Comparison
ECC vs aideml
Verdict
Pick ECC if eCC is an agent harness performance optimization system for AI agents and large language models, emphasizing skills, instincts, memory, security, and research-first development; 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 · ECC alternatives · aideml alternatives
GraphCanon updated Sep 30, 2026
Trust & integrity
| Signal | ECC | aideml |
|---|---|---|
| Maintenance | Very active (0d 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 · Personal 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 published findings from this source as of 2026-09-18 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
- ECC
- Agent harness performance optimization system for AI agents and LLMs
- aideml
- AIDE: an LLM agent for machine learning engineering
Stars
- ECC
- 261k
- aideml
- 1.5k
Forks
- ECC
- 39k
- aideml
- 227
Open issues
- ECC
- 227
- aideml
- 3
Language
- ECC
- JavaScript
- aideml
- Python
Adopt for
- ECC
- ECC is an agent harness performance optimization system for AI agents and large language models, emphasizing skills, instincts, memory, security, and research-first development.
- 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
- ECC
- -
- aideml
- -
Runtime
- ECC
- -
- aideml
- -
License
- ECC
- MIT
- aideml
- MIT
Last pushed
- ECC
- Sep 17, 2026
- aideml
- Sep 3, 2026
Categories
- ECC
- AI Agents, Developer Tools, LLM Frameworks
- aideml
- AI Agents, Developer Tools, Model Training
Trust and health
Maintenance
- ECC
- Very active (96%)
- aideml
- Active (82%)
Days since push
- ECC
- 0d
- aideml
- 14d
Open issues (now)
- ECC
- 227
- aideml
- 3
Stars delta
- ECC
- +21k (30d)
- aideml
- +70 (30d)
Open issues delta
- ECC
- +105 (30d)
- aideml
- +1 (30d)
Owner type
- ECC
- User
- aideml
- Organization
OSV dependency advisories
- ECC
- No published findings from this source as of 2026-09-18
- aideml
- Published findings
Full report
- ECC
- Trust report
- aideml
- Trust report
Choose ECC if…
- ECC is primarily JavaScript; aideml is Python.
- Pricing: ECC offers a free GitHub App for open-source projects, while ECC Pro provides support for private repositories at a cost of $19 per seat per month..
- Requirements: ECC is available as a JavaScript tool and can be installed via guided setup or native plugin commands..
- Tags unique to ECC: anthropic, claude, claude-code, developer-tools.
- Also covers LLM Frameworks.
- Use ECC when you need to optimize the performance of AI agents and large language models, particularly if you are working with platforms like Claude Code, Codex, Opencode, or Cursor.
When NOT to use ECC
- Avoid ECC if your project does not align with the specific platforms it supports, such as Claude Code, Codex, Opencode, or Cursor.
- Do not use ECC if you are looking for a free solution for private repositories, as ECC Pro requires a subscription for private repo support.
Choose aideml if…
- aideml is primarily Python; ECC is JavaScript.
- 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.
- aideml ships Docker support for self-hosted deployment.
- 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 (affaan-m/ECC) · observed Sep 20, 2026
- GitHub forks (affaan-m/ECC) · observed Sep 20, 2026
- Last push (affaan-m/ECC) · observed Sep 17, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 30, 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: ECC 261k · aideml 1.5k (synced Sep 20, 2026).
Common questions
- What is the difference between ECC and aideml?
- ECC: Agent harness performance optimization system for AI agents and LLMs. aideml: AIDE: an LLM agent for machine learning engineering. See the comparison table for live GitHub stats and shared categories.
- When should I choose ECC over aideml?
- Choose ECC over aideml when ECC is primarily JavaScript; aideml is Python; Pricing: ECC offers a free GitHub App for open-source projects, while ECC Pro provides support for private repositories at a cost of $19 per seat per month.; Requirements: ECC is available as a JavaScript tool and can be installed via guided setup or native plugin commands.; Tags unique to ECC: anthropic, claude, claude-code, developer-tools; Also covers LLM Frameworks; Use ECC when you need to optimize the performance of AI agents and large language models, particularly if you are working with platforms like Claude Code, Codex, Opencode, or Cursor.
- When should I choose aideml over ECC?
- Choose aideml over ECC when aideml is primarily Python; ECC is JavaScript; 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; aideml ships Docker support for self-hosted deployment; 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 ECC?
- Avoid ECC if your project does not align with the specific platforms it supports, such as Claude Code, Codex, Opencode, or Cursor. Do not use ECC if you are looking for a free solution for private repositories, as ECC Pro requires a subscription for private repo support.
- 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 ECC or aideml more popular on GitHub?
- ECC has more GitHub stars (261,432 vs 1,530). Stars measure visibility, not whether either tool fits your constraints.
- Are ECC and aideml open source?
- Yes - both are open-source projects on GitHub (ECC: MIT, aideml: MIT).
- Where can I find alternatives to ECC or aideml?
- GraphCanon lists graph-backed alternatives at ECC alternatives and aideml alternatives (ECC 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, ECC or aideml?
- ECC: 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 ECC and aideml?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: ECC trust report; aideml trust report.