LLM Coordination

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LLM Coordination is an open-source Python library that enables developers to build scalable AI workflows by orchestrating multiple LLM-based agents. It uses a modular planner to decompose tasks into sub-tasks, retrieval-augmented modules to fetch relevant context, and execution managers to coordinate agent outputs. With logging, feedback loops, and configurable components, it simplifies creating robust multi-step pipelines for complex problem solving, document processing, and more.
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LLM Coordination

LLM Coordination

0
0
98
LLM Coordination
LLM Coordination is an open-source Python library that enables developers to build scalable AI workflows by orchestrating multiple LLM-based agents. It uses a modular planner to decompose tasks into sub-tasks, retrieval-augmented modules to fetch relevant context, and execution managers to coordinate agent outputs. With logging, feedback loops, and configurable components, it simplifies creating robust multi-step pipelines for complex problem solving, document processing, and more.
Added on:
Social & Email:
Platform:
Pricing:
May 01 2025
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What is LLM Coordination?

LLM Coordination is a developer-focused framework that orchestrates interactions between multiple large language models to solve complex tasks. It provides a planning component that breaks down high-level goals into sub-tasks, a retrieval module that sources context from external knowledge bases, and an execution engine that dispatches tasks to specialized LLM agents. Results are aggregated with feedback loops to refine outcomes. By abstracting communication, state management, and pipeline configuration, it enables rapid prototyping of multi-agent AI workflows for applications like automated customer support, data analysis, report generation, and multi-step reasoning. Users can customize planners, define agent roles, and integrate their own models seamlessly.

Who will use LLM Coordination?

  • AI developers
  • Machine learning engineers
  • Data scientists
  • Research labs
  • Software architects

How to use the LLM Coordination?

  • step1: Clone the llm_coordination repository from GitHub.
  • step2: Install Python dependencies via pip install -r requirements.txt.
  • step3: Define task schemas and agent roles in the configuration file.
  • step4: Configure the planning, retrieval, and execution modules as needed.
  • step5: Integrate external knowledge sources by setting up retrievers.
  • step6: Run the orchestrator script to execute your multi-agent workflow.
  • step7: Monitor logs and feedback to refine task decomposition and agent interactions.

Platform

  • mac
  • windows
  • linux

LLM Coordination's Core Features & Benefits

The Core Features

  • Task decomposition and planning
  • Retrieval-augmented context sourcing
  • Multi-agent execution engine
  • Feedback loops for iterative refinement
  • Configurable agent roles and pipelines
  • Logging and monitoring

The Benefits

  • Accelerates development of multi-agent AI workflows
  • Improves modularity and reusability of components
  • Enhances LLM performance via context retrieval
  • Simplifies complex task orchestration
  • Facilitates rapid prototyping and customization

LLM Coordination's Main Use Cases & Applications

  • Automated customer support workflows
  • Multi-step document analysis and summarization
  • Complex decision-making pipelines
  • Research data collection and processing
  • Custom report generation

LLM Coordination's Pros & Cons

The Pros

Provides a novel benchmark specifically for evaluating multi-agent coordination abilities of LLMs.
Introduces a plug-and-play Cognitive Architecture for Coordination facilitating integration of various LLMs.
Demonstrates strong performance of LLMs like GPT-4-turbo in coordination tasks compared to reinforcement learning methods.
Enables detailed analysis of key reasoning skills such as Theory of Mind and joint planning within multi-agent collaboration.

The Cons

Overall accuracy on coordination reasoning, especially joint planning, remains relatively low, indicating significant room for improvement.
Focuses mainly on research and benchmarking rather than a commercial product or tool for end-users.
Limited information on pricing model or availability beyond research code and benchmarks.

LLM Coordination's Pricing

Has free planNo
Free trial details
Pricing model
Is credit card requiredNo
Paid from
Has lifetime planNo
Billing frequency
For the latest prices, please visit: https://eric-ai-lab.github.io/llm_coordination/

FAQs of LLM Coordination

LLM Coordination Company Information

Analytic of LLM Coordination

Visit Over Time

Monthly Visits
98
Avg Visit Duration
00:00:00
Page Per Visit
1.02
Bounce Rate
42.02%
Sep 2025 - Nov 2025 All Traffic

Geography

Top 1 Regions
United States
100%
Sep 2025 - Nov 2025 Worldwide Desktop Only

Traffic Sources

Referrals
100.00%
Mail
0.00%
Direct
0.00%
Search
0.00%
Social
0.00%
Paid Referrals
0.00%
Sep 2025 - Nov 2025 Desktop Only

LLM Coordination Reviews

5/5
Do You Recommend LLM Coordination? Leave a Comment Below!

LLM Coordination's Main Competitors and alternatives?

  • LangChain Multi-Agent Chains
  • Microsoft Semantic Kernel
  • HuggingGPT
  • Apache Airflow
  • Ray Serve

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