OpenViking

RAG and semantic search via OpenViking Context Database MCP server. Query documents, search knowledge base, add files/URLs to vector memory. Use for document Q&A, knowledge management, AI agent memory, file search, semantic retrieval. Triggers on "openviking", "search documents", "semantic search", "knowledge base", "vector database", "RAG", "query pdf", "document query", "add resource".

ByteRover - Headless

Query and curate knowledge-base using ByteRover CLI. Use `brv query` for knowledge retrieval, `brv curate` for adding context, and `brv push/pull` for syncing.

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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 document search, build a knowledge base, needs RAG/semantic search, or wants to start a local web UI for their docs.

OEE Knowledge Base RAG

Semantic knowledge base allowing ingest, search, and retrieval of saved texts, URLs, and files using embeddings and SQLite.

Worldbook

AI's Knowledge Base CLI - Query and manage world knowledge for AI agents. Use when users want to search knowledge, add knowledge sources, or interact with th...

Engram — Knowledge Graphs for AI Agents

Build, query, and maintain structured knowledge graphs. Use when you need to remember relationships between code components, services, people, or any concept...

Alibabacloud Bailian Rag Knowledgebase

Alibaba Cloud Bailian Knowledge Base Retrieval Tool. Use Alibaba Cloud Bailian SDK to query and retrieve knowledge base content. Use when: User needs to quer...

Ontology Knowledge Graph

Typed knowledge graph for structured agent memory and composable skills. Use when creating/querying entities (Person, Project, Task, Event, Document), linkin...

SwarmRecall Knowledge

Knowledge graph with entities, relations, traversal, and semantic search via the SwarmRecall API. Build and query structured knowledge graphs with vector emb...

Agent Knowledge Protocol — decentralized peer-reviewed knowledge graph for AI agents. Contribute facts, query the network, review claims, and onboard to the DHT network.

Agent Knowledge Protocol — connect any project to a decentralized peer-reviewed knowledge network. Setup, contribute, query, and review knowledge units in on...

LLM Knowledge Base

Create and manage LLM-powered personal knowledge bases using Karpathy's wiki method. Use when users want to build a knowledge base, ingest sources, query the...

QMD Knowledge Search

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...

OpenViking

RAG and semantic search via OpenViking Context Database MCP server. Query documents, search knowledge base, add files/URLs to vector memory. Use for document Q&A, knowledge management, AI agent memory, file search, semantic retrieval. Triggers on "openviking", "search documents", "semantic search", "knowledge base", "vector database", "RAG", "query pdf", "document query", "add resource".

QMD CLI

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. Requires qmd CLI installed (bun install -g https://github.com/tobi/qmd).

LightRAG Search Skill

Search and manage knowledge bases using LightRAG API. Supports multiple servers, context-aware writing, and direct information retrieval. Use when the user wants to query a LightRAG-powered knowledge base or use it as context for tasks.

MoltysMind

Collective AI knowledge layer with blockchain-verified voting. Query, contribute, and vote on shared knowledge.

Carapace — Shared Knowledge Base for AI Agents

Query and contribute structured understanding to Carapace — the shared knowledge base for AI agents. Includes Chitin integration for bridging personal and di...

Relay Knowledge CLI

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

Claw SQLite Knowledge

Knowledge base skill that wraps the clawsqlite knowledge CLI for ingest/search/show.

Knowledge Mapper

Parse Markdown and TXT documents to extract entities and their co-occurrence relationships, allowing querying and exporting knowledge graphs in text, JSON, o...

Felo LiveDoc

Manage Felo LiveDocs (knowledge bases) and their resources. Use when users want to create, manage, or query knowledge bases, upload documents, add URLs, or p...

WhatsApp FAQ Bot

Build and query a FAQ knowledge base from markdown files. Use when asked to create a FAQ bot, set up automatic answers, build a knowledge base, add FAQ entri...

业务运营问答助手

Build and query a FAQ knowledge base from markdown files. Use when asked to create a FAQ bot, set up automatic answers, build a knowledge base, add FAQ entri...

LLM Wiki — Build a Compounding Knowledge Base with LLMs

Build, maintain, query, archive, and audit a Markdown / Obsidian knowledge Wiki continuously maintained by an LLM. Use this skill to initialize a personal kn...

Alibabacloud Analyticdb Postgresql Knowledgebase Ops

ADBPG Knowledge Base Management: Create knowledge bases, upload documents, search, Q&A. Triggers: "knowledge base", "document library", "document upload", "k...

Cogmate Client

Access and query Cogmate personal knowledge systems for knowledge retrieval, semantic search, and Q&A using a valid CogNexus access token.

RagClaw Knowledge Base

Local-first knowledge base to index, search, and manage documents and web pages offline using SQLite and local embedding models.

Edge Knowledge Graph

Build and query focused knowledge graph subgraphs locally on resource-limited edge devices for low-latency, offline-aware reasoning and incremental updates.

Akashic Knowledge Base

Query your knowledge base using AI-powered search. Combines web search with chat AI for comprehensive answers.

Edgebric

Search and manage your private knowledge base. Find documents, query knowledge, upload files, and manage data sources in Edgebric.

Hermit Search Publish

Local semantic search over knowledge base collections powered by Hermit. Use when: searching knowledge base, semantic search, querying documents, managing co...

HeteroMind - Unified Knowledge QA

Unified heterogeneous knowledge QA system. Automatically routes natural language queries to SQL databases, Knowledge Graphs, or table files using 4-layer det...

LightRAG Knowledge Base

Deploy LightRAG as a shared knowledge graph for OpenClaw agents. Gives all your agents a common brain — query cross-agent knowledge, auto-index daily logs, a...

Bohrium LKM (Large Knowledge Model)

Large Knowledge Model (LKM) via open.bohrium.com. Use when: user asks about searching scientific knowledge graphs, verifying claims with evidence, querying v...