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 a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts.
$ npx skills add harperreed/dotfiles --skill dotfile-hone -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install harperreed/dotfiles dotfile-hone --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/harperreed/dotfiles.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .claude/skills/dotfile-hone && 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 "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .claude/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-honeType 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 harperreed/dotfiles --skill dotfile-hone -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install harperreed/dotfiles dotfile-hone --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/harperreed/dotfiles.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .agents/skills/dotfile-hone && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .agents/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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 harperreed/dotfiles --skill dotfile-hone -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install harperreed/dotfiles dotfile-hone --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/harperreed/dotfiles.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .cursor/skills/dotfile-hone && 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 "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .cursor/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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/harperreed/dotfiles.git --path .claude/skills-archive/dot-file-hone--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 harperreed/dotfiles --skill dotfile-hone -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install harperreed/dotfiles dotfile-hone --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/harperreed/dotfiles.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .gemini/skills/dotfile-hone && 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 "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .gemini/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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 harperreed/dotfiles dotfile-honeInstalls 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 harperreed/dotfiles --skill dotfile-hone -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/harperreed/dotfiles.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .github/skills/dotfile-hone && 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 "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .github/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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 harperreed/dotfiles --skill dotfile-hone -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install harperreed/dotfiles dotfile-hone --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/harperreed/dotfiles.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills-archive/dot-file-hone .opencode/skills/dotfile-hone && 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 "dotfile-hone" agent skill from https://github.com/harperreed/dotfiles/tree/master/.claude/skills-archive/dot-file-hone into .opencode/skills/dotfile-hone/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "dotfile-hone", 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.
dotfile-honeA skill your agent uses when a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts.
Dotfile Hone is an agent skill from harperreed/dotfiles. Use when a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts. Use after dotfile-audit or dotfile-from-spec when you want to deeply verify a pipeline captures everything from the original spec. Use when prompts might be missing critical domain rules, data models, or invariants.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Embeddings. The repository describes itself as: Dotfiles. Managed by YADM.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit b78c10e. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are dot).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Dotfile Hone loads about 2.6k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 861 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.
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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 861 words (~2,650 tokens).
“Multi-pass deep refinement of pipeline DOT files. Goes beyond structural correctness (dotfile-audit) to catch flow inefficiencies, spec information loss, and missing domain invariants in prompts.”
Just SKILL.md in .claude/skills-archive/dot-file-hone of harperreed/dotfiles.
Open the folder on GitHubat commit b78c10e
Dotfile Hone 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 |
|---|---|---|---|---|---|---|
| Dotfile Hone this skillharperreed/dotfiles | 334 | — | ~2.6k | Automated safety check: Pass | None | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| SageMaker Serving Image Selectionhuggingface/skills | 11k | 1 repos | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| 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 | |
| Sentence-Transformers Training Routerhuggingface/skills | 11k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 |
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.
huggingface/skills
Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
huggingface/skills
Routes a sentence-transformers training task to the right model type and required reference docs and example scripts, covering bi-encoders, rerankers, sparse and multi-vector models.
rehan-remade/universal-modder
Build cross-game mashups and total conversions, the "Minecraft inside Elden Ring" or "skateboarding in MW2" kind.
harperreed/dotfiles
Implement, review, or improve SwiftUI features using the iOS 26+ Liquid Glass API.
harperreed/dotfiles
Audit and improve SwiftUI runtime performance from code review and architecture.
harperreed/dotfiles
Create or update a Codex skill with appropriately scoped instructions and any needed supporting resources.
harperreed/dotfiles
Refactor and review SwiftUI view files for consistent structure, dependency injection, and Observation usage.
harperreed/dotfiles
Create user-facing App Store release notes by collecting and summarizing all user-impacting changes since the last git tag (or a specified ref).
harperreed/dotfiles
This skill should be used when the user explicitly says "Nothing style", "Nothing design", "/nothing-design", or directly asks to use/apply the Nothing design system.
Categories
A skill your agent uses when a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts. Dotfile Hone is an agent skill from harperreed/dotfiles. Use when a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts.
Dotfile Hone fits situations like: A pipeline DOT file has passed structural validation but may still have flow inefficiencies; spec fidelity gaps; information loss in prompts; prompts might be missing critical domain rules.
Run `npx skills add harperreed/dotfiles --skill dotfile-hone -a claude-code`. Or copy the skill folder (.claude/skills-archive/dot-file-hone in harperreed/dotfiles) into .claude/skills/dotfile-hone in your project. Claude Code loads it when a task matches its description.
Run `npx skills add harperreed/dotfiles --skill dotfile-hone -a codex`. Or copy the skill folder (.claude/skills-archive/dot-file-hone in harperreed/dotfiles) into .agents/skills/dotfile-hone in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add harperreed/dotfiles --skill dotfile-hone -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/dotfile-hone, .gemini/skills/dotfile-hone, .github/skills/dotfile-hone and .opencode/skills/dotfile-hone in your project.
SKILL.md names no scripts, command-line tools or credentials: Dotfile Hone is instructions for the agent only.
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.
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.
No licence was found for Dotfile Hone or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 2.6k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Dotfile Hone: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars), Codebase Management (giancarloerra/SocratiCode, 3.3k stars) and CLIP Image-Text Matching (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.
harperreed (a GitHub user) maintains it in harperreed/dotfiles, which has 334 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on October 3, 2026.
Source: harperreed/dotfiles on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.