--- title: "AgentGPT vs scikit-optimize" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/reworkd-agentgpt-vs-scikit-optimize-scikit-optimize" tools: ["reworkd-agentgpt", "scikit-optimize-scikit-optimize"] --- # AgentGPT vs scikit-optimize *GraphCanon updated Jul 11, 2026* ## Verdict Pick AgentGPT when agentGPT is primarily TypeScript; scikit-optimize is Python; pick scikit-optimize when scikit-optimize is primarily Python; AgentGPT is TypeScript. [AgentGPT](https://agentgpt.reworkd.ai) reports 36k GitHub stars, 9.3k forks, and 219 open issues, last pushed Apr 29, 2025. [scikit-optimize](https://scikit-optimize.github.io) has 2.8k stars, 559 forks, and 318 open issues, last pushed Feb 23, 2024. Figures are from public GitHub metadata via [AgentGPT's repository](https://github.com/reworkd/AgentGPT) and [scikit-optimize's repository](https://github.com/scikit-optimize/scikit-optimize). | | [AgentGPT](/tools/reworkd-agentgpt.md) | [scikit-optimize](/tools/scikit-optimize-scikit-optimize.md) | | --- | --- | --- | | Tagline | Assembler for autonomous AI Agents | Sequential model-based optimization with a `scipy.optimize` interface | | Stars | 36,264 | 2,826 | | Forks | 9,303 | 559 | | Open issues | 219 | 318 | | Language | TypeScript | Python | | 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 | GPL-3.0 | BSD-3-Clause | | Categories | AI Agents, Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [AgentGPT](/tools/reworkd-agentgpt.md) | [scikit-optimize](/tools/scikit-optimize-scikit-optimize.md) | | --- | --- | --- | | Days since push | 438d | 869d | | Open issues (now) | 219 | 318 | | Security scan | No lockfile | 17 low (17 low) | | Full report | [trust report](/tools/reworkd-agentgpt/trust.md) | [trust report](/tools/scikit-optimize-scikit-optimize/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 AgentGPT if… - AgentGPT is primarily TypeScript; scikit-optimize is Python. - License: AgentGPT is GPL-3.0, scikit-optimize is BSD-3-Clause. - 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 ### Choose scikit-optimize if… - scikit-optimize is primarily Python; AgentGPT is TypeScript. - License: scikit-optimize is BSD-3-Clause, AgentGPT is GPL-3.0. - Tags unique to scikit-optimize: bayesian-optimization, bayesopt, binder, hacktoberfest. ## 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 ## When NOT to use scikit-optimize - scikit-optimize is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between AgentGPT and scikit-optimize? AgentGPT: Assembler for autonomous AI Agents. scikit-optimize: Sequential model-based optimization with a `scipy.optimize` interface. See the comparison table for live GitHub stats and shared categories. ### When should I choose AgentGPT over scikit-optimize? Choose AgentGPT over scikit-optimize when AgentGPT is primarily TypeScript; scikit-optimize is Python; License: AgentGPT is GPL-3.0, scikit-optimize is BSD-3-Clause; 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 choose scikit-optimize over AgentGPT? Choose scikit-optimize over AgentGPT when scikit-optimize is primarily Python; AgentGPT is TypeScript; License: scikit-optimize is BSD-3-Clause, AgentGPT is GPL-3.0; Tags unique to scikit-optimize: bayesian-optimization, bayesopt, binder, hacktoberfest. ### 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 ### When should I avoid scikit-optimize? scikit-optimize is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is AgentGPT or scikit-optimize more popular on GitHub? AgentGPT has more GitHub stars (36,264 vs 2,826). Stars measure visibility, not whether either tool fits your constraints. ### Are AgentGPT and scikit-optimize open source? Yes - both are open-source projects on GitHub (AgentGPT: GPL-3.0, scikit-optimize: BSD-3-Clause). ### Where can I find alternatives to AgentGPT or scikit-optimize? GraphCanon lists graph-backed alternatives at [AgentGPT alternatives](/tools/reworkd-agentgpt/alternatives) and [scikit-optimize alternatives](/tools/scikit-optimize-scikit-optimize/alternatives) ([AgentGPT markdown twin](/tools/reworkd-agentgpt/alternatives.md), [scikit-optimize markdown twin](/tools/scikit-optimize-scikit-optimize/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/reworkd-agentgpt-vs-scikit-optimize-scikit-optimize.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, AgentGPT or scikit-optimize? AgentGPT: Archived. scikit-optimize: 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 AgentGPT and scikit-optimize? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AgentGPT trust report](/tools/reworkd-agentgpt/trust); [scikit-optimize trust report](/tools/scikit-optimize-scikit-optimize/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=reworkd-agentgpt`](/api/graphcanon/graph?tool=reworkd-agentgpt) - 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/_