--- title: "graphify vs aideml" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/graphify-labs-graphify-vs-wecoai-aideml" tools: ["graphify-labs-graphify", "wecoai-aideml"] --- # graphify vs aideml *GraphCanon updated Sep 20, 2026* ## Verdict Pick graphify if graphify transforms codebases into a queryable knowledge graph using local deterministic AST parsing, making it a powerful tool for developers who need to analyze and query their codebase comprehensively; pick aideml if aIDE is an LLM agent for machine learning engineering, designed for automated machine learning, autonomous agents, and self-improving AI, referenced in OpenAI MLE-bench. [graphify](https://www.graphify.com) reports 119k GitHub stars, 12k forks, and 1.4k open issues, last pushed Sep 16, 2026. [aideml](https://weco.ai) has 1.5k stars, 227 forks, and 3 open issues, last pushed Sep 3, 2026. Figures are from public GitHub metadata via [graphify's repository](https://github.com/Graphify-Labs/graphify) and [aideml's repository](https://github.com/WecoAI/aideml). | | [graphify](/tools/graphify-labs-graphify.md) | [aideml](/tools/wecoai-aideml.md) | | --- | --- | --- | | Tagline | Transforms codebases into a queryable knowledge graph | AIDE: an LLM agent for machine learning engineering | | Stars | 119,168 | 1,530 | | Forks | 11,524 | 227 | | Open issues | 1,394 | 3 | | Language | Python | Python | | Adopt for | Graphify transforms codebases into a queryable knowledge graph using local deterministic AST parsing, making it a powerful tool for developers who need to analyze and query their codebase comprehensively. | AIDE is an LLM agent for machine learning engineering, designed for automated machine learning, autonomous agents, and self-improving AI, referenced in OpenAI MLE-bench. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | AI Agents, Developer Tools | AI Agents, Developer Tools, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [graphify](/tools/graphify-labs-graphify.md) | [aideml](/tools/wecoai-aideml.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Active (82%) | | Days since push | 1d | 14d | | Open issues (now) | 1.4k | 3 | | Stars delta | +12k (30d) | +70 (30d) | | Open issues delta | +416 (30d) | +1 (30d) | | Full report | [trust report](/tools/graphify-labs-graphify/trust.md) | [trust report](/tools/wecoai-aideml/trust.md) | ## Decision facts: graphify - **Pricing:** freemium - Graphify is available under the Apache-2.0 license, which is free to use, but additional features or services may be available for a fee. - **Requirements:** Min 2 GB RAM; Ensure you install the correct PyPI package `graphifyy` (double-y) to avoid using unaffiliated packages. - **Adopt for:** Graphify transforms codebases into a queryable knowledge graph using local deterministic AST parsing, making it a powerful tool for developers who need to analyze and query their codebase comprehensively. ## Decision facts: aideml - **Requirements:** Min 4 GB RAM; Requires Docker; Requires Docker for deployment.; Needs an OpenAI API key for full functionality. - **Adopt for:** AIDE is an LLM agent for machine learning engineering, designed for automated machine learning, autonomous agents, and self-improving AI, referenced in OpenAI MLE-bench. ## Choose when ### Choose graphify if… - License: graphify is Apache-2.0, aideml is MIT. - Pricing: Graphify is available under the Apache-2.0 license, which is free to use, but additional features or services may be available for a fee.. - Requirements: Min 2 GB RAM; Ensure you install the correct PyPI package `graphifyy` (double-y) to avoid using unaffiliated packages.. - Tags unique to graphify: ast, code-analysis, code-search, knowledge-graph. - When you need to convert your codebase, including documentation, SQL schemas, configurations, and PDFs, into a queryable knowledge graph locally. ### Choose aideml if… - License: aideml is MIT, graphify is Apache-2.0. - Requirements: Min 4 GB RAM; Requires Docker; Requires Docker for deployment.; Needs an OpenAI API key for full functionality.. - Tags unique to aideml: ai, automated-machine-learning, autonomous-agents, autoresearch. - Also covers Model Training. - When you need an LLM agent that focuses on automated machine learning and autonomous agents, as AIDE is specifically designed for these purposes. ## When NOT to use graphify - If you prefer tools that rely on vector stores for their operations, as Graphify does not use vector stores. - When you need a tool that integrates with cloud services for parsing and querying, as Graphify operates locally. - If you are looking for a tool that does not provide detailed explanations for every edge in the graph. ## When NOT to use aideml - If your project does not require integration with OpenAI services, as AIDE's functionality is partly tied to OpenAI APIs. - When you are looking for a tool that does not focus on autonomous agents or self-improving AI, as AIDE is specialized in these areas and may not be as versatile in other aspects of machine learning. ## Common questions ### What is the difference between graphify and aideml? graphify: Transforms codebases into a queryable knowledge graph. aideml: AIDE: an LLM agent for machine learning engineering. See the comparison table for live GitHub stats and shared categories. ### When should I choose graphify over aideml? Choose graphify over aideml when License: graphify is Apache-2.0, aideml is MIT; Pricing: Graphify is available under the Apache-2.0 license, which is free to use, but additional features or services may be available for a fee.; Requirements: Min 2 GB RAM; Ensure you install the correct PyPI package `graphifyy` (double-y) to avoid using unaffiliated packages.; Tags unique to graphify: ast, code-analysis, code-search, knowledge-graph; When you need to convert your codebase, including documentation, SQL schemas, configurations, and PDFs, into a queryable knowledge graph locally. ### When should I choose aideml over graphify? Choose aideml over graphify when License: aideml is MIT, graphify is Apache-2.0; Requirements: Min 4 GB RAM; Requires Docker; Requires Docker for deployment.; Needs an OpenAI API key for full functionality.; Tags unique to aideml: ai, automated-machine-learning, autonomous-agents, autoresearch; Also covers Model Training; When you need an LLM agent that focuses on automated machine learning and autonomous agents, as AIDE is specifically designed for these purposes. ### When should I avoid graphify? If you prefer tools that rely on vector stores for their operations, as Graphify does not use vector stores. When you need a tool that integrates with cloud services for parsing and querying, as Graphify operates locally. If you are looking for a tool that does not provide detailed explanations for every edge in the graph. ### When should I avoid aideml? If your project does not require integration with OpenAI services, as AIDE's functionality is partly tied to OpenAI APIs. When you are looking for a tool that does not focus on autonomous agents or self-improving AI, as AIDE is specialized in these areas and may not be as versatile in other aspects of machine learning. ### Is graphify or aideml more popular on GitHub? graphify has more GitHub stars (119,168 vs 1,530). Stars measure visibility, not whether either tool fits your constraints. ### Are graphify and aideml open source? Yes - both are open-source projects on GitHub (graphify: Apache-2.0, aideml: MIT). ### Where can I find alternatives to graphify or aideml? GraphCanon lists graph-backed alternatives at [graphify alternatives](/tools/graphify-labs-graphify/alternatives) and [aideml alternatives](/tools/wecoai-aideml/alternatives) ([graphify markdown twin](/tools/graphify-labs-graphify/alternatives.md), [aideml markdown twin](/tools/wecoai-aideml/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/graphify-labs-graphify-vs-wecoai-aideml.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, graphify or aideml? graphify: Very active. aideml: 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 graphify and aideml? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [graphify trust report](/tools/graphify-labs-graphify/trust); [aideml trust report](/tools/wecoai-aideml/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=graphify-labs-graphify`](/api/graphcanon/graph?tool=graphify-labs-graphify) - 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/_