Local RAG
nigo81/nigo-skills
本地向量知识库,支持按项目管理文档(docx/doc/pdf/md),语义检索。默认用硅基流动免费 API,零模型安装即可使用。支持多项目隔离、中文制度文档专用切片、Embedding+Rerank 两阶段检索。触发词:知识库、向量检索、RAG、制度检索、文档入库、语义搜索、local…
Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions.
$ npx skills add ddalcu/mlx-serve --skill mlx-serve -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ddalcu/mlx-serve mlx-serve --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/ddalcu/mlx-serve.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/mlx-serve .claude/skills/mlx-serve && 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 "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .claude/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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/ddalcu/mlx-serve/tree/main/skills/mlx-serveType 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 ddalcu/mlx-serve --skill mlx-serve -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ddalcu/mlx-serve mlx-serve --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ddalcu/mlx-serve.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/mlx-serve .agents/skills/mlx-serve && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .agents/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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 ddalcu/mlx-serve --skill mlx-serve -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ddalcu/mlx-serve mlx-serve --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ddalcu/mlx-serve.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/mlx-serve .cursor/skills/mlx-serve && 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 "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .cursor/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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/ddalcu/mlx-serve.git --path skills/mlx-serve--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 ddalcu/mlx-serve --skill mlx-serve -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ddalcu/mlx-serve mlx-serve --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ddalcu/mlx-serve.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/mlx-serve .gemini/skills/mlx-serve && 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 "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .gemini/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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 ddalcu/mlx-serve mlx-serveInstalls 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 ddalcu/mlx-serve --skill mlx-serve -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ddalcu/mlx-serve.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/mlx-serve .github/skills/mlx-serve && 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 "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .github/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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 ddalcu/mlx-serve --skill mlx-serve -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ddalcu/mlx-serve mlx-serve --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ddalcu/mlx-serve.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/mlx-serve .opencode/skills/mlx-serve && 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 "mlx-serve" agent skill from https://github.com/ddalcu/mlx-serve/tree/main/skills/mlx-serve into .opencode/skills/mlx-serve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mlx-serve", 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.
mlx-serveHook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions.
Mlx Serve is an agent skill from ddalcu/mlx-serve. Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions. Use when code should call mlx-serve.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `chat.md`, `decisions.md` and `media.md`).
It sits in AI & LLM Engineering, covering Music and audio generation and Embeddings. It works with OpenAI and macOS. The repository describes itself as: Native LLM inference server for Apple Silicon. OpenAI + Anthropic API compatible. No Python. Zig backend, Swift frontend macOS app with chat, music, voice, video generation.
Read from SKILL.md and the folder at commit a21784b. 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.
Shell commands in SKILL.md call:
curljqFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.
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.
Mlx Serve loads about 1k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 462 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.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 462 words (~1,033 tokens).
“mlx-serve runs MLX models on this Mac behind one HTTP port: OpenAI, Anthropic and Ollama compatible chat, plus native endpoints for images, speech, music, sound effects, video, 3D and decisions. Everything below is plain HTTP + JSON, so any language…”
SKILL.md and 3 other files in skills/mlx-serve of ddalcu/mlx-serve.
Open the folder on GitHubat commit a21784b
Mlx Serve 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 |
|---|---|---|---|---|---|---|
| Mlx Serve this skillddalcu/mlx-serve | 1.8k | — | ~1k | Automated safety check: Pass | Custom licence | |
| Local RAGnigo81/nigo-skills | 133 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Persona Character Scenesmiuuyy/persona-voice | 132 | — | ~953 | Automated safety check: Pass | MIT | |
| Ax AIdosco/aithy | 107 | — | ~8.2k | Automated safety check: Pass | Apache-2.0 | |
| AI SDKvercel-labs/ai-facts | 168 | 20 repos | ~1.2k | Automated safety check: Pass | None | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT |
nigo81/nigo-skills
本地向量知识库,支持按项目管理文档(docx/doc/pdf/md),语义检索。默认用硅基流动免费 API,零模型安装即可使用。支持多项目隔离、中文制度文档专用切片、Embedding+Rerank 两阶段检索。触发词:知识库、向量检索、RAG、制度检索、文档入库、语义搜索、local…
miuuyy/persona-voice
Generate, review, and integrate consistent 2D or stylized 3D character background scenes for Codex Persona Voice session cards.
dosco/aithy
This skill helps an LLM generate correct AI provider setup and configuration code using @ax-llm/ax.
vercel-labs/ai-facts
Answer questions about the AI SDK and help build AI-powered features.
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.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
ddalcu/mlx-serve
mlx-serve pre-release validation checklist, CalVer versioning, release steps, and CHANGELOG style.
ddalcu/mlx-serve
mlx-serve benchmarking methodology — bench.sh/llmprobe usage, comparison-trap rules (same-methodology cells only, spec-decode variance, thermal lies, engine naming), perf-claim etiquette.
ddalcu/mlx-serve
Turn llmprobe reports into the charts a perf PR embeds (one line per arm across context size, every point labelled, machine and model in the caption) and host them so the PR body renders them.
Categories
Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions. Mlx Serve is an agent skill from ddalcu/mlx-serve. Hook an app, game or script up to the local mlx-serve server for LLM chat, embeddings, image, speech, music, sound effect, video and 3D generation, and Laya/Kev/Clef typed decisions.
Mlx Serve fits situations like: code should call mlx-serve; tasks that involve Music and audio generation; tasks that involve Embeddings.
Run `npx skills add ddalcu/mlx-serve --skill mlx-serve -a claude-code`. Or copy the skill folder (skills/mlx-serve in ddalcu/mlx-serve) into .claude/skills/mlx-serve in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ddalcu/mlx-serve --skill mlx-serve -a codex`. Or copy the skill folder (skills/mlx-serve in ddalcu/mlx-serve) into .agents/skills/mlx-serve 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 ddalcu/mlx-serve --skill mlx-serve -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mlx-serve, .gemini/skills/mlx-serve, .github/skills/mlx-serve and .opencode/skills/mlx-serve in your project.
Going by SKILL.md and its folder, Mlx Serve needs the command-line tools its instructions call (curl and jq).
SKILL.md contains no URLs. Its commands use curl, which can reach the network depending on how they are called. 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.
Mlx Serve has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1k tokens (SKILL.md is roughly 4.1k 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 Mlx Serve: Local RAG (nigo81/nigo-skills, 133 stars), Persona Character Scenes (miuuyy/persona-voice, 132 stars), Ax AI (dosco/aithy, 107 stars) and AI SDK (vercel-labs/ai-facts, 168 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ddalcu (a GitHub user) maintains it in ddalcu/mlx-serve, which has 1,806 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on October 9, 2026.
Source: ddalcu/mlx-serve on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.