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RunInfra — AI for Software Development

Run open model APIs with session-aware routing and cached context built specifically for coding agents.

What is RunInfra?

RunInfra: Run open model APIs with session-aware routing and cached context built specifically for coding agents. Paid, from $10 a month. Zekai scores it 8.4 out of 10 after independent testing. Best for running open model APIs with context caching for coding agents.

DifferentiatorSession-aware routing for coding agents with high context cache hit rates
Proof99.5% cache hit
Explore RunInfra
Pro from$10 a month
8.4 Zekai
Open model APIs for agents
AI for Software Development
Ease of Use
8.0
Accuracy
8.0
Value
10.0
Time Saving
8.0
Session RoutingOpenAI CompatibleAnthropic CompatibleCoding PlansPay-as-you-go
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Zekai Verdict

What is it?
RunInfra provides hosted open model APIs with session-aware routing designed for AI coding agents and development workflows.
Best for
AI for Software Development
Not ideal for
Cache hits operate on a best-effort basis and are not guaranteed
Price
Free plan · paid from $10 a month
Zekai Score
8.4/10
Hand-scored by Zekai

Top AI for Software Development picks

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⚡ Quick answer

RunInfra is a specialized infrastructure platform providing hosted open model APIs with session-aware routing and high context cache hit rates. It is designed to lower token costs and improve speed for software development coding agents.

CategoryAI for Software Development
Best forRunning open model APIs with context caching for coding agents
Price from$10 a month
Free planno
DifferentiatorSession-aware routing for coding agents with high context cache hit rates
Proof99.5% cache hit
Rating4
📖 About RunInfra

RunInfra provides hosted open model APIs with session-aware routing designed for AI coding agents and development workflows. It features OpenAI- and Anthropic-compatible endpoints, offering lower-cost cached context and predictable coding plans.

How It Works

Your workflow, automated

1
Get an API Key
Sign up on RunInfra and retrieve your workspace API key.
2
Connect Your Coding Agent
Configure your preferred coding agent like Claude Code or Aider using the provided setup commands.
3
Build with Warm Context
Run your development workflows while session-aware routing automatically handles context caching.
Ready to automate your workflow with RunInfra?
Explore RunInfra →
Real Impact

Before & After

❌ Before

High token costs and cold starts when coding agents send identical context strings repeatedly.

Full price inputs
✅ After

Warm session routing and high cache hit rates that drastically reduce input costs for agent workflows.

From $0.01 per 1M cached
AI Prompts

Prompts for Developers

Prompt 01 The Multi-File Context-Aware Refactor
engineer specializing in large-scale refactoring. Your task is to refactor the
Prompt 02 The 'Explain-Then-Edit' Legacy Code Prompt
codebase. Before you make any changes to
Prompt 03 The Framework Migration Assistant
. Your task is to create a migration plan for the
See all 33 AI prompts for Developers →
Social Proof

Trusted by professionals

Ease of Use
8.0
Accuracy
8.0
Value
10.0
Time Saving
8.0
Connects With

RunInfra integrations

Claude Code Codex OpenCode Aider Cline Continue
Setup complexity: Intermediate
RunInfra provides hosted open model APIs with session-aware routing designed for AI coding agents and development workflows. It features OpenAI- and Anthropic-compatible endpoints, offering lower-cost cached context and predictable coding plans.
The decision

Is RunInfra worth it?

Built for
Software engineers, AI application developers, and teams building or using automated coding agents.
Effort to adopt
Intermediate
Who It's For

Why Software Development choose this tool

🎯
Built for
AI for Software Development
In-Depth Overview
When you build software using AI coding agents, your agent repeatedly sends the same extensive context with every turn. Traditional infrastructure treats these requests statelessly, forcing you to pay full input token prices over and over while risking cold starts. RunInfra solves this problem through session-aware routing that keeps your repeat calls close to warm replicas holding your context, achieving cache hit rates up to 99.5 percent. By offering OpenAI- and Anthropic-compatible API keys, the platform integrates smoothly with popular coding agents like Claude Code, Codex, OpenCode, Aider, and dozens of other developer tools without requiring complex migration steps. You can choose between a flexible pay-as-you-go model starting with a $5 minimum credit top-up or fixed coding plans starting at $10 a month that include usage caps resetting every 5 hours and weekly. The service optimizes open models down to the GPU kernel, helping you lower your effective input token costs significantly. While cache hits are best effort and plan limits eventually require fallback to credits or free standby modes, the platform delivers high-speed inference tailored to the repetitive query patterns of automated coding loops.

Key Use Cases

💻
Run open models with standard SDKs
AI Application Developer
Connect your applications using standard OpenAI and Anthropic API formats while accessing open-source models.
1 key
🤖
Lower token costs on repetitive context
Coding Agent User
Maintain warm agent sessions that take advantage of cached input discounts on repeat turns.
99.5% cache hit
✓ Pros
Significantly reduces input token costs through high context cache hit rates
Keeps repeat calls warm automatically without manual prompt hints
Compatible with standard OpenAI and Anthropic SDKs
Supports a wide array of popular coding agents out of the box
Offers flexible pricing options including both prepaid credits and tiered plans
· Cons
Cache hits operate on a best-effort basis and are not guaranteed
Reaching plan limits switches active requests to slower free standby mode or requires credits
Month-to-month plan usage does not roll over to subsequent periods
Some preview agents require extra setup configurations
⚡ Editorial Verdict

RunInfra delivers fast, cost-effective inference with strong cache hit rates tailored for coding agents and open models. However, cache hits are on a best-effort basis, and reaching plan limits means your queries drop to free standby speeds or require credits.

Questions & Answers

Frequently asked questions

What are RunInfra Model APIs?

+
Hosted open models accessible behind a single OpenAI- and Anthropic-compatible key, billed per token from your balance.

How does session-aware routing work?

+
It automatically keeps repeat calls close to the warm replica holding your conversation context, improving cache hit rates.

Last reviewed:

Plans & Pricing

RunInfra pricing and plans

Prices and features are updated regularly but can change at any time — always confirm on the official website. Some links on this page are affiliate links.

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About RunInfra

Full Description

RunInfra provides hosted open model APIs with session-aware routing designed for AI coding agents and development workflows. It features OpenAI- and Anthropic-compatible endpoints, offering lower-cost cached context and predictable coding plans.

Editorial Verdict

RunInfra delivers fast, cost-effective inference with strong cache hit rates tailored for coding agents and open models. However, cache hits are on a best-effort basis, and reaching plan limits means your queries drop to free standby speeds or require credits.

Last reviewed:
Disclaimer
Zekai is an independent AI tools directory. We are not affiliated with, endorsed by, or officially connected to RunInfra unless clearly stated. All product names, logos, and brands are the property of their respective owners and are used for identification purposes only. The information on this page — including pricing, features, and availability — is general information, may have changed since our last review, and is not professional advice. Zekai Scores and verdicts are our editorial opinion. Some outbound links are affiliate links that may earn us a commission at no extra cost to you. Spotted outdated or incorrect information? Request a correction →
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