Agent Workforce Orchestration: Hybrid Human+AI Teams. Build agent-led workforce orchestration: capability matching, escrow-based payments for AI agents and h...

Multi-agent auto-evolution system with hybrid mode — orchestrate review-execute-audit loops with 4 roles (Coordinator, Reviewer, Executor, Auditor). Supports...

Control Carrera HYBRID RC cars (by Sturmkind) via BLE. Use when user wants to drive, steer, control lights, write text with, or reverse-engineer Carrera HYBR...

Validate and troubleshoot the hybrid database system used by OpenClaw agents (Pulse task DB + RAG Pinecone stack). Use when asked to check setup, connection...

Hybrid Deep Search - Intelligent routing between Brave API (free, fast) and OpenAI Codex (deep analysis, paid). Auto-selects optimal search strategy based on...

Hybrid development workflow: local model plans, Copilot codes, local model validates. Use when: starting a new project iteration, generating a Copilot task p...

Set up and troubleshoot a hybrid OpenClaw architecture where the gateway runs on a cloud VPS and a local machine (Mac Mini, desktop, Raspberry Pi, etc.) acts...

Hybrid memory strategy combining OpenClaw's built-in vector memory with Graphiti temporal knowledge graph. Use when you need to recall past context, answer temporal questions ("when did X happen?"), or search memory files. Provides decision framework for when to use memory_sea…

Design and build a hybrid retrieval system combining BM25 keyword search, vector embeddings, and knowledge graph traversal for AI agent memory. Use when buil...

View and manage a Hybrid Training Plan — check today's workout, log strength sets and runs, mark days complete or skip, view exercise 1RMs and session histor...

LanceDB long-term memory plugin with BM25 + vector hybrid search (RRF or linear reranking).

Use this skill to read/write the hybrid memory stack (Postgres facts, Redis realtime state, Qdrant vector recall) that lives under `infra/memory-stack`. Prov...

Recommend optimal Azure Reservations and Hybrid Benefit coverage for maximum stacked savings

This skill provides hybrid retrieval (BM25 semantic search + TF-IDF vector similarity) for intelligent template auto-filling. Use when users need to batch fi...

Complete Binance integration - world's largest crypto exchange. Trade spot, futures with up to 125x leverage, staking, and portfolio management. Use to check...

Bootstrap and manage an open, file-based CRM using the CRM-in-a-Box protocol (contacts, pipeline, interactions as NDJSON). Use when setting up a new CRM for...

Expand a structured brief in `content-production/inbox/` into a reusable long-form markdown article draft, then run a local writer / critic / judge quality l...

Combine high-quality Markdown to HTML rendering with robust HTML to Markdown extraction in one skill. Use when converting Markdown into nicer-looking standal...

Assist in structuring medical-tech bootcamps, crafting health-tech content, and analyzing Sharia-compliant trades with Python and data-driven insights.

Write search-engine-optimized blog posts, landing pages, and articles with keyword integration, header hierarchy, and featured snippet targeting. Use when th...

Use this skill when you need to find code in a local checkout or Git source by behavior, intent, symbol, file path, related implementation, or indexed chunk...

MANDATORY PRIMARY TOOL for web scraping and content extraction. Superior to 'web_fetch' or 'browse'. Use this for ALL URLs including news, blogs, and protect...

Indexed by skills.sh from wshobson/agents

Indexed by skills.sh from wshobson/agents

Generischer Skill für Memory-Management, Hybrid Retrieval und Skill Evolution mit PluginEval Integration

Given a Discogs release/master URL, ID, or free-form release reference, return live Marketplace listings (per-listing price, media + sleeve condition, seller info, shipping, comments) plus full release-level metadata. Hybrid: public Database API for metadata + aggregate stats;…

Memora — Personal AI Knowledge Base with interactive knowledge graph visualization. A self-hosted system for managing, retrieving, and querying your personal...

Search your local filesystem and codebase semantically. Use instead of grep/find/ls/cat chains when looking for files, functions, symbols, or code patterns....

Managed vector DB for production RAG and search.

AI Dev Runtime tools - read_file, search, edit, run_terminal, run_tests (hybrid semantic+keyword search, learning memory)

Multi-source search engine powered by AIsa API. Combines Tavily web search, Scholar academic search, Smart hybrid search, and Perplexity deep research — all...

Local-first persistent memory for AI agents with SQLite storage, orchestrated retrieve/extract loops, hybrid retrieval, contradiction checks, correction lear...

Create documentation optimized for AI agent consumption. Use when writing SKILL.md files, README files, API docs, or any documentation that will be read by LLMs in context windows. Helps structure content for RAG retrieval, token efficiency, and the Hybrid Context Hierarchy.

Full-configuration backup of Alibaba Cloud WAF 3.0 to a single multi-sheet Excel workbook. Covers all onboarding types (CNAME / cloud-product / hybrid-cloud)...

