OpenViking

OpenViking is an open-source context database designed specifically for AI Agents(such as openclaw). OpenViking unifies the management of context (memory, resources, and skills) that Agents need through a file system paradigm, enabling hierarchical context delivery and self-evolving.

23 articles 5k View on GitHub ↗
23 articles
How to Implement Observer Endpoints for Retrieval Monitoring in OpenViking

Learn to implement observer endpoints for retrieval monitoring in OpenViking by injecting TrafficMonitor or wrapping Snapshot in an HTTP handler. Get real-time statistics now.

how-to-guide
Mar 8, 2026
How to Migrate from a Vector Database to the OpenViking Filesystem Paradigm

Easily migrate vector databases to OpenViking. Learn to export embeddings, initialize VikingFS, and upsert records with vectorized metadata synchronization. Get started today.

migration-guide
Mar 8, 2026
How to Debug Semantic Processing Pipeline Issues in OpenViking

Debug semantic processing pipeline issues in OpenViking by enabling DEBUG logging, checking worker threads, inspecting DagStats, and instrumenting key methods to pinpoint failures.

how-to-guide
Mar 8, 2026
How to Implement Cross-Directory Relational Queries in OpenViking

Implement cross-directory relational queries in OpenViking by utilizing DirIndex Trie and make_path_field_copy. Retrieve records from hierarchical paths and sub-paths up to a set depth.

how-to-guide
Mar 8, 2026
How to Optimize Token Consumption with Tiered Context Loading in OpenViking

Optimize token consumption with OpenViking's tiered context loading. Reduce LLM usage up to 90% by loading only necessary context using a three-level knowledge hierarchy.

how-to-guide
Mar 8, 2026
How to Implement Hotness Scoring for Time-Sensitive Retrieval in OpenViking

Learn how to implement hotness scoring in OpenViking to improve retrieval relevance. Combine document access frequency and recency for dynamic, time-sensitive results.

tutorial
Mar 8, 2026
How to Configure Security for API Keys and Authentication in OpenViking

Secure your OpenViking API with robust authentication. Learn to configure API keys and manage secrets in YAML for safe runtime operations.

how-to-guide
Mar 8, 2026
Async vs Sync Client Implementations in OpenViking: Complete Technical Comparison

Compare OpenViking sync vs async client implementations to understand differences in execution models, initialization, and concurrency capabilities. Optimize your application performance.

deep-dive
Mar 8, 2026
How to Configure Reranking for Improved Retrieval Accuracy in OpenViking

Learn to configure reranking in OpenViking using VikingDB's Rerank API and RerankConfig for enhanced retrieval accuracy and relevant search results.

how-to-guide
Mar 8, 2026
How to Implement Intent Analysis for Query Preprocessing in OpenViking

Learn how to implement intent analysis for query preprocessing in OpenViking. Understand how OpenViking uses IntentAnalyzer to create structured QueryPlans for retrieval.

how-to-guide
Mar 8, 2026
How to Set Up VikingFS with Custom Storage Backends in OpenViking

Discover how to set up VikingFS with custom storage backends in OpenViking. Configure StorageConfig with AGFS and VectorDB for enhanced file operations and semantic search.

how-to-guide
Mar 8, 2026
How to Manage Resources Using the viking:// URI Protocol in OpenViking

Learn to manage resources effectively in OpenViking using the viking:// URI protocol. Discover how the VikingURI class simplifies parsing, validation, and composition for seamless resource management.

how-to-guide
Mar 8, 2026

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Claude Codex Cursor VS Code OpenClaw Any MCP Client

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