# Send vector-memory 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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "vector-memory", "name": "vector-memory", "source": "tencent", "type": "skill", "category": "开发工具", "sourceUrl": "https://clawhub.ai/BluePointDigital/vector-memory", "canonicalUrl": "https://clawhub.ai/BluePointDigital/vector-memory", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/vector-memory", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=vector-memory", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "install.sh", "MEMORY_STRUCTURE.md", "CHANGELOG.md", "README.md", "AGENTS.md", "SKILL.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "vector-memory", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-12T20:24:40.551Z", "expiresAt": "2026-05-19T20:24:40.551Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=vector-memory", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=vector-memory", "contentDisposition": "attachment; filename=\"vector-memory-1.0.0.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "vector-memory" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/vector-memory" }, "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/vector-memory", "downloadUrl": "https://openagent3.xyz/downloads/vector-memory", "agentUrl": "https://openagent3.xyz/skills/vector-memory/agent", "manifestUrl": "https://openagent3.xyz/skills/vector-memory/agent.json", "briefUrl": "https://openagent3.xyz/skills/vector-memory/agent.md" } } ``` ## Documentation ### Vector Memory Smart memory search that automatically selects the best method: Vector search (semantic, high quality) when synced Built-in search (keyword, fast) as fallback Zero configuration required. Works immediately after install. ### Install from ClawHub npx clawhub install vector-memory Done! memory_search now works with automatic method selection. ### Optional: Sync for Better Results node vector-memory/smart_memory.js --sync After sync, searches use neural embeddings for semantic understanding. ### Smart Selection // Same call, automatic best method memory_search("James principles values") // If vector ready: finds "autonomy, competence, creation" (semantic match) // If not ready: uses keyword search (fallback) ### Behavior Flow Check: Is vector index ready? Yes: Use semantic search (synonyms, concepts) No: Use built-in search (keywords) Vector fails: Automatically fall back ### memory_search Auto-selects best method Parameters: query (string): Search query max_results (number): Max results (default: 5) Returns: Matches with path, lines, score, snippet ### memory_get Get full content from file. ### memory_sync Index memory files for vector search. Run after edits. ### memory_status Check which method is active. ### Comparison FeatureBuilt-inVectorSmart WrapperSynonyms❌✅✅ (when ready)SetupBuilt-inRequires sync✅ Zero configFallbackN/AManual✅ Automatic ### Usage Immediate (no action needed): node vector-memory/smart_memory.js --search "query" Better quality (after sync): # One-time setup node vector-memory/smart_memory.js --sync # Now all searches use vector node vector-memory/smart_memory.js --search "query" ### Files FilePurposesmart_memory.jsMain entry - auto-selects methodvector_memory_local.jsVector implementationmemory.jsOpenClaw wrapper ### Configuration None required. Optional environment variables: export MEMORY_DIR=/path/to/memory export MEMORY_FILE=/path/to/MEMORY.md ### Scaling < 1000 chunks: Built-in + JSON (current) > 1000 chunks: Use pgvector (see references/pgvector.md) ### References Integration - Detailed setup pgvector - Large-scale deployment ## Trust - Source: tencent - Verification: Indexed source record - Publisher: BluePointDigital - Version: 1.0.0 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-12T20:24:40.551Z - Expires at: 2026-05-19T20:24:40.551Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/vector-memory) - [Send to Agent page](https://openagent3.xyz/skills/vector-memory/agent) - [JSON manifest](https://openagent3.xyz/skills/vector-memory/agent.json) - [Markdown brief](https://openagent3.xyz/skills/vector-memory/agent.md) - [Download page](https://openagent3.xyz/downloads/vector-memory)