agentleFS
3338902669-ops3338902669-ops/agent-orchestra/skills/image-search/SKILL.md

image_search

Skill93 starsChanged 42 days agoApache-2.0View on GitHub

Search the web by text query for image URLs and source pages for feeds, artifacts, and visual references. Does not identify a supplied image or person.

2 other projects use a version of this, 2 of them edited.

Adopted by

Most recently taken up by

  • Other versions2 projects use a version of this.

    Word for word · 0

    None found.

    Edited · 2

    1. obra/muse-skills★ 2020% same
    2. jacobwell/muse-skills★ 820% same

    Wrote their own version · 0

    None found.

    How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.

  • In this repository2 other files it gives its agents.

The file

We split this skill into the rules it gives an agent

3 rules. About 0 are common, 1 is distinctive, and 2 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈1

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 2

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    Only results with media_url or thumbnail_cdn_url are returned.

    line 27
  2. Distinctive:

    If the CLI is absent on your runtime, reimplement the same JSON contract against any image-search backend before using this skill.

    line 29
  3. Very specific:

    Prefer an HTTPS media_url with no credentials, query string, or fragment.

    line 34

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Image Search

Purpose

Find public images by text query and return their URLs plus source pages. Text-to-image search only — never use it to identify a person from a supplied photograph.

Tooling

Bundled CLI (Hatch runtime):

/opt/hatch/bin/image-search "<query>" --max-results 5 [--language <code>]

Output is JSON: {provider, query, request_id, results: [...]}. Each result carries:

  • media_url — preferred full-image URL when present.
  • thumbnail_cdn_url — renderable CDN preview; fallback when media_url is absent. Treat as cache, not durable storage.
  • page_url — source page; keep for provenance/attribution.
  • media_handle, candidate_ref — internal, non-renderable. Never fetch or display.

Only results with media_url or thumbnail_cdn_url are returned. Pick the best match, not blindly the first.

If the CLI is absent on your runtime, reimplement the same JSON contract against any image-search backend before using this skill.

Operating Rules

  1. This skill returns locators only. It does not download or upload. To keep a durable local copy (e.g. for an artifact or avatar), fetch the chosen URL yourself with the preflight below.
  2. Prefer an HTTPS media_url with no credentials, query string, or fragment. Use any returned locator byte-for-byte; never rewrite its query string.
  3. Preflight like a browser before fetching, one candidate at a time, bounded timeouts:
curl -fsSLI -A 'Mozilla/5.0' -H 'Accept: image/png,image/jpeg,image/gif,image/webp,image/*;q=0.5' -H 'Referer: <any-https-origin-that-is-not-the-image-host>' '<image-url>'
curl -fsSL --connect-timeout 10 --max-time 60 -A 'Mozilla/5.0' -H 'Accept: image/png,image/jpeg,image/gif,image/webp,image/*;q=0.5' -H 'Referer: <any-https-origin-that-is-not-the-image-host>' -o '<dest-file>' '<image-url>'

Accept only a final 2xx whose content type and file magic are an image. Reject hotlink-blocked, expiring, redirecting, 403/404, non-image, watermarked, or unstable URLs. Prefer PNG/JPEG; WEBP is fine except inside Word documents; convert HEIC to JPEG; avoid AVIF on web pages.

  1. For avatars/profile pictures: prefer stock or generated faces over identifiable real people; flag watermarks before handing the file over.

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