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Comparison

openevolve vs agent-learning-kit

Verdict

Pick openevolve if openevolve: Open-source evolutionary computation framework inspired by DeepMind's AlphaCode for distributed algorithm evolution; pick agent-learning-kit if agent-learning-kit is a Python-based toolkit for evaluating and simulating AI workflows, particularly suited for AI agents. It offers optional extras for specific functionalities and a TypeScript SDK for broader language.

Markdown twin · openevolve alternatives · agent-learning-kit alternatives

GraphCanon updated Sep 20, 2026

8views this month

openevolve logo

openevolve

algorithmicsuperintelligence/openevolve

★ 7.4kpushed Jul 18, 2026
vs
agent-learning-kit logo

agent-learning-kit

future-agi/agent-learning-kit

★ 119pushed Sep 18, 2026

Trust & integrity

Signalopenevolveagent-learning-kit
Maintenance
Steady (63d since push)
As of Sep 19, 2026 · github_public_v1
Very active (0d since push)
As of Sep 18, 2026 · github_public_v1
Provenance
Not a fork · Organization account
As of Sep 19, 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 Jul 11, 2026 · osv@v1
No lockfile (source not queried)
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
openevolve trust reportagent-learning-kit trust reportTrust methodology

Tagline

openevolve
Open-source implementation of AlphaEvolve evolutionary computation framework
agent-learning-kit
General Purpose Evaluation and Simulation Environment for all your AI related Workflows

Stars

openevolve
7.4k
agent-learning-kit
119

Forks

openevolve
1.2k
agent-learning-kit
44

Open issues

openevolve
120
agent-learning-kit
19

Language

openevolve
Python
agent-learning-kit
Python

Adopt for

openevolve
openevolve: Open-source evolutionary computation framework inspired by DeepMind's AlphaCode for distributed algorithm evolution.
agent-learning-kit
agent-learning-kit is a Python-based toolkit for evaluating and simulating AI workflows, particularly suited for AI agents. It offers optional extras for specific functionalities and a TypeScript SDK for broader language

Persona

openevolve
-
agent-learning-kit
-

Runtime

openevolve
-
agent-learning-kit
-

License

openevolve
Apache-2.0
agent-learning-kit
Other

Last pushed

openevolve
Jul 18, 2026
agent-learning-kit
Sep 18, 2026

Categories

openevolve
AI Agents, Model Training
agent-learning-kit
AI Agents, Evaluation & Observability

Trust and health

Maintenance

openevolve
Steady (60%)
agent-learning-kit
Very active (96%)

Days since push

openevolve
63d
agent-learning-kit
0d

Open issues (now)

openevolve
120
agent-learning-kit
19

Stars delta

openevolve
+608 (30d)
agent-learning-kit
+1 (30d)

Open issues delta

openevolve
+11 (30d)
agent-learning-kit
+13 (30d)

Full report

openevolve
Trust report
agent-learning-kit
Trust report

Shared compatibility

  • Python · openevolve: Python runtime · agent-learning-kit: Python runtime

Choose openevolve if…

  • License: openevolve is Apache-2.0, agent-learning-kit is Other.
  • Tags unique to openevolve: alpha-evolve, alphacode, coding-agent, deepmind.
  • Also covers Model Training.
  • openevolve ships Docker support for self-hosted deployment.
  • When focusing on replicating or enhancing features of DeepMind's AlphaEvolve in a Python environment

When NOT to use openevolve

  • If project requires more specialized AI agents not covered by AlphaEvolve techniques
  • For tasks that do not benefit from the specific type of iterative refinement and model training offered by this framework
GitHubDetails

Choose agent-learning-kit if…

  • License: agent-learning-kit is Other, openevolve is Apache-2.0.
  • Tags unique to agent-learning-kit: agentic-ai, ai-agents, cicd, evaluation.
  • Also covers Evaluation & Observability.
  • When you need a comprehensive environment for evaluating and simulating AI workflows, especially for AI agents

When NOT to use agent-learning-kit

  • If your project strictly requires a different programming language other than Python or TypeScript
  • When you need a tool that is already at a mature v1 release, as agent-learning-kit is still developing its TypeScript SDK and extras
GitHubDetails

Explore

openevolve trust report →agent-learning-kit trust report →AI Agents category →Model Training category →Evaluation & Observability category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: openevolve 7.4k · agent-learning-kit 119 (synced Sep 20, 2026).

Common questions

What is the difference between openevolve and agent-learning-kit?
openevolve: Open-source implementation of AlphaEvolve evolutionary computation framework. agent-learning-kit: General Purpose Evaluation and Simulation Environment for all your AI related Workflows. See the comparison table for live GitHub stats and shared categories.
When should I choose openevolve over agent-learning-kit?
Choose openevolve over agent-learning-kit when License: openevolve is Apache-2.0, agent-learning-kit is Other; Tags unique to openevolve: alpha-evolve, alphacode, coding-agent, deepmind; Also covers Model Training; openevolve ships Docker support for self-hosted deployment; When focusing on replicating or enhancing features of DeepMind's AlphaEvolve in a Python environment.
When should I choose agent-learning-kit over openevolve?
Choose agent-learning-kit over openevolve when License: agent-learning-kit is Other, openevolve is Apache-2.0; Tags unique to agent-learning-kit: agentic-ai, ai-agents, cicd, evaluation; Also covers Evaluation & Observability; When you need a comprehensive environment for evaluating and simulating AI workflows, especially for AI agents.
When should I avoid openevolve?
If project requires more specialized AI agents not covered by AlphaEvolve techniques For tasks that do not benefit from the specific type of iterative refinement and model training offered by this framework
When should I avoid agent-learning-kit?
If your project strictly requires a different programming language other than Python or TypeScript When you need a tool that is already at a mature v1 release, as agent-learning-kit is still developing its TypeScript SDK and extras
Is openevolve or agent-learning-kit more popular on GitHub?
openevolve has more GitHub stars (7,401 vs 119). Stars measure visibility, not whether either tool fits your constraints.
Are openevolve and agent-learning-kit open source?
Yes - both are open-source projects on GitHub (openevolve: Apache-2.0, agent-learning-kit: Other).
Where can I find alternatives to openevolve or agent-learning-kit?
GraphCanon lists graph-backed alternatives at openevolve alternatives and agent-learning-kit alternatives (openevolve markdown twin, agent-learning-kit 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, openevolve or agent-learning-kit?
openevolve: Steady. agent-learning-kit: 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 openevolve and agent-learning-kit?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: openevolve trust report; agent-learning-kit trust report.

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