--- title: "agent-prism vs agents-from-scratch" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/evilmartians-agent-prism-vs-pguso-agents-from-scratch" tools: ["evilmartians-agent-prism", "pguso-agents-from-scratch"] --- # agent-prism vs agents-from-scratch *GraphCanon updated Sep 20, 2026* ## Verdict Pick agent-prism if agent-prism is a TypeScript-based React component library that facilitates trace visualization from AI agents offering comprehensive monitoring and evaluation capabilities; 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. [agent-prism](https://storybook.agent-prism.evilmartians.io/?utm_source=github&utm_medium=social) reports 390 GitHub stars, 23 forks, and 15 open issues, last pushed Jul 27, 2026. [agents-from-scratch](https://github.com/pguso/agents-from-scratch) has 1.0k stars, 251 forks, and 4 open issues, last pushed Jul 25, 2026. Figures are from public GitHub metadata via [agent-prism's repository](https://github.com/evilmartians/agent-prism) and [agents-from-scratch's repository](https://github.com/pguso/agents-from-scratch). | | [agent-prism](/tools/evilmartians-agent-prism.md) | [agents-from-scratch](/tools/pguso-agents-from-scratch.md) | | --- | --- | --- | | Tagline | React components for visualizing traces from AI agents | Build AI agents locally without relying on frameworks or cloud APIs. | | Stars | 390 | 1,017 | | Forks | 23 | 251 | | Open issues | 15 | 4 | | Language | TypeScript | Python | | Adopt for | Agent-prism is a TypeScript-based React component library that facilitates trace visualization from AI agents offering comprehensive monitoring and evaluation capabilities. | 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 | MIT | MIT License: Permissive licensing allowing free use and distribution for both commercial and non-commercial purposes. | | Categories | AI Agents, Developer Tools, Evaluation & Observability | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agent-prism](/tools/evilmartians-agent-prism.md) | [agents-from-scratch](/tools/pguso-agents-from-scratch.md) | | --- | --- | --- | | Days since push | 44d | 56d | | Open issues (now) | 15 | 4 | | Stars delta | +10 (30d) | +63 (30d) | | Open issues delta | 0 (30d) | +1 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/evilmartians-agent-prism/trust.md) | [trust report](/tools/pguso-agents-from-scratch/trust.md) | ## Decision facts: agent-prism - **Adopt for:** Agent-prism is a TypeScript-based React component library that facilitates trace visualization from AI agents offering comprehensive monitoring and evaluation capabilities. ## 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 agent-prism if… - agent-prism is primarily TypeScript; agents-from-scratch is Python. - Tags unique to agent-prism: ai-monitoring, component-library, distributed-tracing, generative-ai. - Also covers Evaluation & Observability. - If your project uses TypeScript and React for front-end development, and you need to monitor AI agent behavior effectively without reinventing the UI wheel. ### Choose agents-from-scratch if… - agents-from-scratch is primarily Python; agent-prism is TypeScript. - 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, llm, 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 agent-prism - Consider other options if your project does not use TypeScript since adapting libraries specifically tailored for TypeScript might introduce unnecessary complexity. - If real-time dynamic updates are critical and the current data handling mechanisms of agent-prism do not meet these requirements, look elsewhere. ## 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 agent-prism and agents-from-scratch? agent-prism: React components for visualizing traces from AI agents. 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 agent-prism over agents-from-scratch? Choose agent-prism over agents-from-scratch when agent-prism is primarily TypeScript; agents-from-scratch is Python; Tags unique to agent-prism: ai-monitoring, component-library, distributed-tracing, generative-ai; Also covers Evaluation & Observability; If your project uses TypeScript and React for front-end development, and you need to monitor AI agent behavior effectively without reinventing the UI wheel. ### When should I choose agents-from-scratch over agent-prism? Choose agents-from-scratch over agent-prism when agents-from-scratch is primarily Python; agent-prism is TypeScript; 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, llm, 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 agent-prism? Consider other options if your project does not use TypeScript since adapting libraries specifically tailored for TypeScript might introduce unnecessary complexity. If real-time dynamic updates are critical and the current data handling mechanisms of agent-prism do not meet these requirements, look elsewhere. ### 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 agent-prism or agents-from-scratch more popular on GitHub? agents-from-scratch has more GitHub stars (1,017 vs 390). Stars measure visibility, not whether either tool fits your constraints. ### Are agent-prism and agents-from-scratch open source? Yes - both are open-source projects on GitHub (agent-prism: MIT, agents-from-scratch: MIT). ### Where can I find alternatives to agent-prism or agents-from-scratch? GraphCanon lists graph-backed alternatives at [agent-prism alternatives](/tools/evilmartians-agent-prism/alternatives) and [agents-from-scratch alternatives](/tools/pguso-agents-from-scratch/alternatives) ([agent-prism markdown twin](/tools/evilmartians-agent-prism/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/evilmartians-agent-prism-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, agent-prism or agents-from-scratch? agent-prism: Steady. agents-from-scratch: Steady. 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 agent-prism and agents-from-scratch? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agent-prism trust report](/tools/evilmartians-agent-prism/trust); [agents-from-scratch trust report](/tools/pguso-agents-from-scratch/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=evilmartians-agent-prism`](/api/graphcanon/graph?tool=evilmartians-agent-prism) - 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/_