Devtool MCP Arena
Benchmarking developer tools evaluated by 
Claude Code across auth, inference, voice, and more.
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| Rank | Tool | Score | Grade | Task | Eval | Discovery | Cost | Calls | Errors | Time | |
|---|---|---|---|---|---|---|---|---|---|---|---|
1🥇 | ElevenLabs | 88 | B | 92 | 80 | $0.09 | 4 | 0 | 3m 47s | View report | |
2🥈 | fastCRW | 87 | B | 86 | 91 | $0.19 | 4 | 0 | 10m 56s | View report | |
3🥉 | Stripe | 84 | B | 87 | 76 | $0.10 | 5 | 0 | 4m 17s | View report | |
4 | Descope | 83 | B | 84 | 81 | $0.18 | 8 | 0 | 4m 47s | View report | |
5 | You.com | 82 | B | 81 | 86 | $0.22 | 6 | 0 | 4m 9s | View report | |
6 | LanceDB | 81 | B | 84 | 75 | $0.13 | 7 | 0 | 4m 39s | View report | |
6 | Jina AI | 81 | B | 81 | 80 | $0.23 | 7 | 0 | 4m 10s | View report | |
6 | Clerk | 81 | B | 81 | 83 | $0.25 | 8 | 0 | 3m 23s | View report | |
9 | Box | 80 | B | 83 | 73 | $0.17 | 8 | 0 | 6m 59s | View report | |
10 | Agentmail | 79 | B | 77 | 86 | $0.24 | 11 | 0 | 29m 0s | View report | |
10 | Merge Agent Handler | 79 | B | 80 | 77 | $0.26 | 9 | 0 | 8m 21s | View report | |
12 | Render | 78 | B | 81 | 72 | $0.20 | 7 | 0 | 3m 29s | View report | |
13 | Tavily | 77 | B | 73 | 88 | $0.21 | 6 | 1 | 2m 40s | View report | |
13 | Chroma | 77 | B | 73 | 89 | $0.16 | 11 | 1 | 2m 36s | View report | |
13 | Exa | 77 | B | 71 | 93 | $0.25 | 6 | 1 | 3m 7s | View report | |
16 | PayPal | 75 | B | 83 | 58 | $0.16 | 8 | 0 | 6m 4s | View report | |
16 | Extend.ai | 75 | B | 69 | 89 | $0.23 | 12 | 1 | 4m 10s | View report | |
18 | Reducto | 74 | C | 68 | 89 | $0.39 | 12 | 2 | 5m 6s | View report | |
19 | Firecrawl | 72 | C | 70 | 77 | $0.35 | 8 | 1 | 5m 47s | View report | |
19 | Pinecone | 72 | C | 80 | 55 | $0.21 | 11 | 0 | 2m 53s | View report | |
21 | Cartesia | 71 | C | 71 | 71 | $0.18 | 11 | 1 | 3m 34s | View report | |
21 | Resend | 71 | C | 69 | 75 | $0.23 | 9 | 2 | 10m 38s | View report | |
23 | MeetGeek | 70 | C | 88 | 29 | $0.08 | 4 | 0 | 11m 13s | View report | |
24 | Nimble | 69 | C | 68 | 72 | $0.34 | 12 | 2 | 7m 9s | View report | |
24 | Composio | 69 | C | 75 | 55 | $0.51 | 11 | 0 | 16m 8s | View report | |
26 | Prefect | 63 | C | 51 | 90 | $0.17 | 4 | 0 | 2m 22s | View report | |
27 | Scalekit | 55 | C | 42 | 86 | $0.04 | 2 | 1 | 7m 15s | View report | |
28 | Plivo | 50 | D | 38 | 78 | $0.18 | 7 | 3 | 5m 57s | View report | |
29 | Qdrant | 45 | D | 27 | 88 | $0.39 | 29 | 8 | 3m 47s | View report | |
29 | Square | 45 | D | 28 | 84 | $0.39 | 22 | 7 | 5m 2s | View report | |
31 | Zilliz Cloud | 44 | D | 28 | 82 | $0.59 | 27 | 9 | 6m 11s | View report | |
32 | Resemble AI | 43 | D | 33 | 68 | $0.36 | 12 | 3 | 2m 38s | View report | |
32 | E2B | 43 | D | 25 | 87 | $0.96 | 37 | 9 | 6m 39s | View report | |
34 | Netlify | 42 | D | 29 | 73 | $0.33 | 19 | 5 | 6m 4s | View report | |
34 | Paddle | 42 | D | 28 | 75 | $0.53 | 14 | 6 | 5m 49s | View report | |
36 | Telnyx | 40 | D | 31 | 62 | $0.44 | 13 | 3 | 4m 21s | View report | |
37 | BlindPay | 37 | D | 29 | 55 | $0.53 | 17 | 1 | 8m 29s | View report | |
38 | Twilio | 36 | D | 33 | 45 | $0.45 | 10 | 5 | 2m 32s | View report | |
39 | Daytona | 33 | D | 10 | 89 | $0.25 | 15 | 1 | 12m 57s | View report | |
40 | Arcade | 32 | D | 23 | 55 | $0.23 | 11 | 0 | 1m 48s | View report | |
41 | Cerebras | 30 | D | 16 | 63 | $0.19 | 12 | 1 | 2m 21s | View report | |
42 | LiveKit | 26 | D | 6 | 73 | $0.77 | 25 | 2 | 7m 39s | View report | |
