--- title: "data-prep-kit vs prompts.chat" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/data-prep-kit-data-prep-kit-vs-f-prompts-chat" tools: ["data-prep-kit-data-prep-kit", "f-prompts-chat"] --- # data-prep-kit vs prompts.chat *GraphCanon updated Jul 11, 2026* ## Verdict Pick data-prep-kit when license: data-prep-kit is Apache-2.0, prompts.chat is Other; pick prompts.chat when license: prompts.chat is Other, data-prep-kit is Apache-2.0. [data-prep-kit](https://data-prep-kit.github.io/data-prep-kit/) reports 947 GitHub stars, 251 forks, and 223 open issues, last pushed Jun 22, 2026. [prompts.chat](https://prompts.chat) has 165k stars, 21k forks, and 60 open issues, last pushed Jul 11, 2026. Figures are from public GitHub metadata via [data-prep-kit's repository](https://github.com/data-prep-kit/data-prep-kit) and [prompts.chat's repository](https://github.com/f/prompts.chat). | | [data-prep-kit](/tools/data-prep-kit-data-prep-kit.md) | [prompts.chat](/tools/f-prompts-chat.md) | | --- | --- | --- | | Tagline | Open source project for data preparation for GenAI applications | Share, discover, and collect prompts from the community | | Stars | 947 | 165,372 | | Forks | 251 | 21,400 | | Open issues | 223 | 60 | | Language | HTML | HTML | | Adopt for | - | Critical decision points for evaluating `prompts.chat` | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Data & Retrieval, LLM Frameworks, Developer Tools | LLM Frameworks, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [data-prep-kit](/tools/data-prep-kit-data-prep-kit.md) | [prompts.chat](/tools/f-prompts-chat.md) | | --- | --- | --- | | Maintenance | Active (82%) | Very active (96%) | | Days since push | 18d | 0d | | Open issues (now) | 223 | 60 | | Owner type | Organization | User | | Full report | [trust report](/tools/data-prep-kit-data-prep-kit/trust.md) | [trust report](/tools/f-prompts-chat/trust.md) | ## Decision facts: prompts.chat - **Adopt for:** Critical decision points for evaluating `prompts.chat` ## Choose when ### Choose data-prep-kit if… - License: data-prep-kit is Apache-2.0, prompts.chat is Other. - Tags unique to data-prep-kit: data-prep, data-preprocessing-pipelines, datarecipes, code-quality. - Also covers Data & Retrieval. ### Choose prompts.chat if… - License: prompts.chat is Other, data-prep-kit is Apache-2.0. - Tags unique to prompts.chat: llm, ai, artificial-intelligence, gemini. - Critical decision points for evaluating `prompts.chat` ## When NOT to use data-prep-kit - Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use prompts.chat - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between data-prep-kit and prompts.chat? data-prep-kit: Open source project for data preparation for GenAI applications. prompts.chat: Share, discover, and collect prompts from the community. See the comparison table for live GitHub stats and shared categories. ### When should I choose data-prep-kit over prompts.chat? Choose data-prep-kit over prompts.chat when License: data-prep-kit is Apache-2.0, prompts.chat is Other; Tags unique to data-prep-kit: data-prep, data-preprocessing-pipelines, datarecipes, code-quality; Also covers Data & Retrieval. ### When should I choose prompts.chat over data-prep-kit? Choose prompts.chat over data-prep-kit when License: prompts.chat is Other, data-prep-kit is Apache-2.0; Tags unique to prompts.chat: llm, ai, artificial-intelligence, gemini; Critical decision points for evaluating `prompts.chat`. ### When should I avoid data-prep-kit? Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid prompts.chat? LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is data-prep-kit or prompts.chat more popular on GitHub? prompts.chat has more GitHub stars (165,372 vs 947). Stars measure visibility, not whether either tool fits your constraints. ### Are data-prep-kit and prompts.chat open source? Yes - both are open-source projects on GitHub (data-prep-kit: Apache-2.0, prompts.chat: Other). ### Where can I find alternatives to data-prep-kit or prompts.chat? GraphCanon lists graph-backed alternatives at [data-prep-kit alternatives](/tools/data-prep-kit-data-prep-kit/alternatives) and [prompts.chat alternatives](/tools/f-prompts-chat/alternatives) ([data-prep-kit markdown twin](/tools/data-prep-kit-data-prep-kit/alternatives.md), [prompts.chat markdown twin](/tools/f-prompts-chat/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/data-prep-kit-data-prep-kit-vs-f-prompts-chat.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, data-prep-kit or prompts.chat? data-prep-kit: Active. prompts.chat: Very 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 data-prep-kit and prompts.chat? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [data-prep-kit trust report](/tools/data-prep-kit-data-prep-kit/trust); [prompts.chat trust report](/tools/f-prompts-chat/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=data-prep-kit-data-prep-kit`](/api/graphcanon/graph?tool=data-prep-kit-data-prep-kit) - 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/_