Hybrid Search Implementation
wshobson/agents
Shows how to run vector and keyword search side by side and merge their results, so retrieval catches both meaning and exact terms in RAG and search systems.
Fast local search for markdown files, notes, and docs using qmd CLI.
Install Qmd 3
$ npx skills add sundial-org/awesome-openclaw-skills --skill qmd-3 -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills qmd-3 --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/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/qmd-3 .claude/skills/qmd-3 && 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 "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .claude/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3Type 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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills qmd-3 --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/qmd-3 .agents/skills/qmd-3 && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .agents/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills qmd-3 --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/qmd-3 .cursor/skills/qmd-3 && 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 "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .cursor/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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/sundial-org/awesome-openclaw-skills.git --path skills/qmd-3--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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills qmd-3 --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/qmd-3 .gemini/skills/qmd-3 && 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 "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .gemini/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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 sundial-org/awesome-openclaw-skills qmd-3Installs 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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/qmd-3 .github/skills/qmd-3 && 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 "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .github/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sundial-org/awesome-openclaw-skills qmd-3 --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/qmd-3 .opencode/skills/qmd-3 && 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 "qmd-3" agent skill from https://github.com/sundial-org/awesome-openclaw-skills/tree/main/skills/qmd-3 into .opencode/skills/qmd-3/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qmd-3", 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
qmd-3- GitHub stars
- 663
- Token cost
- ~538 tokens
- SKILL.md length
- 126 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- None found
At a glance
Fast local search for markdown files, notes, and docs using qmd CLI.
- Works in 4 steps: Always use collections (-c name) to… → Run qmd update after adding new files → Use qmd embed to enable vector search… → …
- Searching for files
- SKILL.md covers When to Use, Quick Reference, Tips and Models (auto-downloaded)
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Qmd 3 is an agent skill from sundial-org/awesome-openclaw-skills. Fast local search for markdown files, notes, and docs using qmd CLI. Use instead of find for file discovery. Combines BM25 full-text search, vector semantic search, and LLM reranking—all running locally. Use when searching for files, finding code, locating documentation, or discovering content in indexed collections.
Its SKILL.md is about 540 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 Backend & APIs, covering Retrieval-augmented generation, Search implementation and Local SEO. The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.
When your agent uses it
- Searching for files
- Locating documentation
- Discovering content in indexed collections
Example prompts
- “/qmd-3”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Always use collections (-c name) to scope searches
- Run qmd update after adding new files
- Use qmd embed to enable vector search (one-time, takes a few minutes)
- Prefer qmd search --files over find for large directories
What it can do on your machine
Read from SKILL.md and the folder at commit b80cde2. 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 (its code samples are bash).
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
Qmd 3 loads about 538 tokens when it runs. Until then it costs about 82 tokens; SKILL.md has 126 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 126 words (~538 tokens).
“All run locally — no API keys needed.”
- name
- qmd-3
Files
Just SKILL.md in skills/qmd-3 of sundial-org/awesome-openclaw-skills.
Open the folder on GitHubat commit b80cde2
Compare with similar skills
Qmd 3 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 |
|---|---|---|---|---|---|---|
| Qmd 3 this skillsundial-org/awesome-openclaw-skills | 663 | — | ~538 | Automated safety check: Pass | None | |
| Hybrid Search Implementationwshobson/agents | 40k | 9 repos | ~497 | Automated safety check: Pass | MIT | |
| Convexopenclaw/clawhub | 9.5k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Amazon Opensearch Serviceaws/agent-toolkit-for-aws | 2.8k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Neon Postgresusenotra/notra | 256 | — | ~4.1k | Automated safety check: Notes | AGPL-3.0 | |
| Neon Postgresneondatabase/agent-skills | 100 | — | ~4.1k | Automated safety check: Notes | Apache-2.0 |
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Convex
openclaw/clawhub
Convex is the backend agents get right on the first try: an all-TypeScript reactive platform where the database, server functions, scheduling, file storage, auth, and realtime sync are one type-safe…
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Amazon Opensearch Service
aws/agent-toolkit-for-aws
Guides migration, provisioning, search, log-analytics, trace-analytics, and Agentic AI Assistant workflows for Amazon OpenSearch Service and Serverless across six capabilities — migration…
Neon Postgres
usenotra/notra
Guides and best practices for working with Lakebase Postgres, the database behind Neon.
- Official
Neon Postgres
neondatabase/agent-skills
Guides and best practices for working with Lakebase Postgres on Neon: connections, pooled vs direct, schema migrations, branching, autoscaling, scale-to-zero, instant restore, read replicas, IP…
Similarity Search Patterns
wshobson/agents
Covers distance metrics, index types and tuning for similarity search on vector databases, from semantic search to RAG retrieval.
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Related
Categories
Questions about Qmd 3
What does Qmd 3 do?
Fast local search for markdown files, notes, and docs using qmd CLI. Qmd 3 is an agent skill from sundial-org/awesome-openclaw-skills. Fast local search for markdown files, notes, and docs using qmd CLI.
When should I use Qmd 3?
Qmd 3 fits situations like: searching for files; locating documentation; discovering content in indexed collections.
How do I install Qmd 3 in Claude Code?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill qmd-3 -a claude-code`. Or copy the skill folder (skills/qmd-3 in sundial-org/awesome-openclaw-skills) into .claude/skills/qmd-3 in your project. Claude Code loads it when a task matches its description.
How do I install Qmd 3 in Codex?
Run `npx skills add sundial-org/awesome-openclaw-skills --skill qmd-3 -a codex`. Or copy the skill folder (skills/qmd-3 in sundial-org/awesome-openclaw-skills) into .agents/skills/qmd-3 in your project. Codex loads it when a task matches its description.
Can I use Qmd 3 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 sundial-org/awesome-openclaw-skills --skill qmd-3 -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qmd-3, .gemini/skills/qmd-3, .github/skills/qmd-3 and .opencode/skills/qmd-3 in your project.
What does Qmd 3 need to run?
SKILL.md names no scripts, command-line tools or credentials: Qmd 3 is instructions for the agent only.
Does Qmd 3 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 Qmd 3 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 Qmd 3 use?
No licence was found for Qmd 3 or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Qmd 3 use?
About 538 tokens (SKILL.md is roughly 2.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Qmd 3?
Skills that share tags, products or a category with Qmd 3: Hybrid Search Implementation (wshobson/agents, 40k stars), Convex (openclaw/clawhub, 9.5k stars), Amazon Opensearch Service (aws/agent-toolkit-for-aws, 2.8k stars) and Neon Postgres (usenotra/notra, 256 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Qmd 3?
sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.
Source: sundial-org/awesome-openclaw-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.