Leaderboard/Software Engineering/synalinks-skills
Last commit on August 7, 2026·Created on June 17, 2023

SynaLinks/synalinks-skills

Guides Synalinks from data model to trained program.
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#347
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In Software Engineering
#28
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TL;DR

This skill provides a single entry point for building neuro-symbolic AI with Synalinks, a Keras-inspired framework. It covers structured data models, program DAGs with four building APIs, generation modules with chain-of-thought and self-critique, control flow with branching and guards, agents with tool use and sandboxed execution, and in-context reinforcement learning training. It keeps usage idiomatic, serving neuro-symbolic researchers, agent engineers, RAG builders, and LLM developers who need to avoid mixing syntax from other frameworks.

WHO IT'S FOR
Neuro-symbolic AI researchers
build neuro-symbolic programs with structured I/O
AI agent / automation engineers
build autonomous agents with tool use
RAG / knowledge-base engineers
build retrieval-augmented generation systems
LLM application developers
build structured LLM programs with control flow
Repository contents

1 skill file

Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.

Use this skill

Follow the documented setup, then try a first task.

I’m using

Install synalinks in a project

Installs: Project-scoped installation of the repository's single synalinks skill into each detected agent's project skills directory. · Claude Code, Codex, OpenCode, pi

Before you start
  • Node.js with its bundled npx must already be installed.

Run from: The root of the project where you use the synalinks Python library.

  1. From the root of the project where you use Synalinks, install the synalinks skill for the agents detected by the CLI.

    npx skills add SynaLinks/synalinks-skills --skill synalinks
  2. Commit the generated skills-lock.json so teammates and CI resolve the same skill content.

README.md · Checked Sep 18, 2026

Give it something to do.

Suggested first task

Review a small Synalinks program

Uses synalinks

  • Replace <path-to-python-file> with the path to a Python file containing a Synalinks program.
Use the synalinks skill to review the Synalinks program at <path-to-python-file>. Give me a short first-pass report identifying positional module constructor calls, non-string instructions, module or program calls that are not awaited, and places where a None result is not handled. Suggest minimal corrections, but do not edit the file.
skills/synalinks/SKILL.md · Checked Sep 18, 2026