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/omh-source-finder

[omh] Gathering candidate papers, datasets, or repos: source candidate inventory - prepare typed source candidates and acquisition status before downstream work; use ulw-research to fetch and cite them, or research-brief to turn them into a decision-ready brief. Use when the

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oh-my-hermes
3.2k145 skills
Install
$ npx -y skills add rlaope/oh-my-hermes --skill omh-source-finder --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/omh-source-finder

Context preview

The summary Claude sees to decide when to auto-load this skill.

[omh] Gathering candidate papers, datasets, or repos: source candidate inventory - prepare typed source candidates and acquisition status before downstream work; use ulw-research to fetch and cite them, or research-brief to turn them into a decision-ready brief. Use when the

SKILL.md

omh-source-finder.SKILL.md
name: "omh-source-finder"
description: "[omh] Gathering candidate papers, datasets, or repos: source candidate inventory - prepare typed source candidates and acquisition status before downstream work; use ulw-research to fetch and cite them, or research-brief to turn them into a decision-ready brief. Use when the user says: source-finder, source finder, source acquisition, source intake, find papers and datasets, find datasets and repos, find papers, find arxiv link."
metadata:
  hermes:
    tags: [workflow, oh-my-hermes, research]
    category: research
    phase: source-acquisition
    role: researcher
    quality_tier: source-acquisition-gated

Source Finder

This is a Hermes-native `source-finder` workflow skill.

Why This Exists

`source-finder` exists so Hermes can turn vague source discovery requests into typed candidates, acquisition status, and downstream workflow choice without pretending OMH searched, downloaded, or verified the material.

Do Not Use When

  • The requested output is factual findings, comparison, or a summary rather than a typed candidate inventory and acquisition status; use `research`.
  • The user needs a business decision brief with evidence-versus-inference treatment; use `research-brief`.
  • The user asks for current citations, fact-finding, or source-backed synthesis; use `research`.
  • The user supplies a paper/PDF/arXiv/DOI/excerpt and wants explanation; use `paper-learning`.
  • The user asks for recurring monitoring, source inbox, or Scout/Analyst/Briefer operations; use `research-department`.
  • The user asks to export, convert, render, package, or attach a file; use `materials-package` or `deliverable-package`.
  • The user asks for an image card or visual summary; use `img-summary`.

Examples

Good example:

  • Prompt: source-finder find papers, datasets, and GitHub repos for evaluating browser agent benchmarks.
  • Expected behavior: Prepare source_finder_plan/v1 with typed candidates, acquisition states, missing observed evidence, and downstream choices.
  • Why: The user needs source candidates before deciding whether to learn, research, package, or implement.

Bad example:

  • Prompt: source-finder find current citations and summarize what the sources say.
  • Expected behavior: Route to `research` because the user asks for current evidence and synthesis, not candidate acquisition status.
  • Why: Source-finder prepares acquisition lifecycle metadata; research owns current evidence synthesis.

Completion Checklist

  • Source kinds, source boundaries, and downstream intent are named.
  • Each candidate has a source_candidate/v1 shape and acquisition state.
  • Observed states include provenance before being treated as evidence.
  • The next downstream workflow is recommended without claiming it ran.
  • Search, download, clone, extraction, hash, license, verification, and downstream processing gaps are explicit.

Recovery Notes

  • If the user asks for facts or citations, route to `research`.
  • If a candidate lacks a link or file reference, keep it candidate_prepared and ask for the next observable source step.
  • If the user wants to process a selected source, route to the downstream workflow instead of continuing source acquisition.

Workflow Lane

  • Current lane: **Research and company ops** (`product-docs`, `source-finder`, `web-research`, `research`, `model-optimization`, `inference-serving`, `model-finetuning`, `research-brief`, `+20 more`) - research, signals, ops, and briefings.
  • If intent belongs to another lane, hand back to `oh-my-hermes` or name the adjacent workflow.
  • Shared product, routing, compatibility, and evidence rules: `omh-routing/references/skill-common-rail.md`.

Use When

Use when the requested output is a typed source candidate inventory and acquisition status across papers, web links, datasets, GitHub repositories, public presentations, docs/specs, or unknown source material before choosing paper-learning, research, research-brief, research-department, materials-package, or an ultrawork delivery cycle.

Strong routing signals: `source-finder`, `source finder`, `source acquisition`, `source intake`, `find papers and datasets`, `find datasets and repos`, `find papers`, `find arxiv link`, `find arxiv paper`, `find datasets`, `find github repos`, `find oss repos`, `find presentations`, `find public slides`, `find docs and specs`, `find source candidates`, `download candidate`, `source candidate`, `acquisition status`, `자료 후보`, `출처 후보`, `arxiv 링크`, `arxiv 링크 찾아`, `논문 데이터셋 찾아`, `깃허브 저장소 찾아`, `공개 발표자료 찾아`, `문서 스펙 찾아`

Catalog Metadata

Category: `research` Phase: `source-acquisition` Hermes role: `researcher` Quality tier: `source-acquisition-gated` Reasoning demand: `standard`

Quality bar:

  • Name source kinds from: paper, web_link, dataset, github_repo, presentation, docs_spec, unknown.
  • Record acquisition state from: candidate_prepared, link_observed, download_link_prepared, download_observed, file_hash_recorded, text_extraction_observed, license_checked, verification_observed, downstream_selected.
  • Separate candidate preparation, observed link, observed download, file hash, text extraction, license check, verification, and downstream selection.
  • Attach observation provenance before treating any acquisition state as evidence.
  • Vary search angles across official docs, academic work, implementations, datasets, and criticism until each requested source kind has candidates or another angle change adds nothing new.
  • Recommend the next downstream workflow without pretending that downstream work already ran.

Handoff policy:

Keep source acquisition planning in Hermes. Do not claim search, download, clone, extraction, license check, verification, or downstream processing unless a wrapper or user records observed evidence.

Required inputs:

  • source target or topic
  • desired source kinds
  • source boundaries or exclusion criteria
  • downstream intent when known

Expected outputs:

  • source_finder_plan/v1
  • source_c
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