Can this skill be used for general Python development?

While it manages the framework lifecycle, it is designed to delegate specific implementation tasks (like Python coding) to specialized skills like 'python-dev' while maintaining overall structural oversight.

How does this skill handle non-trivial framework changes?

It mandates an 'Enter Plan Mode' sequence which includes a mandatory critic review to identify logical errors or unstated assumptions before any implementation begins.

What is the primary purpose of the Framework skill?

It serves as the central hub for managing framework infrastructure, ensuring all changes follow established axioms, procedures, and quality gates to maintain system integrity.

What is the 'Logical Derivation System' used by this skill?

It is a validation rule where every convention or component must be traceable back to core AXIOMS.md principles; if it cannot be derived from an axiom, the convention is considered invalid.

Does it automate Git operations?

Yes, it follows a strict post-work phase that includes code formatting, committing with standardized messages, pushing to remote, and filing Pull Requests automatically.

AcademicOps Framework Manager

Name: AcademicOps Framework Manager
Author: nicsuzor

bynicsuzor

0•

개발자 도구

Manages framework infrastructure, enforces task lifecycles, and ensures logical consistency through strict categorical conventions.

The AcademicOps Framework skill serves as the primary entry point for infrastructure development within the academicOps ecosystem. It provides specialized expertise for designing components, debugging framework issues, and managing the entire task lifecycle from pre-work planning to automated post-work verification. By enforcing a logical derivation system based on project axioms and heuristics, this skill ensures that every architectural change is justifiable, tested, and properly documented through automated Git and PR workflows. It is essential for developers maintaining high-integrity agentic frameworks where consistency and quality gates are paramount.

주요 기능

01Enforces a rigorous 4-phase task lifecycle (Pre-Work, Planning, Implementation, Post-Work)

020 GitHub stars

03Automates framework-specific procedures for hooks, agents, and component design

04Mandates 'Plan Mode' with critic reviews for non-trivial architectural changes

05Implements a logical derivation system ensuring all conventions trace back to core project axioms

06Standardizes post-work QA, automated testing, and Pull Request filing

사용 사례

01Maintaining architectural integrity by monitoring for bloat and updating core specifications

02Diagnosing and fixing systemic issues through session-hook forensics and debugging procedures

03Designing and implementing new framework components like hooks, skills, or specialized agents

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nicsuzor/academicops framework

For use in Claude.ai and ChatGPT

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