# Devtool Arena - Codex MCP Leaderboard

See which MCP integrations work best with Codex. Rankings compare integration performance, discoverability, runtime, cost, and error recovery.

| Metric | Value |
|--------|-------|
| Companies | 79 |
| Completed evaluations | 79 |
| Categories | 26 |
| Average score | 39 |
| Average cost | $0.16 |
| Average runtime | 3m 20s |

## Rankings

| Rank | Company | Category | Score | Grade | Eval | Discovery | Cost | Runtime | Tool Calls | Errors |
|------|---------|----------|-------|-------|------|-----------|------|---------|------------|--------|
| 1 | [Jina AI](/leaderboard/codex/mcp/jina-ai) | Search | 85 | B | 84 | 89 | $0.16 | 3m 10s | 7 | 0 |
| 2 | [Exa](/leaderboard/codex/mcp/exa) | Search | 84 | B | 82 | 91 | $0.16 | 1m 59s | 5 | 1 |
| 3 | [Pinecone](/leaderboard/codex/mcp/pinecone) | Vector Databases | 84 | B | 84 | 86 | $0.17 | 3m 19s | 8 | 0 |
| 4 | [Box](/leaderboard/codex/mcp/box) | Storage | 83 | B | 84 | 82 | $0.13 | 4m 12s | 9 | 0 |
| 5 | [Stripe](/leaderboard/codex/mcp/stripe) | Payment | 83 | B | 83 | 86 | $0.16 | 2m 4s | 13 | 0 |
| 6 | [Extend.ai](/leaderboard/codex/mcp/extend-ai) | Document Parsing | 81 | B | 78 | 89 | $0.18 | 4m 32s | 4 | 2 |
| 7 | [Agentmail](/leaderboard/codex/mcp/agentmail) | Email | 80 | B | 92 | 55 | $0.09 | 4m 6s | 5 | 0 |
| 8 | [fastCRW](/leaderboard/codex/mcp/fastcrw) | Webscraping | 79 | B | 89 | 55 | $0.11 | 2m 14s | 2 | 0 |
| 9 | [You.com](/leaderboard/codex/mcp/you-com) | Search | 79 | B | 89 | 55 | $0.19 | 2m 43s | 5 | 0 |
| 10 | [Render](/leaderboard/codex/mcp/render) | Cloud Hosting | 76 | B | 89 | 45 | $0.10 | 2m 36s | 5 | 0 |
| 11 | [Scrapfly](/leaderboard/codex/mcp/scrapfly) | Webscraping | 76 | B | 89 | 45 | $0.11 | 2m 42s | 2 | 0 |
| 12 | [Cloudflare](/leaderboard/codex/mcp/cloudflare) | Cloud Hosting | 74 | C | 74 | 74 | $0.12 | 3m 37s | 9 | 1 |
| 13 | [Firecrawl](/leaderboard/codex/mcp/firecrawl) | Search | 72 | C | 79 | 55 | $0.16 | 2m 10s | 5 | 1 |
| 14 | [Descope](/leaderboard/codex/mcp/descope) | Auth | 71 | C | 83 | 45 | $0.13 | 2m 33s | 11 | 0 |
| 15 | [Daytona](/leaderboard/codex/mcp/daytona) | Sandboxes | 68 | C | 59 | 88 | $0.07 | 2m 11s | 5 | 0 |
| 16 | [Reducto](/leaderboard/codex/mcp/reducto) | Document Parsing | 68 | C | 74 | 55 | $0.15 | 3m 56s | 6 | 1 |
| 17 | [ElevenLabs](/leaderboard/codex/mcp/elevenlabs) | Voice TTS | 67 | C | 62 | 80 | $0.09 | 1m 46s | 2 | 0 |
| 18 | [Twilio](/leaderboard/codex/mcp/twilio) | Voice Telephony | 66 | C | 75 | 45 | $0.18 | 2m 32s | 10 | 5 |
| 19 | [E2B](/leaderboard/codex/mcp/e2b) | Sandboxes | 57 | C | 44 | 90 | $0.10 | 1m 50s | 5 | 2 |
| 20 | [MeetGeek](/leaderboard/codex/mcp/meetgeek) | Meeting Bot | 57 | C | 58 | 55 | $0.06 | 2m 17s | 4 | 0 |
| 21 | [LiveKit](/leaderboard/codex/mcp/livekit) | Voice Infra | 55 | C | 49 | 70 | $0.09 | 3m 7s | 6 | 0 |
| 22 | [Zilliz Cloud](/leaderboard/codex/mcp/zilliz-cloud) | Vector Databases | 54 | D | 43 | 82 | $0.00 | 3m 1s | 3 | 2 |
