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hermes-skills/stock-search-research/SKILL.md
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name, description, version, author, metadata
name description version author metadata
stock-search-research Stock material search methodology — 3-move flow (search → evaluate → download+classify+upload to TrueNAS), 3-loop cap, /tmp ledger. Opt-in skill for the research profile. 1.0.0 Hermes Agent
hermes
tags related_skills
research
search
stock
download
truenas
methodology
better-search-research
deep-web-research

stock-search-research — Stock Material Search + Download Methodology

Loaded explicitly via -s stock-search-research. Not loaded during normal interactive use of the research profile. This skill enforces a 3-move research flow with a hard 3-loop cap, ending in file download and TrueNAS upload.

§1 Overview

This skill performs a 3-move research flow:

  1. Move 1: Initial Search — 2-3 SearXNG searches for downloadable stock materials matching the query, read top results, write structured summary to /tmp/stock-<sid>.md.
  2. Move 2: AI Evaluation + Refine — Read the ledger from disk, self-evaluate for quality/relevance/license, optionally run 1-2 refinement searches.
  3. Move 3: Download + Classify + Upload — Read full ledger, download top files to /tmp/, classify by type, upload to TrueNAS via smbclient, update inventory.

Hard loop cap: 3 (1 initial search + up to 2 refinements). The cap is enforced by the ledger — at most 1 ## Search block and 2 ## Refinement blocks. No saturation-based continuation. No --resume — every dispatch is a fresh session with a new ledger and a new 3-loop budget.

Total budget: 50 turns. The 3-loop cap is the real limit; 50 turns is a safety net. If the agent hits 50, deliver partial results with a note.

Ledger: /tmp/stock-<sid>.md — a flat structured file. The ledger forces a re-read from disk at each move so details that scrolled out of context are not lost.

TrueNAS target: //10.0.0.117/proxmoxBackup/ai_vid_stock_material/ Access via smbclient -N //10.0.0.117/proxmoxBackup.

§2 Parsing the Target Category

The question string contains --target <category> at the end. Parse it:

  • start_frames → ai_vid_stock_material/start_frames/
  • character_refs → ai_vid_stock_material/character_refs/
  • audio → ai_vid_stock_material/audio/
  • misc_images → ai_vid_stock_material/misc_images/
  • all or missing → classify by file extension (see §4)

Strip --target <category> from the question before using it as the search query.

§3 Move 1: Initial Search

Turns 1-5. Gather downloadable stock materials.

  1. Run 2-3 SearXNG searches with different framings:
    • One broad: <query> free download stock image
    • One specific: <query> site:pexels.com OR site:unsplash.com OR site:pixabay.com
    • One targeted: <query> site:huggingface.co OR site:civitai.com (for AI-specific stock)
    • For audio: add site:freesound.org OR site:epidemicsound.com
    • Use filetype:png OR filetype:jpg when searching for images
  2. Read top 1-3 results per search with mcp_searxng_web_url_read.
  3. For each result, identify:
    • Direct download URL (not a page — the actual file URL)
    • File type (image, audio, video)
    • License (free/commercial/attribution required)
    • Resolution/quality notes
  4. Write a structured summary to /tmp/stock-<sid>.md:
## Question
<verbatim question with --target stripped>

## Target Category
<category>

## Search 1: <query>
- Source: <url>
- Download URL: <direct file URL>
- Type: image/png | image/jpg | audio/mp3 | audio/wav
- License: free | commercial | attribution | unknown
- Notes: <resolution, quality, relevance>

## Search 2: <query>
...

SearXNG error handling: Same as better-search-research §2 — VPN reconnect on first failure, different framing on second, proceed to Move 3 on third.

§4 Move 2: AI Evaluation + Refine

Turns 6-15. Evaluate quality and fill gaps.

  1. Read /tmp/stock-<sid>.md from disk.

  2. Self-evaluate using these criteria (write the eval to the ledger):

    • Relevance: Does each result match the query intent?
    • Quality: Resolution sufficient? (Images: min 512px. Audio: min 44.1kHz.)
    • License: Safe to use? Prefer free/commercial. Flag attribution-required.
    • Downloadability: Is there a direct download URL? Skip pages that only show previews.
    • Coverage: Enough results? (Aim for 3-10 good files.)

