Compare companies
Select 2-4 rows to compare scores, discoverability, cost, errors, and eval details.
Show companies whose evals were skipped (e.g. no API key provided)
Last updated Sep 7Last updated September 7, 2026 at 2:58 PM UTC
Powered by
Lightsage
ClickTap any row to explore the full CLI eval.
Get your CLI graded →
| Rank | Tool | Score | Grade | Task | Eval | Discovery | Cost | Calls | Errors | Time | |
|---|---|---|---|---|---|---|---|---|---|---|---|
1🥇 | WorkOS | 85 | B | 81 | 95 | $0.67 | 9 | 0 | 2m 58s | View report | |
2🥈 | LiveKit | 82 | B | 77 | 93 | $0.62 | 19 | 0 | 2m 50s | View report | |
3🥉 | Nimble | 81 | B | 79 | 87 | $0.77 | 16 | 0 | 1m 22s | View report | |
3🥉 | Browserbase | 81 | B | 75 | 95 | $0.80 | 23 | 0 | 2m 3s | View report | |
5 | Cloudflare | 80 | B | 72 | 100 | $1.34 | 31 | 0 | 4m 48s | View report | |
6 | Sprites | 78 | B | 89 | 53 | $0.36 | 9 | 0 | 46s | View report | |
7 | E2B | 77 | B | 85 | 60 | $0.50 | 13 | 0 | 56s | View report | |
8 | Deepgram | 76 | B | 68 | 95 | $0.86 | 11 | 2 | 2m 41s | View report | |
8 | Tavily | 76 | B | 77 | 75 | $1.20 | 25 | 0 | 1m 51s | View report | |
8 | Resend | 76 | B | 66 | 100 | $0.68 | 18 | 4 | 3m 1s | View report | |
11 | Firecrawl | 74 | C | 74 | 75 | $0.85 | 25 | 0 | 3m 50s | View report | |
12 | Stripe | 73 | C | 65 | 93 | $0.96 | 19 | 2 | 4m 3s | View report | |
12 | Naive | 73 | C | 75 | 68 | $1.17 | 19 | 0 | 2m 29s | View report | |
12 | Datadog | 73 | C | 73 | 75 | $0.33 | 10 | 1 | 2m 14s | View report | |
15 | Render | 72 | C | 61 | 100 | $2.35 | 42 | 8 | 7m 8s | View report | |
15 | Agentmail | 72 | C | 66 | 86 | $0.59 | 18 | 3 | 3m 54s | View report | |
15 | Steel | 72 | C | 63 | 93 | $2.07 | 35 | 3 | 2m 48s | View report | |
18 | Extend.ai | 71 | C | 68 | 80 | $0.82 | 13 | 3 | 2m 25s | View report | |
19 | Daytona | 70 | C | 70 | 70 | $0.74 | 15 | 3 | 1m 16s | View report | |
20 | Jina AI | 69 | C | 69 | 70 | $0.75 | 16 | 1 | 1m 40s | View report | |
20 | Pinecone | 69 | C | 65 | 78 | $1.12 | 20 | 2 | 2m 20s | View report | |
20 | Browser Use | 69 | C | 64 | 82 | $2.02 | 24 | 1 | 2m 55s | View report | |
23 | ElevenLabs | 68 | C | 61 | 86 | $1.75 | 29 | 4 | 5m 19s | View report | |
24 | Anchor Browser | 66 | C | 63 | 73 | $1.70 | 37 | 4 | 2m 46s | View report | |
25 | AssemblyAI | 64 | C | 62 | 70 | $3.42 | 38 | 13 | 4m 41s | View report | |
25 | Box | 64 | C | 65 | 63 | $1.28 | 13 | 4 | 3m 39s | View report | |
25 | Modal | 64 | C | 70 | 50 | $0.47 | 17 | 1 | 1m 12s | View report | |
28 | Temporal | 61 | C | 66 | 50 | $0.80 | 15 | 4 | 3m 19s | View report | |
28 | Reducto | 61 | C | 70 | 40 | $0.81 | 12 | 1 | 1m 31s | View report | |
28 | Tenki | 61 | C | 69 | 43 | $0.81 | 19 | 2 | 1m 30s | View report | |
31 | OpenRouter | 60 | C | 61 | 60 | $3.20 | 42 | 8 | 7m 19s | View report | |
31 | LlamaParse | 60 | C | 69 | 40 | $0.85 | 18 | 5 | 1m 55s | View report | |
33 | Groq | 59 | C | 61 | 55 | $3.33 | 27 | 6 | 5m 26s | View report | |
