Full-text search across OVP product state (sources, packs, claims).

Apache-2.0Auto-check passedBackend & APIs

Install Search

skills CLI
$ npx skills add fakechris/obsidian_vault_pipeline --skill search -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install fakechris/obsidian_vault_pipeline search --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/fakechris/obsidian_vault_pipeline.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/search .claude/skills/search && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
search
GitHub stars
162
Token cost
~206 tokens
SKILL.md length
90 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
Apache-2.0

At a glance

Full-text search across OVP product state (sources, packs, claims).

  • Phrase lookup when structured find filters are unknown
  • SKILL.md covers When to use, Arguments and Behavior
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Search implementation

What it does

Search is an agent skill from fakechris/obsidian_vault_pipeline. Full-text search across OVP product state (sources, packs, claims). Use for keyword or phrase lookup when structured find filters are unknown.

Its SKILL.md is about 210 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Backend & APIs, covering Search implementation. The repository describes itself as: A automatic pipeline that processing obsidian vault by llm from pinbord, obsidian Clipper etc. The licence is Apache-2.0.

When your agent uses it

  • Phrase lookup when structured find filters are unknown
  • Tasks that involve Search implementation

Example prompts

  • “/search”

What it can do on your machine

Read from SKILL.md and the folder at commit b9f1c9a. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Search loads about 206 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 90 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~206

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from fakechris/obsidian_vault_pipeline at commit b9f1c9a, republished under its Apache-2.0 licence (© fakechris). 90 words, ~206 tokens.

Download SKILL.mdSave it as .claude/skills/search/SKILL.md (or your agent's skills folder).
name
search
description
Full-text search across OVP product state (sources, packs, claims). Use for keyword or phrase lookup when structured find filters are unknown.

Use the ovp2 MCP search tool for full-text search across sources, packs, and claims.

When to use

  • Keyword / phrase hunt across product state
  • You do not yet know the right kind / tag / entity for find
  • Scouting before a deeper ask or claim audit

Arguments

ArgRequiredNotes
queryyesSearch query

Behavior

  • Interpret the query as keywords or a short phrase.
  • Summarize hits with title/id, type, and a one-line snippet — no raw JSON dumps.
  • For natural-language Q&A with verified receipts, prefer ask.
  • For structured inventory filters, prefer find.

© fakechris, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/search of fakechris/obsidian_vault_pipeline.

Open the folder on GitHubat commit b9f1c9a

Compare with similar skills

Search next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Search this skillfakechris/obsidian_vault_pipeline162—~206Automated safety check: PassApache-2.0
Firecrawl Search Integrationfirecrawl/firecrawl190k1 repos~1.1kAutomated safety check: PassISC
Product Full-Text Searchlobehub/lobehub83k—~4.1kAutomated safety check: PassCustom licence
Hackernewssigcli/sigcli2931 repos~2kAutomated safety check: PassMIT
Create Skillxlanex6/nuxt-meilisearch123—~752Automated safety check: PassMIT
Foundatio Repositoriesexceptionless/Exceptionless2.5k—~1.9kAutomated safety check: PassApache-2.0

Similar skills

  • Firecrawl Search Integration

    firecrawl/firecrawl

    Guidance for adding Firecrawl's /search endpoint to product code and agent workflows when a feature starts from a query rather than a URL.

    190k GitHub starsUsed in 1 repo~1.1k tokens
    Backend & APIsAuto-check passed
  • Guides work on LobeHub's own product search: the shared search repository, provider choice, Elasticsearch mappings, change syncing and reindexing.

    83k GitHub stars~4.1k tokensUpdated today
    Backend & APIsAuto-check passed
  • Hackernews

    sigcli/sigcli

    Interact with Hacker News (news.ycombinator.com) — browse top, new, and best stories, read item details and comment threads, look up user profiles, and search posts via Algolia.

    293 GitHub starsUsed in 1 repo~2k tokens
    Backend & APIsAuto-check passed
  • Create Skill

    xlanex6/nuxt-meilisearch

    Guide for creating effective skills following best practices.

