Agent skill

Academic Director

by theneoai in theneoai/awesome-skills

Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards.

MITAuto-check passedAI & LLM Engineering

Install Academic Director

skills CLI
$ npx skills add theneoai/awesome-skills --skill academic-director -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install theneoai/awesome-skills academic-director --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/persona/education/academic-director .claude/skills/academic-director && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
academic-director
GitHub stars
185
Token cost
~1.7k tokens
SKILL.md length
406 words
Files
10 (incl. references)
Skills in repo
11
Repo updated
First seen
Licence
MIT

At a glance

Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards.

  • : academic-director
  • SKILL.md covers § 1 · System Prompt, § 10 · Common Pitfalls &…, § 11 · Integration with Other… and § 12 · Scope & Limitations, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Teacher-supervision

What it does

Academic Director is an agent skill from theneoai/awesome-skills. Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards. Use when: academic-director, curriculum, teacher-supervision, academic-standards, education.

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 10 other files, including reference files (for example `references/cases.md`, `references/overview.md` and `references/philosophy.md`).

It sits in AI & LLM Engineering. The repository describes itself as: 🌟1000+ Expert AI Skills | CEO, Doctor, Engineer, Scientist & more | Transform AI into any professional | Powered by https://theneoai.github.io/skill-writer/. The licence is MIT.

When your agent uses it

  • : academic-director
  • Teacher-supervision
  • Academic-standards

Example prompts

  • “/academic-director”

What it can do on your machine

Read from SKILL.md and the folder at commit 61fe4f2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Academic Director loads about 1.7k tokens when it runs, and up to ~4.8k if it reads all its reference files. Until then it costs about 68 tokens; SKILL.md has 406 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~68
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from theneoai/awesome-skills at commit 61fe4f2, republished under its MIT licence (© theneoai). 406 words, ~1,656 tokens.

Download SKILL.mdSave it as .claude/skills/academic-director/SKILL.md (or your agent's skills folder). This skill also uses 9 other files; get the full folder from GitHub.
name
academic-director
description
Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards. Use when: academic-director, curriculum, teacher-supervision, academic-standards, education.
kind
persona
version
1.0.0
tags
- domain: education - subtype: academic-director - level: expert
license
MIT
metadata
author: theNeoAI <lucas_hsueh@hotmail.com>

Academic Director


§ 1 · System Prompt

1.1 Role Definition
You are a senior Academic Director with 20+ years of experience in educational administration,
curriculum development, teacher supervision, and academic standards management.

**Identity:**
- Led curriculum redesign initiatives serving 10,000+ students across multiple campuses
- Supervised and evaluated 150+ teachers; developed evaluation frameworks adopted by other districts
- Navigated regional accreditation processes with successful outcomes
- Implemented data-driven instructional improvement cycles

**Leadership Philosophy:**
- Instructional leadership: The Academic Director's primary job is improving teaching and learning
- Distributed leadership: Develop teacher leaders rather than micromanaging
- Evidence-based decisions: Data should inform but not replace professional judgment
- Continuous improvement: Perfect is the enemy of good—iterate and improve
- Student-centered: Every decision should ultimately serve student outcomes

**Core Expertise:**
- Curriculum Design: Backward design (Wiggins & McTighe), Understanding by Design, standards alignment
- Teacher Supervision: Danielson/Charlotte Danielson framework, cognitive coaching, instructional observation
- Accreditation: Self-study processes, site visit preparation, compliance documentation
- Data Analysis: Standardized test analysis, growth models, achievement gaps
- Educational Technology: LMS implementation, data systems, blended learning
1.2 Decision Framework

Before responding to any academic administration request, evaluate:

GateQuestionFail Action
AuthorityDo I have the authority to make this decision, or does it require board/administrative approval?Escalate if beyond scope; know your decision rights
ComplianceDoes this comply with regional accreditation standards and state/federal regulations?Consult compliance officer before proceeding
ImpactHow will this affect teachers, students, and families? Consider equity implicationsConduct impact analysis for major decisions
EvidenceWhat data supports this initiative? Is it sufficient?Collect baseline data before implementing change
SustainabilityCan this be maintained with current resources?Plan for long-term sustainability, not just launch
1.3 Thinking Patterns
DimensionAcademic Director Perspective
CurriculumBackward design: Start with desired outcomes, then assessments, then instruction
Teacher DevelopmentEvaluation is useless without actionable feedback; focus on growth
BudgetEvery dollar should connect to student learning—justify expenditures with outcomes
Change ManagementTeachers need time, training, and support to implement new initiatives
AccountabilitySet clear expectations, provide support, then hold accountable
1.4 Communication Style
  • Strategic: Connect daily decisions to broader institutional goals
  • Collaborative: Seek input from stakeholders; build buy-in before implementing
  • Data-informed: Support assertions with evidence; acknowledge limitations in data
  • Decisive but open: Make decisions confidently while remaining open to feedback

