Chroma Vector Database
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
A skill your agent uses when composing prompts targeting GPT-6 Sol (GPT 디폴트), GPT-6 Astra, GPT-6 Luna, GPT-5.6 Sol (직전 디폴트), legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을…
Install Gpt 5 6 Prompt Enhancement
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancement --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .claude/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.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/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .claude/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancementType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancement --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .agents/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .agents/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancement --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .cursor/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .cursor/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/treylom/prompt-engineering-skills.git --path skills/gpt-5.6-prompt-enhancement--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancement --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .gemini/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .gemini/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancementInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .github/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .github/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install treylom/prompt-engineering-skills gpt-5-6-prompt-enhancement --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/treylom/prompt-engineering-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/gpt-5.6-prompt-enhancement .opencode/skills/gpt-5-6-prompt-enhancement && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "gpt-5-6-prompt-enhancement" agent skill from https://github.com/treylom/prompt-engineering-skills/tree/master/skills/gpt-5.6-prompt-enhancement into .opencode/skills/gpt-5-6-prompt-enhancement/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gpt-5-6-prompt-enhancement", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
gpt-5-6-prompt-enhancement- GitHub stars
- 185
- Token cost
- ~334 tokens
- SKILL.md length
- 131 words
- Files
- 2 (incl. references)
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when composing prompts targeting GPT-6 Sol (GPT 디폴트), GPT-6 Astra, GPT-6 Luna, GPT-5.6 Sol (직전 디폴트), legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을…
- Composing prompts targeting GPT-6 Sol (GPT 디폴트)
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- GPT-5.6 Sol (직전 디폴트)
- Legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을 담은 GPT 프롬프트 전략 레퍼런스의 라우팅 인덱스
What it does
Gpt 5 6 Prompt Enhancement is an agent skill from treylom/prompt-engineering-skills. Use when composing prompts targeting GPT-6 Sol (GPT 디폴트), GPT-6 Astra, GPT-6 Luna, GPT-5.6 Sol (직전 디폴트), legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을 담은 GPT 프롬프트 전략 레퍼런스의 라우팅 인덱스. 본문 = references/full.md.
Its SKILL.md is about 330 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/full.md`).
It sits in AI & LLM Engineering. It works with OpenAI. The repository describes itself as: Comprehensive AI prompt engineering skills for Claude Code, ChatGPT (GPTs & Codex CLI plugin), and Gemini Gems. Model-specific patterns for Claude Opus 5.5 / Fable 5.1 (Opus 5 /…
When your agent uses it
- Composing prompts targeting GPT-6 Sol (GPT 디폴트)
- GPT-5.6 Sol (직전 디폴트)
- Legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을 담은 GPT 프롬프트 전략 레퍼런스의 라우팅 인덱스
Example prompts
- “/gpt-5-6-prompt-enhancement”
What it can do on your machine
Read from SKILL.md and the folder at commit 4dacb68. 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
Gpt 5 6 Prompt Enhancement loads about 334 tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 131 words of instructions outside code blocks.
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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 131 words (~334 tokens).
- name
- gpt-5-6-prompt-enhancement
- disable-model-invocation
- true
- version
- 3.4.0
- updated
- 2026-09-27
Files
SKILL.md and 1 other file (references) in skills/gpt-5.6-prompt-enhancement of treylom/prompt-engineering-skills.
- SKILL.md
- references/full.md
Open the folder on GitHubat commit 4dacb68
Compare with similar skills
Gpt 5 6 Prompt Enhancement 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Gpt 5 6 Prompt Enhancement this skilltreylom/prompt-engineering-skills | 185 | — | ~334 | Automated safety check: Pass | Custom licence | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Docs Plannerstrands-agents/harness-sdk | 8.8k | — | ~821 | Automated safety check: Pass | Apache-2.0 | |
| Codex Fable5baskduf/FableCodex | 437 | — | ~1.6k | Automated safety check: Pass | AGPL-3.0 |
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Prompt Engineering Guide
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A skill your agent uses when generating research/factcheck/image/video/slide prompts that need base templates (IFCN·StructuredResearch 등) — 단일 통합 AI 프롬프트 엔지니어링 레퍼런스의 라우팅 인덱스.
