project-development agent skill by muratcankoylan
Guides project-level decisions for LLM-powered systems, including whether an LLM fits the task, token and cost estimation, and single-agent versus multi-agent choices.
At a glance
| Publisher | muratcankoylan |
|---|---|
| Repository | muratcankoylan/Agent-Skills-for-Context-Engineering (19 listed skills) |
| Category | AI Agents and LLM Engineering |
| License | MIT |
| Last commit | October 11, 2026 (repository) |
| SKILL.md | 299 lines, 2,524 words |
| Bundled files | 4 files, including references, scripts |
| Quality score | 86/100 · B Passes all seven graded checks |
| Security scan | Not scanned |
| README badge | Get the badges for this listing |
Before you install
Read from the skill's files at the directory's October 19, 2026 snapshot: what ships with it, what its code reads, and the terms it is published under.
- Bundled scripts: 1 script file (1 Python). Your agent may run them, so read them first.
- License: MIT, an open-source or open-content license.
Install project-development
The skills CLI works with Claude Code, Codex, Cursor and other agents; the other routes copy the folder by hand.
npx skills add https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/project-development
tmp="$(mktemp -d)"
git clone --depth 1 https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering.git "$tmp/repo"
mkdir -p .claude/skills
cp -R "$tmp/repo/"skills/project-development .claude/skills/
rm -rf "$tmp"
python3 ~/.codex/skills/.system/skill-installer/scripts/install-skill-from-github.py \
--repo muratcankoylan/Agent-Skills-for-Context-Engineering \
--path skills/project-development
muratcankoylan/Agent-Skills-for-Context-Engineering is third-party code. Read SKILL.md and any bundled scripts before you install it.
How the author describes it
This skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at hand, the shape of a multi-stage batch or agent pipeline, token and cost estimation, choosing between single-agent and multi-agent at the project level, structured output design for downstream parsing, and structuring agent-assisted iteration. Use this when the unit of work is a whole project or a multi-stage pipeline. Route individual tool design to tool-design and individual skill-loading or context-budget tactics to context-optimization.
From the description field of SKILL.md. Agents read this line to decide when to load the skill.
Sections in SKILL.md
- When to Activate
- Core Concepts
- Task-Model Fit Recognition
- The Manual Prototype Step
- Pipeline Architecture
- File System as State Machine
- Structured Output Design
- Agent-Assisted Development
- Cost and Scale Estimation
- Detailed Topics
- Choosing Single vs Multi-Agent Architecture
- Architectural Reduction
- Iteration and Refactoring
- Practical Guidance
- Project Planning Template
- Examples
Files in the skill folder
SKILL.mdreferences/case-studies.mdreferences/pipeline-patterns.mdscripts/pipeline_template.py
Suede Skill Check: 86/100 · B
Report snapshot · · graded-v2
The rubric totals 100 points; published scores are capped at 99. Security scan: not scanned.
Source revision: 9ff0c99108b3. Report version d4d99b7add0a. Badge URLs follow the latest listing; save the report to keep this version.
Download report · Request a fresh review
What to review next
- Boundary clause: 0 of 4 points. 4 when the description says when not to use the skill (“Not for …”, “Do not use …”, “Use … instead”).
- Example request: 0 of 3 points. 3 when the description quotes an example request (3–60 characters in quotation marks).
- Tool permissions declared: 0 of 2 points. 2 when the frontmatter declares allowed-tools.
Add declarations and bundled files when they describe the skill’s actual needs. Update the source, then request a fresh review with the changed commit or PR.
project-development passes the required frontmatter check and all seven graded checks, which cover the SKILL.md format, a declared license and a commit in the last year. Those checks earn 56 of the score’s points; the rest come from description quality, instruction depth, bundled files, maintenance and curated-list citations. How the score works.
See the checks and points
| Check | Result |
|---|---|
| Frontmatter parses and declares a name and a description | Pass |
| Name uses lowercase letters, digits and hyphens, 64 characters or fewer | Pass |
| Name matches the skill's folder name | Pass |
| Description is between 50 and 1,024 characters | Pass |
| Description says when an agent should use the skill | Pass |
| SKILL.md body is 500 lines or fewer | Pass |
| A license is declared in the frontmatter or the repository | Pass |
| Repository has a commit in the last 12 months | Pass |
| Score component | Points |
|---|---|
| Structural checks | 56 of 56 |
| Description length | 5 of 5 |
| Boundary clause | 0 of 4 |
| Example request | 0 of 3 |
| Instruction depth | 7 of 7 |
| Reference files | 3 of 3 |
| Bundled scripts | 2 of 2 |
| Recent maintenance | 9 of 9 |
| Curated-list citations | 4 of 7 |
| Tool permissions declared | 0 of 2 |
| Compatibility declared | 0 of 2 |
Two badges for project-development
Choose the numeric badge, the letter badge, or both. Each links to this skill’s Suede listing; either valid linked badge can qualify for the feature offer.
[](https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/)
[](https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/)<a href="https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/"><img src="https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/score.svg" alt="Suede Skill Check: 86/100" width="160" height="175"></a>
<a href="https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/"><img src="https://skills.suedeai.ai/directory/muratcankoylan/agent-skills-for-context-engineering/project-development/badge.svg" alt="Suede Skill Check: Grade B" width="160" height="175"></a>Suede Certified on the shield refers to this published structural quality check. Security scan: not scanned. Read the methodology.
Limited-time feature offer: display either the numeric or letter badge in your repository or skill README (both also qualify), then request badge verification. Eligible skills scoring 80–99 can receive a featured placement after Suede verifies at least one valid badge linked to the skill’s listing. Suede has not announced an end date.
Where this skill is cited
muratcankoylan/Agent-Skills-for-Context-Engineering appears in 3 curated lists: VoltAgent/awesome-agent-skills, heilcheng/awesome-agent-skills, skillmatic-ai/awesome-agent-skills.
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