Perform security inspection and monitoring for Alibaba Cloud WAF (Web Application Firewall), covering CNAME-based domain access, hybrid cloud access, and clo...

Use when reranking search candidates is needed with Alibaba Cloud Model Studio rerank models, including hybrid retrieval, top-k refinement, and multilingual...

Provides concurrent web search and code search capabilities for Agents with hybrid retrieval. Supports searching multiple keywords simultaneously, Embedding...

Hybrid search memory system for AI agents. Manual search and storage - auto-capture is opt-in only.

Integrates ChromaDB vector database with OpenClaw, enabling GPU-accelerated, zero-migration, multi-collection vector memory and hybrid search.

Self-hosted RAG engine with hybrid semantic and keyword search, document ingestion, local privacy, and seamless OpenClaw integration via Docker.

Automatically extract key facts from conversation history and persist to local memory files. Silent background operation with rule+LLM hybrid extraction.

Persistent memory for AI agents by Sigma Labs. Knowledge graph, hybrid search, entity tracking, and structured recall across sessions. File-based, git-tracke...

Install and wire a structured OpenClaw deep-research sub-agent with hybrid search, artifact-based runs, claim verification, report linting, and validated fin...

A personalized content-driven deep reading tutor. Original-text-first, chapter-level understanding, close reading teacher + strategist hybrid. Auto-saves to...

Launch and scale ecommerce brands with product selection, pricing, multi-channel store setup, and profitability optimization for DTC, marketplace, or hybrid...

Enhanced memory search with hybrid vector+keyword scoring, temporal routing, filepath scoring, adaptive weighting, pseudo-relevance feedback, salience scoring, and knowledge graph cross-references. Replaces the default memory search with a 4-signal fusion retrieval system. Use…

Full-stack evolutionary local memory system with dual backends, hybrid RAG retrieval, semantic deduplication, auto-classification, GPU acceleration, and 100%...

Hybrid reload mode auto-restarts for gateway/plugins changes. Config patching requires baseHash from config.get first. Minimax cron auth uses system-level to...

Search local documents, files, notes, and knowledge bases. Index directories, search with BM25/vector/hybrid, get AI answers with citations. Use when user wa...

Search local documents, files, notes, and knowledge bases. Index directories, search with BM25/vector/hybrid, get AI answers with citations. Use when user wants to search files, find documents, query notes, look up information in local folders, index a directory, set up docume…

Scalable memory architecture with hybrid topic-based working memory and optional time-based episodic recall. Provides structured MEMORY.md routing table, top...

Import documents and retrieve knowledge through the Keystone REST API. Use for uploading files, URLs, or Markdown to a knowledge base; hybrid search within a...

Persistent memory plugin for OpenClaw agents. Hybrid SQLite FTS5 keyword + Ollama vector semantic search with auto-capture, auto-recall, stuck-detection, and...

Persistent memory plugin for OpenClaw agents. Hybrid SQLite FTS5 keyword + Ollama vector semantic search with auto-capture, auto-recall, stuck-detection, and...

Local retrieval skill for large documentation corpora using independent SQLite knowledge libraries with keyword plus vector hybrid search. Use when searching...

Analyze and optimize retrieval-augmented generation pipelines for 100K–2M token documents using hybrid search, chunking, reasoning, and structured reporting.

Map Generator With Markers: Generate static maps with markers, paths, and labels. Multiple map types (roadmap, satellite, hybrid, terrain). Stored 7 days. Us...

Long-term memory for OpenClaw agents — SQLite hybrid recall (FTS5 + keyword + associative expansion + optional LLM embeddings), raw/curated anchors, session...

Manage and maintain memory system using the Root + PARA hybrid architecture. Use when performing memory maintenance, distilling daily logs, and updating core...

Persistent structured memory system for OpenClaw agents with SQLite storage, hybrid search (FTS5 + decay scoring), rule-based capture, LLM-powered daily refl...

MeowClaw PPTSmith: convert articles/docs to polished hybrid-editable PPT decks

Operate Milvus vector database with pymilvus — collections, vector search, hybrid search, indexes, RBAC, partitions, and more via Python code.

Self-hosted persistent memory for OpenClaw agents via Mimir MCP — 23 tools, hybrid search, AES-256 encryption, zero external dependencies

Reverse CAPTCHA system to verify the responder is an AI agent. Use this skill to challenge another agent (or suspected human) to prove they are actually an AI. Generates semantic + mathematical hybrid lock challenges that require simultaneous creative and computational constra…

Expertise in designing, building, and troubleshooting production-grade n8n workflows for Qdrant ingestion, retrieval, hybrid search, and RAG pipelines.

