	read →
260	BatonOSS	82	88	80	86	read →
261	OpenClawOSS	82	75	60	78	read →
262	AtlantisOSS	82	80	90	81	read →
263	GitButler	82	92	90	85	read →
264	PrivateGPTOSS	82	62	99	78	read →
265	Kilo CodeOSS	82	80	88	79	read →
266	SedaiOSS	82	80	78	80	read →
267	Diffblue Cover	82	95	92	78	read →
268	Rootly	82	80	85	84	read →
269	Signadot	82	90	80	86	read →
270	DefectDojoOSS	82	74	90	72	read →
271	Evidently AIOSS	82	78	90	80	read →
272	CodeAnt AIOSS	82	80	88	78	read →
273	AppwriteOSS	82	80	95	83	read →
274	Amazon Q Developer	82	85	78	80	read →
275	LiteLLMOSS	82	78	85	80	read →
276	Postman	82	62	55	88	read →
277	Mintlify	82	90	78	88	read →
278	LangChainOSS	82	78	85	76	read →
279	Lovable	82	95	75	80	read →
280	Factory Droid	82	70	82	80	read →
281	AgentaOSS	81	80	84	80	read →
282	Dash0OSS	81	84	72	84	read →
283	LaminarOSS	81	82	85	81	read →
284	Talk to Figma MCPOSS	81	76	72	83	read →
285	FAISS	81	88	82	74	read →
286	OpikOSS	81	80	82	84	read →
287	Pydantic Logfire	81	78	74	90	read →
288	Trae AgentOSS	81	78	86	79	read →
289	PurpleLlamaOSS	81	65	97	72	read →
290	KubescapeOSS	81	78	88	79	read →
291	MirascopeOSS	81	85	90	83	read →
292	CrewAIOSS	81	72	85	84	read →
293	Replit	81	88	68	83	read →
294	Maxim AI	80	82	72	83	read →
295	GiskardOSS	80	76	84	79	read →
296	WhatTheDiff	80	86	78	84	read →
297	GitHub Copilot CLI	80	82	65	78	read →
298	Slack MCP Server	80	78	76	78	read →
299	Refact.aiOSS	80	75	95	72	read →
300	AgentOps	80	78	62	85	read →
301	LangSmith	80	75	65	85	read →
302	Freestyle	80	82	78	78	read →
303	EvolverOSS	80	70	85	78	read →
304	Grok	80	88	60	75	read →
305	FlashMLAOSS	80	95	95	60	read →
306	Hyperbrowser	80	82	70	84	read →
307	Karate DSLOSS	80	76	88	78	read →
308	Hatchet	80	82	85	84	read →
309	SkyvernOSS	80	58	72	76	read →
310	Coralogix	80	88	85	74	read →
311	Monte Carlo	80	78	90	74	read →
312	CodeScene	80	72	82	76	read →
313	OnlookOSS	80	84	90	82	read →
314	AccuKnoxOSS	80	82	88	72	read →
315	Cubic	80	78	88	84	read →
316	OpenLLMetryOSS	80	84	88	82	read →
317	PR-AgentOSS	80	82	84	78	read →
318	Kiro	80	72	88	78	read →
319	BrowserStack	80	75	60	82	read →
320	CypressOSS	80	75	85	92	read →
321	Framer	80	88	65	75	read →
322	AutoGenOSS	80	74	83	74	read →
323	Codex	80	72	68	79	read →
324	CleanlabOSS	79	78	79	80	read →
325	Upstash Vector	79	86	66	85	read →
326	RAGASOSS	79	76	90	80	read →
327	SWE-AgentOSS	79	65	88	75	read →
328	DaytonaOSS	79	90	88	80	read →
329	LlamafileOSS	79	70	98	74	read →
330	Panto AI	79	84	85	76	read →
331	JetBrains AI	79	82	88	76	read →
332	Qodo	79	78	83	80	read →
333	Augment Code	79	76	82	80	read →
334	Warp	79	88	45	83	read →
335	Devin	79	85	62	76	read →
336	kagentOSS	78	76	83	76	read →
337	OpenAI EvalsOSS	78	79	87	76	read →
338	Cloudflare Vectorize	78	86	66	84	read →
339	OpenObserveOSS	78	72	85	74	read →
340	Metoro	78	85	70	79	read →
341	LangWatchOSS	78	80	86	76	read →
342	Gemini Code Assist	78	80	72	76	read →
343	Smithery	78	84	65	85	read →
344	PromptLayer	78	76	68	82	read →
345	PagerDuty	78	72	80	76	read →
346	GenericAgentOSS	78	75	90	72	read →
347	DB-GPTOSS	78	70	80	74	read →
348	AppFlowyOSS	78	90	96	80	read →
349	MindsDB Query Engine	78	76	82	80	read →
350	ForgeCodeOSS	78	92	90	77	read →
351	JestOSS	78	62	90	82	read →
352	BrunoOSS	78	90	95	82	read →
353	FlowiseOSS	78	85	90	77	read →
354	Trae	78	80	35	82	read →
355	Kimi CodeOSS	78	75	58	76	read →
356	Google Colab	77	78	72	80	read →
357	CLIProxyAPIOSS	77	74	55	78	read →
358	OpenSREOSS	77	75	85	75	read →
359	ActivepiecesOSS	77	80	92	78	read →
360	SourceryOSS	77	85	82	80	read →
361	Kubiya	76	78	71	77	read →
362	TraceloopOSS	76	82	80	72	read →
363	MicrosandboxOSS	76	88	95	72	read →
364	TestsigmaOSS	76	72	84	74	read →
365	HeroUI ChatOSS	76	88	74	84	read →
366	Vanna AIOSS	76	78	86	80	read →
367	TuskOSS	76	80	72	82	read →
368	KodusOSS	76	78	90	74	read →
369	HoppscotchOSS	76	95	90	80	read →
370	Amazon Q CLI	76	85	80	78	read →
371	Pieces for Developers	76	80	91	75	read →
372	ModelScanOSS	75	92	95	74	read →
373	Supabase MCPOSS	74	78	58	80	read →
374	Ellipsis	74	82	84	78	read →
375	CorridorOSS	74	82	80	76	read →
376	Open InterpreterOSS	74	78	92	72	read →
377	CircleCI	74	85	55	78	read →
378	SweepOSS	74	82	78	76	read →
379	Tabnine	74	80	97	72	read →
380	Symphony	72	78	85	68	read →
381	ps-fuzzOSS	72	70	85	74	read →
382	SeleniumOSS	72	65	85	60	read →
383	JenkinsOSS	70	68	85	50	read →
384	Blackbox AI	68	82	55	65	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.