    123 GitHub stars~752 tokensUpdated 3 mo ago
    Backend & APIsAuto-check passed
  • Foundatio Repositories

    exceptionless/Exceptionless

    Query, aggregate, patch, or paginate Exceptionless data through its Elasticsearch repository abstractions.

    2.5k GitHub stars~1.9k tokensUpdated today
    Backend & APIsAuto-check passed
  • Meilisearch

    xlanex6/nuxt-meilisearch

    Meilisearch open-source search engine with full-text, semantic, and hybrid search, filtering, faceting, and typo tolerance.

    123 GitHub stars~1.1k tokensUpdated 3 mo ago
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More from fakechris/obsidian_vault_pipeline

All 9 skills in this repo
  • Ask

    fakechris/obsidian_vault_pipeline

    Ask the OVP vault agent via MCP. An agent skill from fakechris/obsidian_vault_pipeline.

    162 GitHub stars~418 tokensUpdated 5 days ago
    Auto-check passed
  • Claim

    fakechris/obsidian_vault_pipeline

    Read one durable claim’s full evidence closure (text, gate verdicts, verbatim quotes and sources).

    162 GitHub stars~280 tokensUpdated 5 days ago
    Auto-check passed
  • Find

    fakechris/obsidian_vault_pipeline

    Query the OVP index with structured filters (sources, packs, claims, runs, tags, entities).

    162 GitHub stars~278 tokensUpdated 5 days ago
    Auto-check passed
  • Theme Page

    fakechris/obsidian_vault_pipeline

    Read grounded topic pages (wiki-style narratives woven from durable claims).

    162 GitHub stars~242 tokensUpdated 5 days ago
    Auto-check passed
  • Capture Drop

    fakechris/obsidian_vault_pipeline

    Drop bot/agent captures only into safe inbox folders (50-Inbox/00-Capture or Clippings).

    162 GitHub stars~311 tokensUpdated 5 days ago
    Auto-check passed
  • Doctor

    fakechris/obsidian_vault_pipeline

    Run health checks over OVP vault state. An agent skill from fakechris/obsidian_vault_pipeline.

    162 GitHub stars~181 tokensUpdated 5 days ago
    Auto-check passed

Categories

Questions about Search

What does Search do?

Full-text search across OVP product state (sources, packs, claims). Search is an agent skill from fakechris/obsidian_vault_pipeline. Full-text search across OVP product state (sources, packs, claims).

When should I use Search?

Search fits situations like: phrase lookup when structured find filters are unknown; tasks that involve Search implementation.

How do I install Search in Claude Code?

Run `npx skills add fakechris/obsidian_vault_pipeline --skill search -a claude-code`. Or copy the skill folder (skills/search in fakechris/obsidian_vault_pipeline) into .claude/skills/search in your project. Claude Code loads it when a task matches its description.

How do I install Search in Codex?

Run `npx skills add fakechris/obsidian_vault_pipeline --skill search -a codex`. Or copy the skill folder (skills/search in fakechris/obsidian_vault_pipeline) into .agents/skills/search in your project. Codex loads it when a task matches its description.

Can I use Search in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add fakechris/obsidian_vault_pipeline --skill search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/search, .gemini/skills/search, .github/skills/search and .opencode/skills/search in your project.

What does Search need to run?

SKILL.md names no scripts, command-line tools or credentials: Search is instructions for the agent only.

Does Search access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Search safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Search use?

Search is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Search use?

About 206 tokens (SKILL.md is roughly 824 characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Search?

Skills that share tags, products or a category with Search: Firecrawl Search Integration (firecrawl/firecrawl, 190k stars), Product Full-Text Search (lobehub/lobehub, 83k stars), Hackernews (sigcli/sigcli, 293 stars) and Create Skill (xlanex6/nuxt-meilisearch, 123 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Search?

fakechris (a GitHub user) maintains it in fakechris/obsidian_vault_pipeline, which has 162 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 3, 2026.

Source: fakechris/obsidian_vault_pipeline on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.