--- title: "ix vs agency" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/kreneskyp-ix-vs-neurocult-agency" tools: ["kreneskyp-ix", "neurocult-agency"] --- # ix vs agency *GraphCanon updated Jul 11, 2026* ## Verdict Pick ix if ix is an autonomous GPT-4 agent platform built using Python and Docker, licensed under MIT; pick agency if agency is a Go-based library for working with Large Language Models (LLMs) and generative AI, aimed at providing developers with a clean and idiomatic approach. [ix](https://github.com/kreneskyp/ix) reports 1.0k GitHub stars, 128 forks, and 15 open issues, last pushed Jan 1, 2026. [agency](https://github.com/neurocult/agency) has 512 stars, 36 forks, and 4 open issues, last pushed Jan 8, 2025. Figures are from public GitHub metadata via [ix's repository](https://github.com/kreneskyp/ix) and [agency's repository](https://github.com/neurocult/agency). | | [ix](/tools/kreneskyp-ix.md) | [agency](/tools/neurocult-agency.md) | | --- | --- | --- | | Tagline | Autonomous GPT-4 agent platform | 🕵️♂️ Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach. | | Stars | 1,045 | 512 | | Forks | 128 | 36 | | Open issues | 15 | 4 | | Language | Python | Go | | Adopt for | ix is an autonomous GPT-4 agent platform built using Python and Docker, licensed under MIT. | Agency is a Go-based library for working with Large Language Models (LLMs) and generative AI, aimed at providing developers with a clean and idiomatic approach. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | AI Agents | AI Agents, LLM Frameworks, Vector Databases | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ix](/tools/kreneskyp-ix.md) | [agency](/tools/neurocult-agency.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Dormant (18%) | | Days since push | 191d | 549d | | Open issues (now) | 15 | 4 | | Owner type | User | Organization | | Security scan | 159 low (159 low) | No lockfile | | Full report | [trust report](/tools/kreneskyp-ix/trust.md) | [trust report](/tools/neurocult-agency/trust.md) | ## Decision facts: ix - **Adopt for:** ix is an autonomous GPT-4 agent platform built using Python and Docker, licensed under MIT. ## Decision facts: agency - **Adopt for:** Agency is a Go-based library for working with Large Language Models (LLMs) and generative AI, aimed at providing developers with a clean and idiomatic approach. ## Choose when ### Choose ix if… - ix is primarily Python; agency is Go. - Tags unique to ix: gpt-4, openai, python. - ix ships Docker support for self-hosted deployment. - Use ix when you need a customizable Python-based environment for developing and deploying GPT-4 agents using Docker. ### Choose agency if… - agency is primarily Go; ix is Python. - Tags unique to agency: agents, artificial-general-intelligence, artificial-intelligence, artificial-neural-networks. - Also covers LLM Frameworks, Vector Databases. - Use Agency if you are already leveraging the Go language in your development environment. It would be especially fitting if you aim to maintain consistency across all parts of your tech stack without羰 ## When NOT to use ix - Avoid using ix if your project does not benefit from or is incompatible with Docker containerization. - If you prefer a platform without the requirement of Python 3.8 or higher for its CLI operations, consider other tools that do not have this prerequisite. ## When NOT to use agency - Avoid using Agency if you have no experience with Go and prefer a different programming language due to the learning curve. - Do not use Agency if your project's complexity requires frequent updates which are not natively supported, as it might require additional tooling that competitors may offer directly. ## Common questions ### What is the difference between ix and agency? ix: Autonomous GPT-4 agent platform. agency: 🕵️♂️ Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach.. See the comparison table for live GitHub stats and shared categories. ### When should I choose ix over agency? Choose ix over agency when ix is primarily Python; agency is Go; Tags unique to ix: gpt-4, openai, python; ix ships Docker support for self-hosted deployment; Use ix when you need a customizable Python-based environment for developing and deploying GPT-4 agents using Docker. ### When should I choose agency over ix? Choose agency over ix when agency is primarily Go; ix is Python; Tags unique to agency: agents, artificial-general-intelligence, artificial-intelligence, artificial-neural-networks; Also covers LLM Frameworks, Vector Databases; Use Agency if you are already leveraging the Go language in your development environment. It would be especially fitting if you aim to maintain consistency across all parts of your tech stack without羰. ### When should I avoid ix? Avoid using ix if your project does not benefit from or is incompatible with Docker containerization. If you prefer a platform without the requirement of Python 3.8 or higher for its CLI operations, consider other tools that do not have this prerequisite. ### When should I avoid agency? Avoid using Agency if you have no experience with Go and prefer a different programming language due to the learning curve. Do not use Agency if your project's complexity requires frequent updates which are not natively supported, as it might require additional tooling that competitors may offer directly. ### Is ix or agency more popular on GitHub? ix has more GitHub stars (1,045 vs 512). Stars measure visibility, not whether either tool fits your constraints. ### Are ix and agency open source? Yes - both are open-source projects on GitHub (ix: MIT, agency: MIT). ### Where can I find alternatives to ix or agency? GraphCanon lists graph-backed alternatives at [ix alternatives](/tools/kreneskyp-ix/alternatives) and [agency alternatives](/tools/neurocult-agency/alternatives) ([ix markdown twin](/tools/kreneskyp-ix/alternatives.md), [agency markdown twin](/tools/neurocult-agency/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/kreneskyp-ix-vs-neurocult-agency.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ix or agency? ix: Slowing. agency: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for ix and agency? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ix trust report](/tools/kreneskyp-ix/trust); [agency trust report](/tools/neurocult-agency/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=kreneskyp-ix`](/api/graphcanon/graph?tool=kreneskyp-ix) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_