{"enrichment":{"faq":[{"a":"wiki-query provides a read-only protocol designed for efficient, index-first searches across llm-wiki knowledge bases. It returns exact file citations alongside results, ensuring you know precisely where each piece of information originated. The protocol prioritizes speed through bounded lookups that respect the wiki's actual content boundaries.","q":"How does wiki-query enable fast wiki lookup with citations?"},{"a":"Yes. wiki-query is strictly read-only\u2014it never modifies, edits, or changes any wiki files. You can safely query your knowledge base across multiple LLM agents using a consistent protocol without risk of accidental alterations or side effects to your source material.","q":"Can I query wiki without editing or modifying wiki files?"},{"a":"wiki-query reports evidence gaps honestly rather than filling them from model memory. When information isn't found in the indexed wiki, the protocol tells you so explicitly. This bounded, fast lookup strategy ensures you distinguish between what your wiki actually contains and what an LLM might hallucinate.","q":"What is wiki-query's approach to honest gaps in evidence?"},{"a":"wiki-query defines a consistent protocol that multiple LLM agents can use simultaneously to query the same wiki index. This standardized approach ensures reliable, repeatable lookups regardless of which agent is running the query, making it suitable for distributed or multi-agent workflows.","q":"How does wiki-query work across multiple LLM agents?"},{"a":"Yes. wiki-query supports selective searching across inventory and raw evidence layers within your llm-wiki knowledge base. This flexibility lets you perform targeted lookups at different abstraction levels depending on whether you need high-level summaries or detailed source material.","q":"Can wiki-query search both inventory and raw evidence layers?"},{"a":"wiki-query is released under the MIT license, making it free to use, modify, and distribute in both open-source and commercial projects with minimal restrictions.","q":"What license does wiki-query use?"}],"shadow_tags":["read-only-access","index-driven-search","citation-tracking","knowledge-base-query","evidence-based-answers","bounded-reads","local-wiki-support","query-protocol"],"summary_rewrite":"wiki-query is a read-only protocol for fast, index-first lookups across llm-wiki knowledge bases. It prioritizes exact file citations and respects evidence boundaries, refusing to fill gaps from model memory. Use it for inventory checks and factual questions where provenance matters."},"files":[{"bytes":2797,"path":"profiles/query-lite/SKILL.md","sha256":"216af4f8b2d8bf2be6b398b919bbe8c324a950ca491494cd0ba2acb8046d2755","url":"https://skillfed.io/files/nvk/llm-wiki/query-lite/ceb164a0/SKILL.md"}],"id":"nvk/llm-wiki/query-lite","links":{"html":"https://skillfed.io/nvk/llm-wiki/query-lite","md":"https://skillfed.io/nvk/llm-wiki/query-lite.md","repo":"https://github.com/nvk/llm-wiki"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":90,"language":"Python","last_updated":"2026-07-15","license":"MIT","name":"wiki-query","publisher":"nvk","stars":899},"relations":{"similar":[{"id":"nvk/llm-wiki/wiki-query"},{"id":"nvk/llm-wiki/wiki"},{"id":"nvk/llm-wiki/wiki-manager"},{"id":"sammcj/agentic-coding/examples"},{"id":"vanillaflava/llm-wiki-skills/wiki-config"},{"id":"Ar9av/obsidian-wiki/wiki-query"},{"id":"sammcj/agentic-coding/llm-wiki"},{"id":"Ar9av/obsidian-wiki/wiki-update"},{"id":"AgriciDaniel/claude-obsidian/wiki"},{"id":"staruhub/ClaudeSkills/llm-wiki"}]},"slug":{"owner":"nvk","repo":"llm-wiki","skill":"query-lite"},"version":"ceb164a0"}