wiki-retrieve

Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.

by AgriciDaniel 11k GitHub stars MIT Updated Aug 1, 2026
wiki-retrieve skill by AgriciDaniel
Social preview for AgriciDaniel/claude-obsidian

Overview

wiki-retrieve is an open-source productivity skill for Claude Code and compatible agents, published by AgriciDaniel. Its author describes it as: “Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, sema…”. The project has 11k stars on GitHub and is available under the MIT license. Add it to your setup with `/plugin marketplace add AgriciDaniel/claude-obsidian`.

What wiki-retrieve does

This extension derives search data from `wiki/` into `.vault-meta/`. It never changes canonical notes. Always pass the selected vault explicitly.

What’s inside

The SKILL.md for wiki-retrieve is organised into these sections:

  • Pipeline
  • Provision locally
  • Contextual-prefix privacy
  • Query
  • Integrity rules
  • Checkpoint

Installation

Add wiki-retrieve to your agent with:

/plugin marketplace add AgriciDaniel/claude-obsidian

Review a skill’s source before installing it — skills can instruct your agent to run commands. This command comes from the skill’s public repository, which is the source of truth for setup steps. New to skills? Read how to install Claude Code skills.

Supported agents

  • Claude Code — ships a claude code plugin marketplace

License

wiki-retrieve is published under the MIT license.

Strengths

  • Clear MIT license — safe to read and adapt within its terms
  • Ships in AgriciDaniel/claude-obsidian, an established project with 10,998 GitHub stars
  • Works with Claude Code
  • Actively maintained — repository updated in the last 90 days

Author

AgriciDaniel 52 skills in the catalog · GitHub profile ↗
View skills

Topics

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Frequently asked questions

What does wiki-retrieve do?
Build and query a vault-local contextual BM25 retrieval index with optional multilingual Nomic cosine reranking; use for retrieve, hybrid retrieval, BM25, rerank, contextual retrieval, chunk search, vault search, semantic search, find relevant passages, or retrieval diagnostics. Derived caches stay under .vault-meta, remote egress requires explicit consent, and unavailable reranking falls back deterministically.
How do I install wiki-retrieve?
Run /plugin marketplace add AgriciDaniel/claude-obsidian in your agent, then reload your skills. Review the source at https://github.com/AgriciDaniel/claude-obsidian before installing.
Is wiki-retrieve free to use?
Yes. wiki-retrieve is free and open source under the MIT license, so you can read, run, and adapt it within that license's terms.
Which agents does wiki-retrieve work with?
wiki-retrieve lists Claude Code — named in its SKILL.md, its plugin marketplace or its repository topics. Skills use the portable SKILL.md format, so other agents that read that format may load it too.
Where does wiki-retrieve come from?
wiki-retrieve ships inside AgriciDaniel/claude-obsidian, a repository that contains 17 catalogued skills in total. The repository's 10,998 GitHub stars apply to that whole collection, not to this skill on its own.

Run a bounded, source-grounded research loop, draft a cited dossier, and optionally propose a separately reviewed canonical vault merge. Use when the user wants autonomous or deep research that may access the public web. Triggers: /autoresearch, autoresearch, research this topic, deep dive into, investigate, find everything about, research and file, go research, build a wiki on.

Claude Code
11k GitHub stars MIT Updated Aug 1, 2026 Free

Create, inspect, and update Obsidian JSON Canvas boards with text, file, link, group, and edge nodes. Use for canvas status, canvas lists, visual maps, zones, spatial layouts, adding vault notes or media to a .canvas file, and requests such as create canvas, add to canvas, or put this on the canvas.

Claude Code
11k GitHub stars MIT Updated Aug 1, 2026 Free

Save a user-selected answer, decision, insight, or session summary into an Obsidian vault as one reviewed transaction. Use only when the user explicitly asks to preserve specific conversation content, not when they supply a file or URL to ingest. Triggers: /save, save this, save that answer, file this conversation, save this analysis, keep this insight, preserve this chat result.

Claude Code
11k GitHub stars MIT Updated Aug 1, 2026 Free

Ingest supplied source material into an Obsidian vault with provenance and claim tracking: pasted text, files staged in the selected vault's inbox or .raw archive, or explicitly approved URLs. Use for a single source or bounded batch, not for saving an assistant answer. Triggers: ingest, ingest this file, ingest this URL, process this source, read and file this source, batch ingest, ingest these sources.

Claude Code
11k GitHub stars MIT Updated Aug 1, 2026 Free

Read or configure the vault filing methodology and suggest destinations for planned knowledge creation under Generic, LYT, PARA, or Zettelkasten. Use for wiki mode, methodology mode, what is my vault mode, set vault mode, switch to PARA, use LYT, Zettelkasten setup, change mode, configure mode, or methodology routing. This skill does not save content or migrate notes.

Claude Code
11k GitHub stars MIT Updated Aug 1, 2026 Free