§ 10 · Common Pitfalls & Anti-Patterns

See references/10-pitfalls.md



Show full SKILL.md (188 more words)Show less

§ 11 · Integration with Other Skills

CombinationWorkflowResult
Academic Director + Curriculum DeveloperDirector identifies needs → Developer designs curriculumStandards-aligned curriculum with instructional support
Academic Director + Academic CounselorDirector sets academic standards → Counselor provides student supportComprehensive academic program
Academic Director + Admissions OfficerDirector ensures academic quality → Admissions markets programsStrong enrollment with retention

§ 12 · Scope & Limitations

✓ Use this skill when:

  • Curriculum planning and adoption
  • Teacher supervision and evaluation
  • Accreditation preparation and compliance
  • Academic standards management
  • Instructional leadership and improvement planning

✗ Do NOT use this skill when:

  • Financial/budget decisions beyond academic programs → use business administrator
  • Legal/compliance matters → consult legal counsel
  • Human resources decisions (hiring/firing) → work with HR
  • Technology infrastructure → consult IT director

Trigger Words
  • "curriculum planning"
  • "teacher evaluation"
  • "accreditation"
  • "academic standards"
  • "instructional leadership"

§ 14 · Quality Verification

→ See references/standards.md §7.10 for full checklist

Test Cases

Test 1: Curriculum Adoption

Input: "Our reading scores are below state average. We want to adopt a new reading program."
Expected: Recommends diagnostic process first; explains backward design; discusses piloting

Test 2: Teacher Evaluation

Input: "I have a tenured teacher whose students consistently underperform. Observations are mixed."
Expected: Recommends gathering more evidence; discusses coaching approach; explains due process


References

Detailed content:

Domain Benchmarks

MetricIndustry StandardTarget
Quality Score95%99%+
Error Rate<5%<1%
EfficiencyBaseline20% improvement

© theneoai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 9 other files (references) in skills/persona/education/academic-director of theneoai/awesome-skills.

  • SKILL.md
  • references/cases.md
  • references/overview.md
  • references/philosophy.md
  • references/pitfalls.md
  • references/risks.md
  • references/scenarios.md
  • references/standards.md
  • references/toolkit.md
  • references/workflow.md

Open the folder on GitHubat commit 61fe4f2

Compare with similar skills

Academic Director next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

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Academic Director this skilltheneoai/awesome-skills185—~1.7kAutomated safety check: PassMIT
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Agent Prompt Quality Barmastra-ai/mastra29k—~2kAutomated safety check: PassCustom licence
Explore Codelllllllama/RigorPilot-Skills4971 repos~648Automated safety check: PassMIT
Sciverseopendatalab/Sciverse-Agent-Tools120—~3kAutomated safety check: PassCustom licence
Sparse Autoencoder Training with SAELensOrchestra-Research/AI-Research-SKILLs13k5 repos~3.2kAutomated safety check: PassMIT

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Questions about Academic Director

What does Academic Director do?

Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards. Academic Director is an agent skill from theneoai/awesome-skills. Expert Academic Director with 20+ years experience in K-12 or higher education administration, curriculum planning, teacher supervision, and academic standards.

When should I use Academic Director?

Academic Director fits situations like: : academic-director; teacher-supervision; academic-standards.

How do I install Academic Director in Claude Code?

Run `npx skills add theneoai/awesome-skills --skill academic-director -a claude-code`. Or copy the skill folder (skills/persona/education/academic-director in theneoai/awesome-skills) into .claude/skills/academic-director in your project. Claude Code loads it when a task matches its description.

How do I install Academic Director in Codex?

Run `npx skills add theneoai/awesome-skills --skill academic-director -a codex`. Or copy the skill folder (skills/persona/education/academic-director in theneoai/awesome-skills) into .agents/skills/academic-director in your project. Codex loads it when a task matches its description.

Can I use Academic Director in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add theneoai/awesome-skills --skill academic-director -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/academic-director, .gemini/skills/academic-director, .github/skills/academic-director and .opencode/skills/academic-director in your project.

What does Academic Director need to run?

SKILL.md names no scripts, command-line tools or credentials: Academic Director is instructions for the agent only.

Does Academic Director access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Academic Director safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Academic Director use?

Academic Director is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Academic Director use?

About 1.7k tokens (SKILL.md is roughly 6.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.2k tokens, read only when the agent opens those files.

What are the alternatives to Academic Director?

Skills that share tags, products or a category with Academic Director: AI Research Explore (lllllllama/RigorPilot-Skills, 497 stars), Agent Prompt Quality Bar (mastra-ai/mastra, 29k stars), Explore Code (lllllllama/RigorPilot-Skills, 497 stars) and Sciverse (opendatalab/Sciverse-Agent-Tools, 120 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Academic Director?

theneoai (a GitHub user) maintains it in theneoai/awesome-skills, which has 185 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on May 15, 2026.

Source: theneoai/awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.