| 23 | [Nimble](/leaderboard/codex/mcp/nimbleway) | Search | 52 | D | 55 | 45 | $0.19 | 3m 8s | 5 | 0 |
| 24 | [Resend](/leaderboard/codex/mcp/resend) | Email | 51 | D | 49 | 55 | $0.10 | 2m 17s | 4 | 1 |
| 25 | [Cartesia](/leaderboard/codex/mcp/cartesia) | Voice TTS | 50 | D | 41 | 71 | $0.16 | 2m 11s | 8 | 2 |
| 26 | [Nylas](/leaderboard/codex/mcp/nylas) | Email | 49 | D | 47 | 55 | $0.13 | 4m 10s | 6 | 0 |
| 27 | [Razorpay](/leaderboard/codex/mcp/razorpay) | Payment | 49 | D | 37 | 77 | $0.00 | 6m 50s | 10 | 3 |
| 28 | [Paddle](/leaderboard/codex/mcp/paddle) | Payment | 48 | D | 45 | 55 | $0.16 | 4m 45s | 9 | 0 |
| 29 | [Prefect](/leaderboard/codex/mcp/prefect) | Durable Workflow | 48 | D | 31 | 89 | $0.22 | 3m 9s | 22 | 7 |
| 30 | [Massive](/leaderboard/codex/mcp/massive) | Proxy | 47 | D | 32 | 82 | $0.13 | 4m 18s | 15 | 5 |
| 31 | [Tavily](/leaderboard/codex/mcp/tavily) | Search | 45 | D | 42 | 55 | $0.14 | 2m 0s | 8 | 2 |
| 32 | [Clerk](/leaderboard/codex/mcp/clerk) | Auth | 44 | D | 40 | 55 | $0.15 | 2m 33s | 15 | 6 |
| 33 | [Scalekit](/leaderboard/codex/mcp/scalekit) | Auth | 44 | D | 43 | 48 | $0.07 | 4m 12s | 5 | 3 |
| 34 | [TABStack](/leaderboard/codex/mcp/tabstack) | Search | 44 | D | 34 | 70 | $0.13 | 3m 16s | 10 | 5 |
| 35 | [Chroma](/leaderboard/codex/mcp/chroma) | Vector Databases | 43 | D | 24 | 89 | $0.41 | 6m 56s | 36 | 12 |
| 36 | [Netlify](/leaderboard/codex/mcp/netlify) | Cloud Hosting | 41 | D | 35 | 55 | $0.13 | 2m 47s | 11 | 6 |
| 37 | [BlindPay](/leaderboard/codex/mcp/blindpay) | Stablecoin | 40 | D | 39 | 45 | $0.14 | 2m 59s | 10 | 2 |
| 38 | [Apollo](/leaderboard/codex/mcp/apollo) | Sales Intelligence | 39 | D | 36 | 48 | $0.65 | 9m 6s | 17 | 0 |
| 39 | Cerebras | Inference | 39 | D | 26 | 71 | $0.25 | 3m 17s | 22 | 7 |
| 40 | [Deepgram](/leaderboard/codex/mcp/deepgram) | Voice STT | 38 | D | 31 | 55 | $0.12 | 4m 2s | 15 | 5 |
| 41 | [Naive](/leaderboard/codex/mcp/naive) | Unified API | 38 | D | 30 | 58 | $0.14 | 7m 5s | 14 | 4 |
| 42 | [Pipecat](/leaderboard/codex/mcp/pipecat) | Voice Infra | 38 | D | 27 | 66 | $0.56 | 10m 45s | 11 | 2 |
| 43 | [Telnyx](/leaderboard/codex/mcp/telnyx) | Voice Telephony | 38 | D | 35 | 45 | $0.20 | 3m 3s | 13 | 4 |
| 44 | [Convex](/leaderboard/codex/mcp/convex) | Database | 37 | D | 27 | 63 | $0.22 | 5m 27s | 25 | 4 |
| 45 | [Datadog](/leaderboard/codex/mcp/datadog) | Observability | 37 | D | 30 | 55 | $0.12 | 5m 0s | 16 | 4 |
| 46 | [Resemble AI](/leaderboard/codex/mcp/resemble-ai) | Voice TTS | 37 | D | 41 | 30 | $0.11 | 1m 44s | 8 | 1 |
| 47 | [Meeting BaaS](/leaderboard/codex/mcp/meeting-baas) | Meeting Bot | 35 | D | 27 | 55 | $0.31 | 4m 29s | 39 | 10 |
| 48 | [Plivo](/leaderboard/codex/mcp/plivo) | Voice Telephony | 33 | D | 28 | 45 | $0.21 | 3m 25s | 21 | 6 |
| 49 | [Groq](/leaderboard/codex/mcp/groq) | Inference | 31 | D | 25 | 45 | $0.28 | 4m 57s | 31 | 13 |
| 50 | PayPal | Payment | 31 | D | 31 | 34 | $0.18 | 3m 19s | 16 | 1 |
