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.
Fast vault Q&A — quick lookups, decision history, blocker status, doc search.
$ npx skills add kv0906/pm-kit --skill ask -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kv0906/pm-kit ask --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/kv0906/pm-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/ask .claude/skills/ask && 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 "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .claude/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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/kv0906/pm-kit/tree/main/.claude/skills/askType 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 kv0906/pm-kit --skill ask -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kv0906/pm-kit ask --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kv0906/pm-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/ask .agents/skills/ask && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .agents/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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 kv0906/pm-kit --skill ask -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kv0906/pm-kit ask --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kv0906/pm-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/ask .cursor/skills/ask && 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 "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .cursor/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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/kv0906/pm-kit.git --path .claude/skills/ask--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 kv0906/pm-kit --skill ask -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kv0906/pm-kit ask --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kv0906/pm-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/ask .gemini/skills/ask && 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 "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .gemini/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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 kv0906/pm-kit askInstalls 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 kv0906/pm-kit --skill ask -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kv0906/pm-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/ask .github/skills/ask && 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 "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .github/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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 kv0906/pm-kit --skill ask -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kv0906/pm-kit ask --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kv0906/pm-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/ask .opencode/skills/ask && 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 "ask" agent skill from https://github.com/kv0906/pm-kit/tree/main/.claude/skills/ask into .opencode/skills/ask/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "ask", 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.
askFast vault Q&A — quick lookups, decision history, blocker status, doc search.
Ask is an agent skill from kv0906/pm-kit. Fast vault Q&A — quick lookups, decision history, blocker status, doc search. Uses QMD hybrid search when available, falls back to vault grep. Use for "/ask what did we decide about auth?" or "/ask who's blocked?".
Its SKILL.md is about 780 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 Retrieval-augmented generation. The repository describes itself as: AI-augmented PM workspace for Coding Agents — daily standups, decisions, blockers, docs, and sprint reviews as markdown skills. The licence is MIT.
3 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 2cb5d9f. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
github.comFrom 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.
Ask loads about 781 tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 275 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.
The full file from kv0906/pm-kit at commit 2cb5d9f, republished under its MIT licence (© kv0906). 275 words, ~781 tokens.
.claude/skills/ask/SKILL.md (or your agent's skills folder).Fast answers from your vault. Uses QMD hybrid search (BM25 + vector + rerank) when available, with automatic fallback to vault grep.
Config: @_core/config.yaml
User input: $ARGUMENTS
Check if QMD MCP tools are available in the current session:
qmd_status (MCP tool) to check QMD availability and index state.When QMD is available and indexed:
qmd_deep_search with the user's question._core/config.yaml → qmd.collection_name (default: pm-kit)qmd.max_results from config (default: 8)qmd_get or qmd_multi_get for the top-scored results.qmd.min_score (default: 0.35)When QMD is not available or not indexed:
Search Strategy
| Question Type | Search Path |
|---|---|
| Decisions | decisions/{project}/*.md |
| Blockers | blockers/{project}/*.md |
| Docs | docs/{project}/*.md, docs/general/*.md |
| Status | 01-index/{project}.md |
| General | All folders |
Search Methods
## Answer
{Direct answer — 1-3 sentences, grounded in source content}
### Sources
- `{file-path}` — {brief context why this source is relevant}
- `{file-path}` — {brief context}
### Search Mode
{QMD (deep) | Fallback (vault grep)}## No Results Found
Searched: {folders or QMD collection}
Query: "{query}"
**Suggestions**:
- Try broader terms
- Check spelling
- Run `qmd embed` if QMD is installed but not indexed
### Search Mode
{QMD (deep) | Fallback (vault grep)}When running in Fallback mode, append after the answer:
Tip: Install QMD for smarter search with semantic understanding. See handbook/QMD_INTEGRATION.md for setup.
© kv0906, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/ask of kv0906/pm-kit.
Open the folder on GitHubat commit 2cb5d9f
Ask 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 |
|---|---|---|---|---|---|---|
| Ask this skillkv0906/pm-kit | 138 | — | ~781 | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| LLM Application DevMoizIbnYousaf/ai-agent-skills | 1.1k | 2 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Senior Prompt Engineermaslennikov-ig/claude-code-orchestrator-kit | 259 | 4 repos | ~1.4k | Automated safety check: Pass | Custom licence | |
| MCP Local RAGshinpr/mcp-local-rag | 407 | — | ~4.4k | Automated safety check: Pass | MIT | |
| Ms Agent Framework RAGshuyu-labs/WebCode | 278 | — | ~1.1k | Automated safety check: Pass | Custom licence |
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.
MoizIbnYousaf/ai-agent-skills
Building applications with Large Language Models - prompt engineering, RAG patterns, and LLM integration.
maslennikov-ig/claude-code-orchestrator-kit
Provides reference guides and Python scripts for prompt optimization, RAG evaluation, and agent orchestration when building or tuning LLM systems.
shinpr/mcp-local-rag
Searches, saves, and maintains a local document index through a local RAG MCP server.
shuyu-labs/WebCode
Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.
nkapila6/mcp-local-rag
Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking.
kv0906/pm-kit
Transform text content into professional Mermaid diagrams for presentations and documentation.
kv0906/pm-kit
This skill should be used when the user asks to "set up gws", "install Google Workspace CLI", "connect Gmail to Claude", "manage Google Drive from terminal", "send email from CLI", "check my…
kv0906/pm-kit
Jira integration via acli CLI. An agent skill from kv0906/pm-kit.
kv0906/pm-kit
Professional Excalidraw diagram generation expert that creates complete, valid .excalidraw.json files based on user descriptions.
kv0906/pm-kit
Flag a blocker with severity, owner, and due date. An agent skill from kv0906/pm-kit.
kv0906/pm-kit
Log standup update with keyword detection. An agent skill from kv0906/pm-kit.
Categories
Fast vault Q&A — quick lookups, decision history, blocker status, doc search. Ask is an agent skill from kv0906/pm-kit. Fast vault Q&A — quick lookups, decision history, blocker status, doc search.
Ask fits situations like: /ask what did we decide about auth?; /ask whos blocked?.
Run `npx skills add kv0906/pm-kit --skill ask -a claude-code`. Or copy the skill folder (.claude/skills/ask in kv0906/pm-kit) into .claude/skills/ask in your project. Claude Code loads it when a task matches its description.
Run `npx skills add kv0906/pm-kit --skill ask -a codex`. Or copy the skill folder (.claude/skills/ask in kv0906/pm-kit) into .agents/skills/ask 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 kv0906/pm-kit --skill ask -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ask, .gemini/skills/ask, .github/skills/ask and .opencode/skills/ask in your project.
SKILL.md names no scripts, command-line tools or credentials: Ask is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep.
SKILL.md names 1 domain. As links in the text: github.com. 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.
Ask is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 781 tokens (SKILL.md is roughly 3.1k 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 Ask: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), LLM Application Dev (MoizIbnYousaf/ai-agent-skills, 1.1k stars), Senior Prompt Engineer (maslennikov-ig/claude-code-orchestrator-kit, 259 stars) and MCP Local RAG (shinpr/mcp-local-rag, 407 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
kv0906 (a GitHub user) maintains it in kv0906/pm-kit, which has 138 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on June 29, 2026.
Source: kv0906/pm-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.