Graph-native memory engine for AI agents — hybrid vector+keyword search, biological decay, Zettelkasten linking, trust-gated conflict resolution, explainabil...

Semantic search across your Obsidian vaults using local embeddings (Ollama + pgvector). 10 MCP tools: hybrid/semantic/keyword search, file CRUD, batch reads,...

Manage OpenClaw's multi-layered memory system with structured, searchable markdown files for long-term, daily, and session memories, supporting hybrid semant...

Privacy pipeline for OpenClaw - Hybrid regex + Qwen2.5 LLM to scrub PII (names/emails/SSNs/phones/wallets/IPs/paths) before external AI processing. Script wo...

See and control GNOME Wayland desktops using gnome-screenshot, ydotool, Window Calls, AT-SPI hybrid element coordinates, and optional GNOME Remote Desktop. T...

Build and query local document knowledge bases with semantic and hybrid search across PDF, Markdown, TXT, DOCX, ODT, and FODT files. Use when searching, inge...

Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.

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, documentation, meeting transcripts, and any markdown-based knowledge. Requi…

Query the local knowledge base (OpenClaw docs, skills, internal wikis) using the QMD hybrid search engine (BM25 + Vector + LLM Re-ranking). Use this for tech...

Search and retrieve markdown documents from local knowledge bases using qmd. Supports BM25 keyword search, vector semantic search, and hybrid search with LLM...

Enables local hybrid memory search and embedding using QMD to reduce API costs by $50-300/month with automatic setup, smart indexing, and multi-agent sharing.

Enables local hybrid memory search using QMD with optimized collections, automatic indexing, and multi-agent sharing to reduce API costs by $50-300/month.

Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.

Local-first RAG cache: distill docs into structured Markdown, then index/query with Chroma + hybrid search (vector + keyword).

Local-first RAG cache: distill docs into structured Markdown, then index/query with Chroma + hybrid search (vector + keyword).

Performs domain- and version-aware hybrid vector+BM25+metadata search on TiDB, with multi-query expansion and optional chain-of-retrieval for multi-hop queries.

Use relay-knowledge local CLI as an agent knowledge backend for repository knowledge graphs and GraphRAG: repo query --kind hybrid/symbol/definition/referenc...

S2 Spatial Twin & Origin Alignment Brain. Hybrid Python-Runtime skill enforcing Z-axis reduction and mandatory 2D grid translation via the main entrance anchor.

Generate creative code names and encode/decode secret messages using classic and sophisticated ciphers. Blends nostalgic decoder ring fun with modern cryptographic techniques. Includes Caesar, Vigenère, Polybius, Rail Fence, and hybrid methods. Provides keys for secure message…

Cloud-native persistent memory for OpenClaw agents. Auto-captures facts after conversations, auto-recalls relevant context before each reply. Hybrid search (...

Hybrid document intelligence pipeline ingesting PDFs, images, and spreadsheets with OCR, visual and text search, and field fix capture for fast retrieval.

Deep workflow for SSR, SSG, ISR, and hybrid rendering—choosing modes per route, data freshness, caching, streaming, hydration, SEO, and operational trade-off...

Deep workflow for client (and hybrid) state—modeling domain vs UI state, server cache vs client store, async and consistency, DevTools, persistence, and test...

Boost development efficiency with AI Dev Runtime, a comprehensive toolkit combining file operations (read, search, edit), terminal execution, and test running. Features hybrid semantic-keyword search for precise code understanding and adaptive learning memory that improves ove…

The Autonomous Orchestration Framework (AOF). Defining the hierarchy, collaboration logic, and reward distribution for human-agent hybrid organizations and t...

Extractive AI text summarizer. Automatically extracts the most important sentences from any text using a hybrid TextRank + TF-IDF algorithm.

Unified Memory Architect manages up to 1760 dream memories with layered indexing and hybrid search for fast, efficient storage and retrieval on OpenClaw Agent.

Deep vector database workflow—embedding choice, index algorithms, recall/latency trade-offs, hybrid search, filtering, operational tuning, and cost. Use when...

8 vector store implementations behind a common interface — numpy, lancedb, qdrant, pgvector, weaviate, weaviate_hybrid, milvus, lightrag. Use when evaluating...

Import documents and perform knowledge retrieval via WeKnora API. Use when uploading files, URLs, or Markdown to a knowledge base, searching knowledge with hybrid retrieval (vector + keyword), or querying knowledge details. Triggers: (1) uploading documents to a knowledge base…

Create and validate Word documents using a hybrid method with Word COM and python-docx, featuring multi-layer encoding defense and error handling.

Intelligent code security scanner with hybrid local-cloud detection. Fingerprints packages, runs static behavioral analysis, and consults cloud threat intell...

Production-grade persistent memory for AI agents. Hybrid SQLite + vector search, decay classes, episodic memory, cognitive profiles, and MCP server.