33 | Descope | 59 | C | 61 | 55 | $1.44 | 38 | 3 | 5m 32s | View report | |
35 | Auth0 | 58 | C | 64 | 45 | $0.86 | 22 | 1 | 4m 10s | View report | |
36 | Camunda | 57 | C | 61 | 50 | $3.08 | 63 | 10 | 9m 2s | View report | |
37 | Unstructured | 56 | C | 64 | 40 | $1.98 | 25 | 5 | 2m 44s | View report | |
38 | Rime | 52 | D | 62 | 30 | $1.21 | 30 | 3 | 3m 40s | View report | |
38 | Telnyx | 52 | D | 59 | 35 | $1.88 | 28 | 4 | 5m 58s | View report | |
38 | Twilio | 52 | D | 60 | 35 | $1.35 | 25 | 12 | 6m 9s | View report | |
41 | Vercel | 48 | D | 36 | 78 | $0.77 | 15 | 4 | 2m 6s | View report | |
42 | Vonage | 45 | D | 63 | 5 | $0.83 | 25 | 9 | 5m 24s | View report | |
43 | Nebius AI Cloud | 39 | D | 28 | 67 | $1.36 | 40 | 9 | 2m 14s | View report | |
44 | Railway | 29 | D | 2 | 93 | $1.35 | 28 | 3 | 4m 49s | View report | |
45 | Unblocked | 28 | D | 25 | 35 | $1.69 | 29 | 5 | 2m 18s | View report | |
46 | Cartesia | 21 | D | 6 | 55 | $2.75 | 48 | 2 | 2m 41s | View report | |
46 | Chroma | 21 | D | 5 | 60 | $3.26 | 47 | 9 | 8m 59s | View report | |
46 | Netlify | 21 | D | 1 | 68 | $2.25 | 42 | 11 | 8m 48s | View report | |
49 | Fireworks AI | 17 | D | 4 | 50 | $4.31 | 44 | 8 | 8m 12s | View report | |
50 | Semgrep | 13 | D | 6 | 30 | $1.18 | 14 | 7 | 2m 34s | View report | |
51 | CodeRabbit | 12 | D | 5 | 30 | $0.87 | 23 | 6 | 2m 55s | View report | |
51 | Greptile | 12 | D | 4 | 30 | $1.19 | 25 | 3 | 2m 54s | View report | |
53 | Scalekit | 10 | D | 1 | 33 | $2.69 | 33 | 7 | 6m 17s | View report | |
54 | Qodo | 9 | D | 1 | 30 | $2.28 | 35 | 8 | 5m 4s | View report | |
55 | Pipecat | 4 | D | 1 | 13 | $2.73 | 41 | 14 | 7m 50s | View report | |
56 | Zilliz Cloud Missing CLI auth env vars: ZILLIZ_API_KEY | — | — | — | — | — | — | — | — | — | View report |
56 | DigitalOcean Signup requires a credit card | — | — | — | — | — | — | — | — | — | View report |
58 | Nylas Missing CLI auth env vars: NYLAS_GRANT_ID | — | — | — | — | — | — | — | — | — | View report |
59 | Weaviate Missing CLI auth env vars: WEAVIATE_API_KEY, WEAVIATE_URL | — | — | — | — | — | — | — | — | — | View report |
60 | Sourcegraph Missing CLI auth env vars: SRC_ENDPOINT, SRC_ACCESS_TOKEN | — | — | — | — | — | — | — | — | — | View report |
Scores calculated from end-to-end CLI evaluations by AI coding agents.
Frequently asked questions
Join the mailing list
Get updates on leaderboard changes, new benchmark releases, and product announcements.
Browse All Providers (60)
WorkOSLiveKitNimbleBrowserbaseCloudflareSpritesE2BDeepgramTavilyResendFirecrawlStripeNaiveDatadogRenderAgentmailSteelExtend.aiDaytonaJina AIPineconeBrowser UseElevenLabsAnchor BrowserAssemblyAIBoxModalTemporalReductoTenkiOpenRouterLlamaParseGroqDescopeAuth0CamundaUnstructuredRimeTelnyxTwilioVercelVonageNebius AI CloudRailwayUnblockedZilliz CloudDigitalOceanNylasCartesiaChromaNetlifyFireworks AIWeaviateSemgrepCodeRabbitGreptileScalekitSourcegraphQodoPipecat