M
MInference
Open Source LLM Inference
Updated Feb 15, 2026
★ ·
Compared with 16 other LLM Inference agents Open source Self-hostable Updated Feb 2026
💰 Open Source
🔄 Updated Feb 2026
🖥️ Self-hostable
💰 Pricing
Open SourceFree to use as it is open-source software.
🎯 Use Cases
Speeding up inference in long-context LLM applications Optimizing resource usage in LLM deployments Enhancing performance of chatbots and virtual assistants with long memory Improving efficiency in document summarization and analysis Reducing costs for LLM-powered applications with long input sequences
⚖️ Pros & Cons
✅ Pros
- Significantly reduces inference latency (up to 10x faster pre-filling)
- Maintains model accuracy despite optimizations
- Open-source and self-hostable for full control
❌ Cons
- Primarily optimized for NVIDIA A100 GPUs (may have varying performance on other hardware)
- Requires technical expertise to implement and optimize
- Limited to attention mechanism optimizations (doesn't address other inference bottlenecks)
Overview
MInference is an open-source tool designed to optimize the inference process of long-context large language models (LLMs) by employing approximate and dynamic sparse attention computation. It significantly reduces pre-filling latency while maintaining model accuracy, making it particularly useful for applications requiring long-context processing.
Problem It Solves
It addresses the high computational cost and latency associated with long-context LLM inference, enabling faster processing without sacrificing accuracy.
Target Audience: Developers and teams working with llm inference automation.
Inputs
- • User configuration
- • API credentials (if required)
- • Task parameters
Outputs
- • Automated task results
- • Status reports
- • Generated content or actions
Example Workflow
- 1 User configures the agent with required parameters
- 2 Agent receives input data or trigger
- 3 Agent processes the request using its core logic
- 4 Agent interacts with external services if needed
- 5 Results are returned to the user
Sample System Prompt
You are MInference, an AI assistant. Help the user accomplish their task efficiently.
Tools & Technologies
LLM APIs Python
Alternatives
- • AutoGPT
- • LangChain Agents
- • CrewAI
🔗Related AI Agents
FAQs
- Is this agent open-source?
- Yes
- Can this agent be self-hosted?
- Yes
- What skill level is required?
- Intermediate
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MInference