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 l
Academic citation lookup and formatter. Given a fuzzy paper title (Chinese or English), searches CrossRef, Semantic Scholar, Baidu Scholar, and CNKI, then re...
Transcribe, index, and semantically search all voice recordings, extracting action items and meeting insights for comprehensive conversation intelligence.
OpenClaw plugin for personal memory: auto-capture with guardrails + local semantic-ish search with safe redaction.
Manage vector storage and similarity search using TOS Vectors service. Use when working with embeddings, semantic search, RAG systems, recommendation engines, or when the user mentions vector database
Full memory stack for OpenClaw on Windows. Includes LanceDB semantic memory, git-notes decision memory, and memory hygiene workflow.
Next.js 15/16 App Router patterns — async APIs, caching semantics, Turbopack, Server Components, Route Handlers, and migration from v14
--- name: code-cache description: Semantic code caching for AI agents. Cache, retrieve, and reuse code from prior agent executions. metadata: {"openclaw":{"emoji":"🏄","homepage":"https://raysurfer.
Provide long-term memory persistence for AI agents with SQLite-backed storage, structured metadata, vector embeddings, semantic retrieval, lifecycle manageme...
Comprehensive security suite for OpenClaw skills. Includes static scanning (AST + keywords) and AI-powered semantic behavior review to detect malicious code.
--- name: pgmemory version: 1.2.0 description: Persistent semantic memory for OpenClaw agents — PostgreSQL + pgvector author: jbushman tags: [memory, postgresql, pgvector, embeddings, agents] --- #
Index YouTube channel videos and transcripts for semantic search. Use when user says "index YouTube", "add YouTube channel", "update video index", or "index...
Map construction data to standard ontologies. Create semantic mappings between different data schemas
Performs fast local semantic search on OpenClaw memory files using TF-IDF without external dependencies or APIs.
Efficient semantic search engine for OpenClaw workspace memory using FAISS and Sentence-Transformers, indexing Markdown and key agent files.
Generate and auto-sync documentation from code with git hooks; detect and fix doc drift using tree-sitter parsing and semantic diffs locally.
Manage and retrieve long-term memories with LanceDB using semantic vector search, category filtering, and detailed metadata storage.
Provides persistent two-tier memory with semantic fact search and raw content retrieval, plus automatic cleanup of temporary session files.
Search and retrieve markdown documents from local knowledge bases using qmd. Supports BM25 keyword search, vector semantic search, and hybrid search with LLM re-ranking. Use for querying indexed notes
Access and query Cogmate personal knowledge systems for knowledge retrieval, semantic search, and Q&A using a valid CogNexus access token.
Act as a proficient software developer. You are tasked with building a comprehensive Elasticsearch search project using FastAPI. Your project should: - Support various search methods: keyword, semant
Build and maintain a cross-platform local Zotero semantic index using metadata embeddings and PDF full-text chunk embeddings. Use when the user asks to vecto...
Expertise-aware model router with semantic domain scoring, context-overflow protection, and security redaction. Automatically selects the optimal AI model using weighted expertise scoring (Feb 2026 be