--- title: "SolidGPT vs agent-toolkit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ai-citizen-solidgpt-vs-softaworks-agent-toolkit" tools: ["ai-citizen-solidgpt", "softaworks-agent-toolkit"] --- # SolidGPT vs agent-toolkit *GraphCanon updated Aug 15, 2026* ## Verdict Pick SolidGPT if solidGPT aids developers in finding information through AI-driven persona search, available as a VSCode extension; pick agent-toolkit if extends AI coding agent capabilities with Python skills for development and professional workflows. [SolidGPT](https://github.com/AI-Citizen/SolidGPT) reports 1.8k GitHub stars, 134 forks, and 15 open issues, last pushed Jan 12, 2025. [agent-toolkit](https://github.com/softaworks/agent-toolkit) has 2.3k stars, 217 forks, and 17 open issues, last pushed Mar 5, 2026. Figures are from public GitHub metadata via [SolidGPT's repository](https://github.com/AI-Citizen/SolidGPT) and [agent-toolkit's repository](https://github.com/softaworks/agent-toolkit). | | [SolidGPT](/tools/ai-citizen-solidgpt.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Tagline | Developer AI Persona Search Agent | A curated collection of skills for AI coding agents | | Stars | 1,794 | 2,307 | | Forks | 134 | 217 | | Open issues | 15 | 17 | | Language | Python | Python | | Adopt for | SolidGPT aids developers in finding information through AI-driven persona search, available as a VSCode extension. | Extends AI coding agent capabilities with Python skills for development and professional workflows | | Persona | - | - | | Runtime | - | - | | License | CC-BY-4.0 | MIT | | Categories | AI Agents, Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [SolidGPT](/tools/ai-citizen-solidgpt.md) | [agent-toolkit](/tools/softaworks-agent-toolkit.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Slowing (36%) | | Days since push | 580d | 159d | | Open issues (now) | 15 | 17 | | Stars delta | +2 (30d) | Unknown | | Open issues delta | +1 (30d) | Unknown | | Full report | [trust report](/tools/ai-citizen-solidgpt/trust.md) | [trust report](/tools/softaworks-agent-toolkit/trust.md) | ## Decision facts: SolidGPT - **Adopt for:** SolidGPT aids developers in finding information through AI-driven persona search, available as a VSCode extension. ## Decision facts: agent-toolkit - **Adopt for:** Extends AI coding agent capabilities with Python skills for development and professional workflows ## Choose when ### Choose SolidGPT if… - License: SolidGPT is CC-BY-4.0, agent-toolkit is MIT. - Tags unique to SolidGPT: codechat, copilot, glean, gpt-4. - SolidGPT ships Docker support for self-hosted deployment. - When you need to enhance your coding efficiency with an AI persona that understands developer-specific queries. ### Choose agent-toolkit if… - License: agent-toolkit is MIT, SolidGPT is CC-BY-4.0. - Tags unique to agent-toolkit: agent-skills, ai, automation, claude. - For enhancing specific tasks like documentation, planning, and workflow management ## When NOT to use SolidGPT - Avoid if looking for a general-purpose search tool; SolidGPT focuses on developer personas. - Not suitable if you require features exclusive to broader market competitors, such as advanced code completion beyond persona-based queries. ## When NOT to use agent-toolkit - If you seek support for languages other than Python - When working with non-Python based coding agents that require specialized skills not covered by this toolkit - In cases where custom, from-scratch development is preferred over using pre-packaged scripts ## Common questions ### What is the difference between SolidGPT and agent-toolkit? SolidGPT: Developer AI Persona Search Agent. agent-toolkit: A curated collection of skills for AI coding agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose SolidGPT over agent-toolkit? Choose SolidGPT over agent-toolkit when License: SolidGPT is CC-BY-4.0, agent-toolkit is MIT; Tags unique to SolidGPT: codechat, copilot, glean, gpt-4; SolidGPT ships Docker support for self-hosted deployment; When you need to enhance your coding efficiency with an AI persona that understands developer-specific queries. ### When should I choose agent-toolkit over SolidGPT? Choose agent-toolkit over SolidGPT when License: agent-toolkit is MIT, SolidGPT is CC-BY-4.0; Tags unique to agent-toolkit: agent-skills, ai, automation, claude; For enhancing specific tasks like documentation, planning, and workflow management. ### When should I avoid SolidGPT? Avoid if looking for a general-purpose search tool; SolidGPT focuses on developer personas. Not suitable if you require features exclusive to broader market competitors, such as advanced code completion beyond persona-based queries. ### When should I avoid agent-toolkit? If you seek support for languages other than Python When working with non-Python based coding agents that require specialized skills not covered by this toolkit In cases where custom, from-scratch development is preferred over using pre-packaged scripts ### Is SolidGPT or agent-toolkit more popular on GitHub? agent-toolkit has more GitHub stars (2,307 vs 1,794). Stars measure visibility, not whether either tool fits your constraints. ### Are SolidGPT and agent-toolkit open source? Yes - both are open-source projects on GitHub (SolidGPT: CC-BY-4.0, agent-toolkit: MIT). ### Where can I find alternatives to SolidGPT or agent-toolkit? GraphCanon lists graph-backed alternatives at [SolidGPT alternatives](/tools/ai-citizen-solidgpt/alternatives) and [agent-toolkit alternatives](/tools/softaworks-agent-toolkit/alternatives) ([SolidGPT markdown twin](/tools/ai-citizen-solidgpt/alternatives.md), [agent-toolkit markdown twin](/tools/softaworks-agent-toolkit/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/ai-citizen-solidgpt-vs-softaworks-agent-toolkit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, SolidGPT or agent-toolkit? SolidGPT: Dormant. agent-toolkit: Slowing. 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 SolidGPT and agent-toolkit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [SolidGPT trust report](/tools/ai-citizen-solidgpt/trust); [agent-toolkit trust report](/tools/softaworks-agent-toolkit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ai-citizen-solidgpt`](/api/graphcanon/graph?tool=ai-citizen-solidgpt) - 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/_