# Send QMD Search to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "anshumanbh-qmd", "name": "QMD Search", "source": "tencent", "type": "skill", "category": "开发工具", "sourceUrl": "https://clawhub.ai/anshumanbh/anshumanbh-qmd", "canonicalUrl": "https://clawhub.ai/anshumanbh/anshumanbh-qmd", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/anshumanbh-qmd", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=anshumanbh-qmd", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-07T17:22:31.273Z", "expiresAt": "2026-05-14T17:22:31.273Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report", "contentDisposition": "attachment; filename=\"afrexai-annual-report-1.0.0.zip\"", "redirectLocation": null, "bodySnippet": null }, "scope": "source", "summary": "Source download looks usable.", "detail": "Yavira can redirect you to the upstream package for this source.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/anshumanbh-qmd" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/anshumanbh-qmd", "downloadUrl": "https://openagent3.xyz/downloads/anshumanbh-qmd", "agentUrl": "https://openagent3.xyz/skills/anshumanbh-qmd/agent", "manifestUrl": "https://openagent3.xyz/skills/anshumanbh-qmd/agent.json", "briefUrl": "https://openagent3.xyz/skills/anshumanbh-qmd/agent.md" } } ``` ## Documentation ### QMD Search Skill Search markdown knowledge bases efficiently using qmd, a local indexing tool that uses BM25 + vector embeddings to return only relevant snippets instead of full files. ### Why Use This 96% token reduction - Returns relevant snippets instead of reading entire files Instant results - Pre-indexed content means fast searches Local & private - All indexing and search happens locally Hybrid search - BM25 for keyword matching, vector search for semantic similarity ### Search (BM25 keyword matching) qmd search "your query" --collection Fast, accurate keyword-based search. Best for specific terms or phrases. ### Vector Search (semantic) qmd vsearch "your query" --collection Semantic similarity search. Best for conceptual queries where exact words may vary. ### Hybrid Search (both + reranking) qmd hybrid "your query" --collection Combines both approaches with LLM reranking. Most thorough but often overkill. ### How to Use Check if collection exists: qmd collection list Search the collection: # For specific terms qmd search "api authentication" --collection notes # For conceptual queries qmd vsearch "how to handle errors gracefully" --collection notes Read results: qmd returns relevant snippets with file paths and context ### Setup (if qmd not installed) # Install qmd bun install -g https://github.com/tobi/qmd # Add a collection (e.g., Obsidian vault) qmd collection add ~/path/to/vault --name notes # Generate embeddings for vector search qmd embed --collection notes ### Invocation Examples /qmd api authentication # BM25 search for "api authentication" /qmd how to handle errors --semantic # Vector search for conceptual query /qmd --setup # Guide through initial setup ### Best Practices Use BM25 search (qmd search) for specific terms, names, or technical keywords Use vector search (qmd vsearch) when looking for concepts where wording may vary Avoid hybrid search unless you need maximum recall - it's slower Re-run qmd embed after adding significant new content to keep vectors current ### Handling Arguments $ARGUMENTS contains the full search query If --semantic flag is present, use qmd vsearch instead of qmd search If --setup flag is present, guide user through installation and collection setup If --collection is specified, use that collection; otherwise default to checking available collections ### Workflow Parse arguments from $ARGUMENTS Check if qmd is installed (which qmd) If not installed, offer to guide setup If searching: List collections if none specified Run appropriate search command Present results to user with file paths If user wants to read a specific result, use the Read tool on the file path ## Trust - Source: tencent - Verification: Indexed source record - Publisher: anshumanbh - Version: 1.0.0 ## Source health - Status: healthy - Source download looks usable. - Yavira can redirect you to the upstream package for this source. - Health scope: source - Reason: direct_download_ok - Checked at: 2026-05-07T17:22:31.273Z - Expires at: 2026-05-14T17:22:31.273Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/anshumanbh-qmd) - [Send to Agent page](https://openagent3.xyz/skills/anshumanbh-qmd/agent) - [JSON manifest](https://openagent3.xyz/skills/anshumanbh-qmd/agent.json) - [Markdown brief](https://openagent3.xyz/skills/anshumanbh-qmd/agent.md) - [Download page](https://openagent3.xyz/downloads/anshumanbh-qmd)