43 | Recall.ai | 22 | D | 15 | 40 | $0.13 | 10 | 2 | 3m 26s | View report | |
43 | Convex | 22 | D | 5 | 64 | $0.71 | 57 | 17 | 8m 49s | View report | |
45 | Deepgram | 20 | D | 6 | 55 | $0.65 | 31 | 8 | 7m 14s | View report | |
46 | Nylas | 18 | D | 3 | 55 | $0.85 | 49 | 11 | 8m 44s | View report | |
47 | Cloudflare | 17 | D | 4 | 48 | $0.63 | 27 | 1 | 7m 29s | View report | |
48 | Naive | 16 | D | 7 | 35 | $0.27 | 11 | 1 | 7m 2s | View report | |
49 | Weaviate | 15 | D | 2 | 45 | $0.94 | 54 | 10 | 13m 2s | View report | |
49 | Razorpay | 15 | D | 3 | 45 | $0.57 | 33 | 2 | 7m 0s | View report | |
49 | Datadog | 15 | D | 3 | 45 | $0.79 | 48 | 3 | 8m 3s | View report | |
52 | Scrapfly | 14 | D | 5 | 35 | $0.82 | 42 | 8 | 8m 12s | View report | |
52 | Groq | 14 | D | 5 | 35 | $0.56 | 41 | 9 | 5m 1s | View report | |
52 | Meeting BaaS | 14 | D | 1 | 45 | $1.45 | 96 | 12 | 12m 27s | View report | |
52 | Massive | 14 | D | 5 | 35 | $0.44 | 22 | 2 | 5m 8s | View report | |
52 | TABStack | 14 | D | 5 | 35 | $0.90 | 54 | 4 | 8m 27s | View report | |
57 | Fireblocks | 12 | D | 2 | 35 | $0.79 | 39 | 8 | 10m 34s | View report | |
57 | Auth0 | 12 | D | 3 | 34 | $0.98 | 47 | 5 | 9m 54s | View report | |
59 | Coinbase Payments | 11 | D | 1 | 35 | $2.46 | 106 | 21 | 22m 36s | View report | |
60 | OpenCageData No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
60 | Anchor Browser No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
62 | Infobip No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
63 | Stytch MCP server requires browser-based OAuth (cannot automate) | — | — | — | — | — | — | — | — | — | View report |
64 | DigitalOcean Signup requires a credit card | — | — | — | — | — | — | — | — | — | View report |
64 | Perplexity API key requires a paid plan | — | — | — | — | — | — | — | — | — | View report |
64 | Adyen API key requires official certification | — | — | — | — | — | — | — | — | — | View report |
67 | Sinch Missing MCP auth env vars: SINCH_APPLICATION_KEY, SINCH_APPLICATION_SECRET | — | — | — | — | — | — | — | — | — | View report |
67 | Vonage Missing MCP auth env vars: VONAGE_APPLICATION_ID, VONAGE_PRIVATE_KEY | — | — | — | — | — | — | — | — | — | View report |
69 | Airwallex API key requires official certification | — | — | — | — | — | — | — | — | — | View report |
69 | Brave Search API key requires a paid plan | — | — | — | — | — | — | — | — | — | View report |
69 | Bandwidth No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
69 | Netflix Conductor Open-source / self-hosted — no hosted API key available | — | — | — | — | — | — | — | — | — | View report |
73 | Cloudflare Workers MCP server requires browser-based OAuth (cannot automate) | — | — | — | — | — | — | — | — | — | View report |
73 | Vercel MCP server requires browser-based OAuth (cannot automate) | — | — | — | — | — | — | — | — | — | View report |
75 | TogetherAI API key requires a paid plan | — | — | — | — | — | — | — | — | — | View report |
76 | Railway MCP server requires browser-based OAuth (cannot automate) | — | — | — | — | — | — | — | — | — | View report |
77 | Pipecat Open-source / self-hosted — no hosted API key available | — | — | — | — | — | — | — | — | — | View report |
77 | Fireworks AI No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
79 | WorkOS No MCP server package available | — | — | — | — | — | — | — | — | — | View report |
Scores calculated from end-to-end MCP evaluations by AI coding agents.
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