gno-bak-2026-01-28t18-01-20-10-30Search 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.
Install via ClawdBot CLI:
clawdbot install nicoataiza/gno-bak-2026-01-28t18-01-20-10-30Grade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
http://localhost:3000/graph`Audited Apr 17, 2026 · audit v1.0
Generated Mar 1, 2026
Law firms can index case files, contracts, and legal precedents stored in PDFs and Word documents. The skill enables fast semantic search to find relevant clauses or past cases, improving research efficiency and reducing manual review time.
Researchers and universities can use this to index academic papers, notes, and code repositories. It supports hybrid search for literature reviews and generates AI answers with citations, aiding in knowledge synthesis and collaboration.
Startups can set up a local knowledge base by indexing documentation, meeting notes, and project files. The web UI and MCP integration allow teams to quickly find information and get AI-driven insights, enhancing productivity and onboarding.
Healthcare providers can index patient records, clinical notes, and research papers in secure local environments. The skill facilitates semantic search to retrieve relevant medical information, supporting diagnosis and compliance without cloud dependencies.
Media companies and content creators can index scripts, articles, and multimedia metadata. It helps in finding related content, visualizing connections for storytelling, and managing archives with tagging and filtering capabilities.
Offer a cloud-enhanced version with additional features like team collaboration, advanced analytics, and premium support. Revenue comes from monthly or annual subscriptions tailored to business size and usage tiers.
Sell on-premise licenses to large organizations requiring high security and customization. Include dedicated support, training, and integration services, with revenue from one-time licenses or annual maintenance contracts.
Provide a free core version for individual users, monetizing through paid add-ons such as advanced AI models, priority indexing, or enhanced web UI features. Revenue is generated from upsells and in-app purchases.
💬 Integration Tip
Integrate with existing document management systems via MCP tools and use the CLI for automated indexing in workflows to ensure real-time searchability after file changes.
Scored Apr 19, 2026
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Real-time MCP server for general and vertical web searches, parallel batch queries, and full-page URL content extraction as Markdown.
Continuous self-improvement through structured reflection and memory
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).