| 51 | [Qdrant](/leaderboard/codex/mcp/qdrant) | Vector Databases | 20 | D | 5 | 55 | $0.33 | 4m 54s | 32 | 8 |
| 52 | Square | Payment | 13 | D | 0 | 45 | $0.01 | 52s | 3 | 0 |
| 53 | Weaviate | Vector Databases | 13 | D | 0 | 45 | $0.04 | 1m 4s | 8 | 1 |
| 54 | Adyen | Payment | 12 | D | — | 40 | — | — | 0 | 0 |
| 55 | Arcade | Agent MCP Gateway | 12 | D | — | 40 | — | — | 0 | 0 |
| 56 | Composio | Agent MCP Gateway | 12 | D | — | 40 | — | — | 0 | 0 |
| 57 | DigitalOcean | Cloud Hosting | 12 | D | — | 40 | — | — | 0 | 0 |
| 58 | Merge Agent Handler | Agent MCP Gateway | 12 | D | — | 40 | — | — | 0 | 0 |
| 59 | Perplexity | Inference | 12 | D | — | 40 | — | — | 0 | 0 |
| 60 | Auth0 | Auth | 10 | D | 0 | 34 | $0.30 | 1m 55s | 42 | 10 |
| 61 | Coinbase Payments | Stablecoin | 10 | D | 0 | 35 | $0.40 | 3m 51s | 32 | 5 |
| 62 | Fireblocks | Stablecoin | 10 | D | 0 | 35 | $0.00 | 36s | 1 | 1 |
| 63 | Sinch | Voice Telephony | 10 | D | 0 | 35 | $0.00 | 23s | 0 | 0 |
| 64 | Vonage | Voice Telephony | 10 | D | 0 | 35 | $0.00 | 4s | 0 | 0 |
| 65 | Airwallex | Payment | 9 | D | — | 30 | — | — | 0 | 0 |
| 66 | Anchor Browser | Browser | 9 | D | — | 30 | — | — | 0 | 0 |
| 67 | Bandwidth | Voice Telephony | 9 | D | — | 30 | — | — | 0 | 0 |
| 68 | Brave Search | Search | 9 | D | — | 30 | — | — | 0 | 0 |
| 69 | [LanceDB](/leaderboard/codex/mcp/lancedb) | Vector Databases | 9 | D | 0 | 30 | $0.18 | 1m 36s | 20 | 1 |
| 70 | Netflix Conductor | Durable Workflow | 9 | D | — | 30 | — | — | 0 | 0 |
| 71 | OpenCageData | Geocoding | 9 | D | — | 30 | — | — | 0 | 0 |
| 72 | Recall.ai | Meeting Bot | 9 | D | 0 | 30 | $0.15 | 53s | 10 | 2 |
| 73 | Cloudflare Workers | Sandboxes | 8 | D | — | 27 | — | — | 0 | 0 |
| 74 | Stytch | Auth | 8 | D | — | 27 | — | — | 0 | 0 |
| 75 | Vercel | Sandboxes | 8 | D | — | 27 | — | — | 0 | 0 |
| 76 | TogetherAI | Inference | 7 | D | — | 25 | — | — | 0 | 0 |
| 77 | Railway | Cloud Hosting | 5 | D | — | 17 | — | — | 0 | 0 |
| 78 | Fireworks AI | Inference | 4 | D | — | 15 | — | — | 0 | 0 |
| 79 | Infobip | Voice Telephony | 4 | D | — | 15 | — | — | 0 | 0 |

## Categories

| Category | Companies |
|----------|-----------|
| Search | 8 |
| Payment | 7 |
| Voice Telephony | 7 |
| Vector Databases | 6 |
| Auth | 5 |
| Cloud Hosting | 5 |
| Inference | 5 |
| Sandboxes | 4 |
| Agent MCP Gateway | 3 |
| Email | 3 |
| Meeting Bot | 3 |
| Stablecoin | 3 |
| Voice TTS | 3 |
| Document Parsing | 2 |
| Durable Workflow | 2 |
| Voice Infra | 2 |
| Webscraping | 2 |
| Browser | 1 |
| Database | 1 |
| Geocoding | 1 |
| Observability | 1 |
| Proxy | 1 |
| Sales Intelligence | 1 |
| Storage | 1 |
| Unified API | 1 |
| Voice STT | 1 |

## Related Pages

- [Compare companies](/leaderboard/codex/mcp/compare)
- [Claude Code API leaderboard](/leaderboard/claudecode/api)
- [Codex API leaderboard](/leaderboard/codex/api)
- [Agent Landscape](/leaderboard/discoverability)

Canonical URL: https://devtoolarena.com/codex/mcp