--- title: "hyperopt vs AgentGPT" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/hyperopt-hyperopt-vs-reworkd-agentgpt" tools: ["hyperopt-hyperopt", "reworkd-agentgpt"] --- # hyperopt vs AgentGPT *GraphCanon updated Jul 11, 2026* ## Verdict Pick hyperopt when hyperopt is primarily Python; AgentGPT is TypeScript; pick AgentGPT when agentGPT is primarily TypeScript; hyperopt is Python. [hyperopt](http://hyperopt.github.io/hyperopt) reports 7.6k GitHub stars, 1.1k forks, and 6 open issues, last pushed Jun 8, 2026. [AgentGPT](https://agentgpt.reworkd.ai) has 36k stars, 9.3k forks, and 219 open issues, last pushed Apr 29, 2025. Figures are from public GitHub metadata via [hyperopt's repository](https://github.com/hyperopt/hyperopt) and [AgentGPT's repository](https://github.com/reworkd/AgentGPT). | | [hyperopt](/tools/hyperopt-hyperopt.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Tagline | Distributed Asynchronous Hyperparameter Optimization in Python | Assembler for autonomous AI Agents | | Stars | 7,588 | 36,264 | | Forks | 1,075 | 9,303 | | Open issues | 6 | 219 | | Language | Python | TypeScript | | Adopt for | - | AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects | | Persona | - | - | | Runtime | - | - | | License | Other | GPL-3.0 | | Categories | Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [hyperopt](/tools/hyperopt-hyperopt.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Archived (8%) | | Days since push | 33d | 438d | | Archived on GitHub | No | Yes | | Open issues (now) | 6 | 219 | | Full report | [trust report](/tools/hyperopt-hyperopt/trust.md) | [trust report](/tools/reworkd-agentgpt/trust.md) | ## Decision facts: AgentGPT - **Adopt for:** AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects ## Choose when ### Choose hyperopt if… - hyperopt is primarily Python; AgentGPT is TypeScript. - License: hyperopt is Other, AgentGPT is GPL-3.0. - Tags unique to hyperopt: hacktoberfest, python. ### Choose AgentGPT if… - AgentGPT is primarily TypeScript; hyperopt is Python. - License: AgentGPT is GPL-3.0, hyperopt is Other. - Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup. - Also covers AI Agents. - AgentGPT ships Docker support for self-hosted deployment. - When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI ## When NOT to use hyperopt - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use AgentGPT - Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box - Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ## Common questions ### What is the difference between hyperopt and AgentGPT? hyperopt: Distributed Asynchronous Hyperparameter Optimization in Python. AgentGPT: Assembler for autonomous AI Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose hyperopt over AgentGPT? Choose hyperopt over AgentGPT when hyperopt is primarily Python; AgentGPT is TypeScript; License: hyperopt is Other, AgentGPT is GPL-3.0; Tags unique to hyperopt: hacktoberfest, python. ### When should I choose AgentGPT over hyperopt? Choose AgentGPT over hyperopt when AgentGPT is primarily TypeScript; hyperopt is Python; License: AgentGPT is GPL-3.0, hyperopt is Other; Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup; Also covers AI Agents; AgentGPT ships Docker support for self-hosted deployment; When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI. ### When should I avoid hyperopt? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid AgentGPT? Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ### Is hyperopt or AgentGPT more popular on GitHub? AgentGPT has more GitHub stars (36,264 vs 7,588). Stars measure visibility, not whether either tool fits your constraints. ### Are hyperopt and AgentGPT open source? Yes - both are open-source projects on GitHub (hyperopt: Other, AgentGPT: GPL-3.0). ### Where can I find alternatives to hyperopt or AgentGPT? GraphCanon lists graph-backed alternatives at [hyperopt alternatives](/tools/hyperopt-hyperopt/alternatives) and [AgentGPT alternatives](/tools/reworkd-agentgpt/alternatives) ([hyperopt markdown twin](/tools/hyperopt-hyperopt/alternatives.md), [AgentGPT markdown twin](/tools/reworkd-agentgpt/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/hyperopt-hyperopt-vs-reworkd-agentgpt.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, hyperopt or AgentGPT? hyperopt: Steady. AgentGPT: Archived. 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 hyperopt and AgentGPT? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [hyperopt trust report](/tools/hyperopt-hyperopt/trust); [AgentGPT trust report](/tools/reworkd-agentgpt/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=hyperopt-hyperopt`](/api/graphcanon/graph?tool=hyperopt-hyperopt) - 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/_