GNO - Moteur de Connaissances Local

VérifiéSûr

Recherchez vos documents, fichiers et notes localement avec indexation BM25/vectorielle/hybride. Obtenez des réponses IA avec citations, sans cloud ni clés API.

Spar Skills Guide Bot
Data & IADébutant
2002/06/2026
Claude Code
#local-search#semantic-search#rag#document-indexing

Recommandé pour

Notre avis

GNO est un moteur de recherche local qui indexe des documents et permet des recherches sémantiques ou par mots-clés, avec réponses IA et citations.

Points forts

  • Recherche instantanée après indexation, sans dépendance cloud.
  • Multiples modes de recherche (BM25, vectoriel, hybride, IA) adaptés à différents besoins.
  • Interface web intégrée pour naviguer et interroger les documents.
  • Intégration MCP pour les assistants IA locaux.

Limites

  • Nécessite une indexation initiale qui peut être longue pour de gros volumes.
  • Les réponses IA nécessitent des modèles locaux à télécharger et configurer.
  • Ne fonctionne que sur les fichiers présents sur la machine locale.
Quand l'utiliser

Utilisez GNO lorsque vous devez rechercher rapidement des informations dans des documents locaux sans les envoyer vers le cloud.

Quand l'éviter

Évitez GNO si vos fichiers changent fréquemment et nécessitent une recherche en temps réel sans réindexation.

Analyse de sécurité

Sûr
Score qualité87/100

The skill only uses the 'gno' command, a local document indexing and search tool, with no dangerous operations, network calls, or data exfiltration.

Aucun point d'attention détecté

Exemples

Search notes for a specific topic
Search my notes for the meeting notes from last week
Index and search research papers
Index my research papers in ~/papers and then search for machine learning methods
Set up a document search system
Set up a local document search system for my project folder

name: gno description: 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. allowed-tools: Bash(gno:*) Read

GNO - Local Knowledge Engine

Fast local semantic search. Index once, search instantly. No cloud, no API keys.

When to Use This Skill

  • User asks to search files, documents, or notes
  • User wants to find information in local folders
  • User needs to index a directory for searching
  • User mentions PDFs, markdown, Word docs, code to search
  • User asks about knowledge base or RAG setup
  • User wants semantic/vector search over their files
  • User needs to set up MCP for document access
  • User wants a web UI to browse/search documents
  • User asks to get AI answers from their documents
  • User wants to tag, categorize, or filter documents

Quick Start

gno init                              # Initialize in current directory
gno collection add ~/docs --name docs # Add folder to index
gno index                             # Build index (ingest + embed)
gno search "your query"               # BM25 keyword search

Command Overview

| Category | Commands | Description | | ------------ | ---------------------------------------------------------------- | ------------------------------------------------------ | | Search | search, vsearch, query, ask | Find documents by keywords, meaning, or get AI answers | | Retrieve | get, multi-get, ls | Fetch document content by URI or ID | | Index | init, collection add/list/remove, index, update, embed | Set up and maintain document index | | Tags | tags, tags add, tags rm | Organize and filter documents | | Context | context add/list/rm/check | Add hints to improve search relevance | | Models | models list/use/pull/clear/path | Manage local AI models | | Serve | serve | Web UI for browsing and searching | | MCP | mcp, mcp install/uninstall/status | AI assistant integration | | Skill | skill install/uninstall/show/paths | Install skill for AI agents | | Admin | status, doctor, cleanup, reset, completion | Maintenance and diagnostics |

Search Modes

| Command | Speed | Best For | | ---------------------- | ------- | ---------------------------------- | | gno search | instant | Exact keyword matching | | gno vsearch | ~0.5s | Finding similar concepts | | gno query --fast | ~0.7s | Quick lookups | | gno query | ~2-3s | Balanced (default) | | gno query --thorough | ~5-8s | Best recall, complex queries | | gno ask --answer | ~3-5s | AI-generated answer with citations |

Retry strategy: Use default first. If no results: rephrase query, then try --thorough.

Common Flags

-n <num>              Max results (default: 5)
-c, --collection      Filter to collection
--tags-any <t1,t2>    Has ANY of these tags
--tags-all <t1,t2>    Has ALL of these tags
--json                JSON output
--files               URI list output
--line-numbers        Include line numbers

Global Flags

--index <name>    Alternate index (default: "default")
--config <path>   Override config file
--verbose         Verbose logging
--json            JSON output
--yes             Non-interactive mode
--offline         Use cached models only
--no-color        Disable colors
--no-pager        Disable paging

Reference Documentation

| Topic | File | | ----------------------------------------------------- | ------------------------------------ | | Complete CLI reference (all commands, options, flags) | cli-reference.md | | MCP server setup and tools | mcp-reference.md | | Usage examples and patterns | examples.md |

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