Comparison
graphify vs aideml
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.
Markdown twin · graphify alternatives · aideml alternatives
GraphCanon updated Sep 20, 2026
5views this month
Trust & integrity
| Signal | graphify | aideml |
|---|---|---|
| Maintenance | Very active (1d since push) As of Sep 18, 2026 · github_public_v1 | Active (14d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 18, 2026 · osv@v1 | Published findings As of Sep 18, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- graphify
- Transforms codebases into a queryable knowledge graph
- aideml
- AIDE: an LLM agent for machine learning engineering
Stars
- graphify
- 119k
- aideml
- 1.5k
Forks
- graphify
- 12k
- aideml
- 227
Open issues
- graphify
- 1.4k
- aideml
- 3
Language
- graphify
- Python
- aideml
- Python
Adopt for
- graphify
- 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.
- aideml
- 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
- graphify
- -
- aideml
- -
Runtime
- graphify
- -
- aideml
- -
License
- graphify
- Apache-2.0
- aideml
- MIT
Last pushed
- graphify
- Sep 16, 2026
- aideml
- Sep 3, 2026
Categories
- graphify
- AI Agents, Developer Tools
- aideml
- AI Agents, Developer Tools, Model Training
Trust and health
Maintenance
- graphify
- Very active (96%)
- aideml
- Active (82%)
Days since push
- graphify
- 1d
- aideml
- 14d
Open issues (now)
- graphify
- 1.4k
- aideml
- 3
Stars delta
- graphify
- +12k (30d)
- aideml
- +70 (30d)
Open issues delta
- graphify
- +416 (30d)
- aideml
- +1 (30d)
OSV dependency advisories
- graphify
- No lockfile (source not queried)
- aideml
- Published findings
Full report
- graphify
- Trust report
- aideml
- Trust report
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.
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.
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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (Graphify-Labs/graphify) · observed Sep 20, 2026
- GitHub forks (Graphify-Labs/graphify) · observed Sep 20, 2026
- Last push (Graphify-Labs/graphify) · observed Sep 16, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
- GitHub stars (WecoAI/aideml) · observed Sep 20, 2026
- GitHub forks (WecoAI/aideml) · observed Sep 20, 2026
- Last push (WecoAI/aideml) · observed Sep 3, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: graphify 119k · aideml 1.5k (synced Sep 20, 2026).
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 and aideml alternatives (graphify markdown twin, aideml markdown twin), 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 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; aideml trust report.