Agent skill

Project Development

by aiskillstore in aiskillstore/marketplace

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture…

No licenceAuto-check passedAI & LLM Engineering

Install Project Development

skills CLI
$ npx skills add aiskillstore/marketplace --skill project-development -a claude-code

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

GitHub CLI
$ gh skill install aiskillstore/marketplace project-development --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/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/chakshugautam/project-development .claude/skills/project-development && 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
project-development
GitHub stars
430
Used in
4 other repos
Token cost
~3.7k tokens
SKILL.md length
1,750 words
Files
5 (incl. scripts, references)
Skills in repo
1,085
Repo updated
First seen
Licence
None found

At a glance

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture…

  • Works in 5 steps: Acquire: Fetch raw data from sources… → Prepare: Transform data into prompt format → Process: Execute LLM calls (the… → …
  • Asks to start an LLM project
  • SKILL.md covers When to Activate, Core Concepts, Detailed Topics and Practical Guidance, plus 5 more sections
  • Runs Python scripts from its folder

What it does

Project Development is an agent skill from aiskillstore/marketplace. This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.

Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `references/case-studies.md`, `references/pipeline-patterns.md` and `scripts/pipeline_template.py`).

It sits in AI & LLM Engineering. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Asks to start an LLM project
  • Design batch pipeline
  • Evaluate task-model fit
  • Structure agent project

Example prompts

  • “start an LLM project”
  • “design batch pipeline”
  • “evaluate task-model fit”
  • “/project-development”

Requirements

  • Python 3

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Acquire: Fetch raw data from sources (APIs, files, databases)
  2. Prepare: Transform data into prompt format
  3. Process: Execute LLM calls (the expensive, non-deterministic step)
  4. Parse: Extract structured data from LLM outputs
  5. Render: Generate final outputs (reports, files, visualizations)

What it can do on your machine

Read from SKILL.md and the folder at commit 4ac52da. 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

    Ships 1 file in scripts/ (Python), which the agent can run.

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

  • Network

    Links to these hosts (documentation or services it may open):

    • github.com
    • vercel.com

    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

Project Development loads about 3.7k tokens when it runs, and up to ~12k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 1,750 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~3.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~12k

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 1,750 words (~3,700 tokens).

“This skill covers the principles for identifying tasks suited to LLM processing, designing effective project architectures, and iterating rapidly using agent-assisted development. The methodology applies whether building a batch processing pipeline, a multi-agent research system, or an interactive agent application.”

— opening of SKILL.md by aiskillstore
name
project-development

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts, references) in skills/chakshugautam/project-development of aiskillstore/marketplace.

  • SKILL.md
  • references/case-studies.md
  • references/pipeline-patterns.md
  • scripts/pipeline_template.py
  • skill-report.json

Open the folder on GitHubat commit 4ac52da

Used in 4 other repositories

We found 21 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 4 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Project Development 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.

Project Development compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Project Development this skillaiskillstore/marketplace4304 repos~3.7kAutomated safety check: PassNone
Agent BuildershareAI-lab/learn-claude-code78k6 repos~1.2kAutomated safety check: PassMIT
Add Uint Supportpytorch/pytorch104k2 repos~2.3kAutomated safety check: PassCustom licence
Peft Fine TuningOrchestra-Research/AI-Research-SKILLs13k9 repos~3.1kAutomated safety check: PassMIT
Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs13k9 repos~3.3kAutomated safety check: PassMIT
1passwordtrpc-group/trpc-agent-go1.8k13 repos~656Automated safety check: PassApache-2.0

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Questions about Project Development

What does Project Development do?

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture…. Project Development is an agent skill from aiskillstore/marketplace. This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.

When should I use Project Development?

Project Development fits situations like: asks to start an LLM project; design batch pipeline; evaluate task-model fit; structure agent project.

How do I install Project Development in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill project-development -a claude-code`. Or copy the skill folder (skills/chakshugautam/project-development in aiskillstore/marketplace) into .claude/skills/project-development in your project. Claude Code loads it when a task matches its description.

How do I install Project Development in Codex?

Run `npx skills add aiskillstore/marketplace --skill project-development -a codex`. Or copy the skill folder (skills/chakshugautam/project-development in aiskillstore/marketplace) into .agents/skills/project-development in your project. Codex loads it when a task matches its description.

Can I use Project Development 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 aiskillstore/marketplace --skill project-development -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/project-development, .gemini/skills/project-development, .github/skills/project-development and .opencode/skills/project-development in your project.

What does Project Development need to run?

Going by SKILL.md and its folder, Project Development needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Project Development access the network?

SKILL.md names 2 domains. As links in the text: github.com and vercel.com. This is read from the text; nothing was executed.

Is Project Development 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Project Development use?

No licence was found for Project Development or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Project Development use?

About 3.7k tokens (SKILL.md is roughly 15k 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 7.9k tokens, read only when the agent opens those files.

What are the alternatives to Project Development?

Skills that share tags, products or a category with Project Development: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Project Development?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,085 skills in this directory. The repository was last updated on October 7, 2026.

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