How does the routing system work?

It uses a logical decision tree to direct tasks—such as debugging, feature development, or documentation—to the appropriate specialized markdown-based workflow file for execution.

How does this skill ensure work is actually finished?

It enforces a mandatory post-work phase that includes QA verification with real data, automated formatting, Git commits with proper metadata, and verification that changes are pushed to the remote origin.

What is the primary purpose of the Framework skill?

It serves as the main entry point for all infrastructure work, routing tasks to specific workflows and ensuring strict adherence to the project's logical axioms and lifecycle phases.

What is the mandatory 'Critic Review' phase?

For non-trivial architectural work, the skill mandates a subagent review (using Claude Opus) to check implementation plans for logical errors, hidden assumptions, and missing verification steps before any code is changed.

AcademicOps Framework Manager

Name: AcademicOps Framework Manager
Author: nicsuzor

bynicsuzor

0•

Productivity & Workflow

Manages framework infrastructure through standardized workflow routing, rigorous task lifecycles, and axiom-based architectural conventions.

The Framework Skill serves as the central nervous system for the academicOps environment, ensuring that all infrastructure modifications follow a validated logical system. It provides a robust decision tree for routing tasks—ranging from debugging and feature development to documentation and bloat monitoring—while enforcing a mandatory four-phase task lifecycle. By requiring critic reviews for non-trivial work and strictly adhering to a hierarchy of axioms and heuristics, it ensures framework integrity, consistent version control practices, and high-quality implementation standards across the entire repository.

Key Features

010 GitHub stars

02Automated 'Critic' review phase for non-trivial architectural changes

03Mandatory four-phase task lifecycle enforcement from pre-work to post-work

04Intelligent workflow routing for various infrastructure and maintenance tasks

05Axiom-driven categorical conventions to ensure architectural consistency

06Integrated QA verification and Git workflow automation with remote sync

Use Cases

01Performing framework maintenance and bloat prevention to keep the system lean

02Designing and implementing new framework components like hooks, skills, or commands

03Debugging complex framework issues with systematic error logging and verification

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nicsuzor/academicops framework

For use in Claude.ai and ChatGPT

Download Skill