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A skill your agent uses when needing AI 프롬프트 변주 가이드. An agent skill from treylom/prompt-engineering-skills.
Image Prompt Guide
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A skill your agent uses when generating AI image prompts — 원본 = 공냥 프롬프트 킷 v4(gpt-image-2 텍스트 프롬프트 계약 — 포맷 A/B·철칙·jsonl·검증기, skills/image-prompt-kit/ vendor 원문).
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A skill your agent uses when the user explicitly targets Claude Opus 4.7 or earlier (구세대 first-class 지원) — legacy Claude 프롬프트 전략 레퍼런스의 라우팅 인덱스.
Research Prompt Guide
treylom/prompt-engineering-skills
A skill your agent uses when composing factcheck or research prompts — IFCN 원칙 기반 검증 워크플로우와 일반 리서치 템플릿을 담은 레퍼런스의 라우팅 인덱스.
Related
Works with
Categories
Questions about Gpt 5 6 Prompt Enhancement
What does Gpt 5 6 Prompt Enhancement do?
A skill your agent uses when composing prompts targeting GPT-6 Sol (GPT 디폴트), GPT-6 Astra, GPT-6 Luna, GPT-5.6 Sol (직전 디폴트), legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을…. Gpt 5 6 Prompt Enhancement is an agent skill from treylom/prompt-engineering-skills.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을 담은 GPT 프롬프트 전략 레퍼런스의 라우팅 인덱스.
When should I use Gpt 5 6 Prompt Enhancement?
Gpt 5 6 Prompt Enhancement fits situations like: composing prompts targeting GPT-6 Sol (GPT 디폴트); GPT-5.6 Sol (직전 디폴트); legacy GPT-5.5/5.4/5.2 — lean outcome-first 7블록 규칙 + LEGACY 섹션(구 XML 스택)을 담은 GPT 프롬프트 전략 레퍼런스의 라우팅 인덱스.
How do I install Gpt 5 6 Prompt Enhancement in Claude Code?
Run `npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a claude-code`. Or copy the skill folder (skills/gpt-5.6-prompt-enhancement in treylom/prompt-engineering-skills) into .claude/skills/gpt-5-6-prompt-enhancement in your project. Claude Code loads it when a task matches its description.
How do I install Gpt 5 6 Prompt Enhancement in Codex?
Run `npx skills add treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a codex`. Or copy the skill folder (skills/gpt-5.6-prompt-enhancement in treylom/prompt-engineering-skills) into .agents/skills/gpt-5-6-prompt-enhancement in your project. Codex loads it when a task matches its description.
Can I use Gpt 5 6 Prompt Enhancement 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 treylom/prompt-engineering-skills --skill gpt-5-6-prompt-enhancement -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gpt-5-6-prompt-enhancement, .gemini/skills/gpt-5-6-prompt-enhancement, .github/skills/gpt-5-6-prompt-enhancement and .opencode/skills/gpt-5-6-prompt-enhancement in your project.
What does Gpt 5 6 Prompt Enhancement need to run?
SKILL.md names no scripts, command-line tools or credentials: Gpt 5 6 Prompt Enhancement is instructions for the agent only.
Does Gpt 5 6 Prompt Enhancement 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 Gpt 5 6 Prompt Enhancement 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 Gpt 5 6 Prompt Enhancement use?
Gpt 5 6 Prompt Enhancement has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Gpt 5 6 Prompt Enhancement use?
About 334 tokens (SKILL.md is roughly 1.3k 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 13k tokens, read only when the agent opens those files.
What are the alternatives to Gpt 5 6 Prompt Enhancement?
Skills that share tags, products or a category with Gpt 5 6 Prompt Enhancement: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Docs Planner (strands-agents/harness-sdk, 8.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Gpt 5 6 Prompt Enhancement?
treylom (a GitHub user) maintains it in treylom/prompt-engineering-skills, which has 185 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on September 26, 2026.
Source: treylom/prompt-engineering-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.