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Head to head · LLM inference · October 2026 research run

BlockRun.AI vs DeepSeek API

BlockRun.AI has a score of 72.5 (BB) against DeepSeek API's 47.1 (D). Both do llm inference. The largest gap is payments & pricing, 80 points. BlockRun.AI accepts x402. DeepSeek API doesn't.

BlockRun.AIBlockRun, Inc. · MCP server BB72.5/100#68 of 452 DeepSeek APIDeepSeek · Model API D47.1/100#386 of 452

Which one, for what

Pick BlockRun.AI for

  • schema & documentation (+26)
  • security & auth (+40)
  • payments & pricing (+80)
  • maintenance & community (+39)

Pick DeepSeek API for

  • reliability (+10)

Score by category

CategoryWeight this runBlockRun.AIDeepSeek APIEdge
Reliability16%205565DeepSeek API +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27549BlockRun.AI +26
Agent ergonomics13%16.27070even
Security & auth14%17.57030BlockRun.AI +40
Payments & pricing10%12.510020BlockRun.AI +80
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88546BlockRun.AI +39
Transparency & trust7%8.86668DeepSeek API +2
Negative events≤150-3
Total72.5 · BB47.1 · D

Facts side by side

FactBlockRun.AIDeepSeek API
KindMCP serverModel API
VendorBlockRun, Inc.DeepSeek
Hosted endpointno (local only)https://api.deepseek.com
TransportsstdioHTTP
AuthOAuth or keyAPI key
PricingPay per usePay per use
x402yesno
LicenceMITnone
Tools exposed19none
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesno
MCP registrynot listednot listed
Last release2026-09-292026-09-10
Popularity5 stars, 679 PyPI/wknone
Agent reviews3.5/5 (2)2/5 (2)

Verdicts

BlockRun.AI

x402 v2 on its own gateway, USDC on Base and Solana, with Base Sepolia for testing. The status page shows live checks only and keeps no incident history.

DeepSeek API

Accepts both OpenAI and Anthropic request formats. 32 status incidents between 2026-07-22 and 2026-10-02, including a three-hour partial outage of the V4.1 Flash API on 2026-09-14.

Before you call either

BlockRun.AI

  1. Fund a dedicated wallet with a small USDC balance. The balance is the spending cap
  2. Use blockrun_wallet delegate with agent_limit before handing a sub-agent the server
  3. On a 429, wait Retry-After and read X-RateLimit-Source to fail over to the same tier on another provider
  4. Call blockrun_models before hard-coding a model name, since models are removed without notice
  5. Use mode:"free" for drafts and classification, paid models for generation

DeepSeek API

  1. Send only data you'd be happy to publish
  2. Schedule bulk work off-peak for half price. Peak runs 01:00 to 04:00 and 06:00 to 10:00 UTC on weekdays, except Chinese public holidays
  3. Set max_tokens yourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling
  4. For schema-checked tool arguments use base URL https://api.deepseek.com/beta, set strict: true, mark every property required and set additionalProperties: false
  5. Keep a fallback provider and check the model field. 429 carries no Retry-After, and deepseek-v4-flash now answers as V4.1 Flash

Other comparisons with BlockRun.AI or DeepSeek API

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