--- title: "SolidGPT vs agents-from-scratch" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ai-citizen-solidgpt-vs-pguso-agents-from-scratch" tools: ["ai-citizen-solidgpt", "pguso-agents-from-scratch"] --- # SolidGPT vs agents-from-scratch *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 agents-from-scratch if agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies. [SolidGPT](https://github.com/AI-Citizen/SolidGPT) reports 1.8k GitHub stars, 134 forks, and 15 open issues, last pushed Jan 12, 2025. [agents-from-scratch](https://github.com/pguso/agents-from-scratch) has 954 stars, 240 forks, and 3 open issues, last pushed Jul 25, 2026. Figures are from public GitHub metadata via [SolidGPT's repository](https://github.com/AI-Citizen/SolidGPT) and [agents-from-scratch's repository](https://github.com/pguso/agents-from-scratch). | | [SolidGPT](/tools/ai-citizen-solidgpt.md) | [agents-from-scratch](/tools/pguso-agents-from-scratch.md) | | --- | --- | --- | | Tagline | Developer AI Persona Search Agent | Build AI agents locally without relying on frameworks or cloud APIs. | | Stars | 1,794 | 954 | | Forks | 134 | 240 | | Open issues | 15 | 3 | | Language | Python | Python | | Adopt for | SolidGPT aids developers in finding information through AI-driven persona search, available as a VSCode extension. | agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies. | | Persona | - | - | | Runtime | - | - | | License | CC-BY-4.0 | MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes. | | 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) | [agents-from-scratch](/tools/pguso-agents-from-scratch.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Active (82%) | | Days since push | 580d | 18d | | Open issues (now) | 15 | 3 | | Stars delta | +2 (30d) | Unknown | | Open issues delta | +1 (30d) | Unknown | | Owner type | Organization | User | | Full report | [trust report](/tools/ai-citizen-solidgpt/trust.md) | [trust report](/tools/pguso-agents-from-scratch/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: agents-from-scratch - **Requirements:** Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs. - **Adopt for:** agents-from-scratch is for those who want absolute control over their AI agent development using only local resources and Python, focusing on deep learning without relying on external frameworks or cloud dependencies. - **License detail:** MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes. ## Choose when ### Choose SolidGPT if… - License: SolidGPT is CC-BY-4.0, agents-from-scratch 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 agents-from-scratch if… - License: agents-from-scratch is MIT, SolidGPT is CC-BY-4.0. - Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs.. - Tags unique to agents-from-scratch: agent-architecture, ai-agents, local-llm, no-framework. - You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture. ## 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 agents-from-scratch - You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks. - If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure. ## Common questions ### What is the difference between SolidGPT and agents-from-scratch? SolidGPT: Developer AI Persona Search Agent. agents-from-scratch: Build AI agents locally without relying on frameworks or cloud APIs.. See the comparison table for live GitHub stats and shared categories. ### When should I choose SolidGPT over agents-from-scratch? Choose SolidGPT over agents-from-scratch when License: SolidGPT is CC-BY-4.0, agents-from-scratch 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 agents-from-scratch over SolidGPT? Choose agents-from-scratch over SolidGPT when License: agents-from-scratch is MIT, SolidGPT is CC-BY-4.0; Requirements: Min 8 GB RAM; Local large language model availability is critical as the tool does not utilize any cloud APIs.; Tags unique to agents-from-scratch: agent-architecture, ai-agents, local-llm, no-framework; You plan to teach yourself or others about the fundamentals of creating AI agents from ground zero with complete transparency into each layer of architecture. ### 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 agents-from-scratch? You are working on an application that needs to be deployed quickly. The tool's approach from first principles can be time-consuming compared to using established frameworks. If you need scalability or cloud capabilities such as easy scaling with demand, this tool will not provide these features since it strictly operates on local infrastructure. ### Is SolidGPT or agents-from-scratch more popular on GitHub? SolidGPT has more GitHub stars (1,794 vs 954). Stars measure visibility, not whether either tool fits your constraints. ### Are SolidGPT and agents-from-scratch open source? Yes - both are open-source projects on GitHub (SolidGPT: CC-BY-4.0, agents-from-scratch: MIT). ### Where can I find alternatives to SolidGPT or agents-from-scratch? GraphCanon lists graph-backed alternatives at [SolidGPT alternatives](/tools/ai-citizen-solidgpt/alternatives) and [agents-from-scratch alternatives](/tools/pguso-agents-from-scratch/alternatives) ([SolidGPT markdown twin](/tools/ai-citizen-solidgpt/alternatives.md), [agents-from-scratch markdown twin](/tools/pguso-agents-from-scratch/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-pguso-agents-from-scratch.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, SolidGPT or agents-from-scratch? SolidGPT: Dormant. agents-from-scratch: Active. 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 agents-from-scratch? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [SolidGPT trust report](/tools/ai-citizen-solidgpt/trust); [agents-from-scratch trust report](/tools/pguso-agents-from-scratch/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/_