OSS

Open-source tools for research.

Use Optimizers and Containers in your own research systems. Start with a runnable example and adapt it to your project.

Optimizers

Evaluate and improve models and prompts with algorithms including GEPA and supervised fine-tuning.

Containers

Build and run research environments with structured outputs and execution traces.

Cookbooks

Use examples to understand the setup, inputs, and results before adapting a workflow.

Set up with your coding agent

Copy this prompt into your agent in the project you want to integrate.

Set up the Synth open-source tools that fit this project.

Read https://docs.usesynth.ai/open-source/optimizers and https://docs.usesynth.ai/open-source/containers. Inspect this repository, then choose Optimizers for evaluation-driven improvement or Containers for research environments. Use both only if the task needs both.

Check the current README and examples in https://github.com/synth-laboratories/optimizers and https://github.com/synth-laboratories/containers. Find a relevant example in https://github.com/synth-laboratories/synth-cookbooks-public. Follow published installation instructions and the project's existing dependency manager; do not invent packages or API methods.

Add the smallest runnable integration with documented inputs and outputs. Use existing authorized secret configuration for any provider credentials; never commit keys. Run local validation first. Do not start provider-backed work without an authorized budget.

Summarize the chosen tool, changed files, the command to run the example, expected results, and any missing dependencies or credentials.

Review your agent’s setup changes before running them.

OSS