  3. IF gaps → write ## Refinement <N>: <new query> to ledger, run 1-2 more searches, append findings.

  4. Hard cap: 2 refinements total. Track count in the ledger.

  5. IF no gaps (or cap hit) → proceed to Move 3.

Ledger format for refinements:

## Refinement 1: <new query>
- Source: <url>
- Download URL: <direct file URL>
- Type: <file type>
- License: <license>
- Notes: <notes>

§5 Move 3: Download + Classify + Upload

Turns 16-50. Download files and upload to TrueNAS.

  1. Read full ledger from /tmp/stock-<sid>.md.
  2. Create a temp directory: mkdir -p /tmp/stock-dl-<sid>/
  3. For each result with a direct download URL:
    • Download: wget -q -P /tmp/stock-dl-<sid>/ "<download_url>"
    • Skip if download fails (3 retries max, then blacklist)
    • Skip if file is < 1KB (likely an error page)
  4. Classify each downloaded file:
    • .png, .jpg, .jpeg, .webp → start_frames/ (if target is all or start_frames)
    • .mp3, .wav, .ogg, .flac → audio/
    • .mp4, .webm, .mov → misc_images/ (no video category yet)
    • Everything else → misc_images/
    • If a specific --target was given, ALL files go to that category
  5. Upload each file to TrueNAS: 
    smbclient -N //10.0.0.117/proxmoxBackup -c "cd ai_vid_stock_material\\<category>; put /tmp/stock-dl-<sid>/<filename> <filename>"
    • Use backslashes in SMB paths: ai_vid_stock_material\\start_frames
    • If a file with the same name exists, append -<N> before the extension
  6. Update the inventory README on TrueNAS: 
    # Download current README
smbclient -N //10.0.0.117/proxmoxBackup -c "cd ai_vid_stock_material; get README.md /tmp/stock-dl-<sid>/README.md"
# Append new entries
echo "## Stock Search: <date> — <query>" >> /tmp/stock-dl-<sid>/README.md
for each uploaded file:
  echo "- <category>/<filename> — <source_url> — <license>" >> /tmp/stock-dl-<sid>/README.md
# Upload updated README
smbclient -N //10.0.0.117/proxmoxBackup -c "cd ai_vid_stock_material; put /tmp/stock-dl-<sid>/README.md README.md"
  7. Clean up: rm -rf /tmp/stock-dl-<sid>/
  8. Report to stdout: 
    Downloaded N files to TrueNAS:
- ai_vid_stock_material/<category>/<filename> (source: <url>, license: <license>)
- ...

Download safety:

  • Max 20 files per dispatch (prevents runaway downloads)
  • Max 500MB total per dispatch
  • Skip any URL that redirects to a different domain (potential malware)
  • Skip .exe, .dmg, .pkg, .msi files (executables)
  • If smbclient fails, report the error — do not retry more than 3 times

§6 Safety Boundaries

These persist across all turns — they are in the skill, not in fading context:

  • Confined to /tmp. All downloads go to /tmp/stock-dl-<sid>/. Never write outside /tmp except for TrueNAS uploads.
  • No self-provisioning. Never install software. No pip, npm, apt, docker, or any package manager. Use only what's already configured (wget, smbclient, ffprobe).
  • No repeat searches. If you catch yourself searching the same thing twice, stop. That sub-question is saturated.
  • Blacklist after 3 failures. If a URL returns an error 3 times, blacklist it and move on. Do not retry indefinitely.
  • Local and free only. No internet-based paid services, no SaaS APIs with billing, no metered endpoints.
  • Max 20 files, 500MB total per dispatch. Hard cap to prevent runaway downloads.
  • No executables. Skip .exe, .dmg, .pkg, .msi.

§7 Cap-Hit Behavior

When the 3-loop cap is hit (1 initial search + 2 refinements used) without satisfaction:

  1. Proceed directly to Move 3 — download what you have.
  2. In the stdout report, add a note:

    Note: Loop cap reached (3 loops / 1 initial + 2 refinements). Some results may not be fully explored. For exhaustive coverage, re-dispatch with a refined question or use deep-research.

When the 50-turn ceiling is hit:

  1. Download whatever files have been identified so far.
  2. Report with a header note: "incomplete — turn ceiling hit at Move N."

§8 See Also

  • better-search-research — medium-depth research without download (report-only)
  • deep-web-research — exhaustive multi-source research with disconfirmation
  • stock-search (dispatcher) — the operator-facing skill that triggers this methodology. Installed on all profiles; delegates to the research profile via research -s stock-search-research.
  • ai-vid-stock — manual stock management on TrueNAS (list, add, remove)
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