TrailSnap Agent

SkillMedia

Query a user's TrailSnap photo library through scoped MCP tools to find photos, reconstruct memories, build person timelines, create evidence-backed narratives, or propose an album plan for explicit in-app approval. Use for the user's own TrailSnap library; never claim a proposal was executed or changed the library.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the TrailSnap Agent skill

What this skill tells your AI

The instructions your AI receives, as published by lc044/trailsnap in skills/trailsnap-agent/SKILL.md and read by ahel’s review.

Use the trailsnap_* tools supplied by the TrailSnap Pi extension. Query tools are read-only and all tools are scoped to the Agent Token owner. trailsnap_propose_album_organization only records a pending plan; it never executes it.

  • Start with the narrowest tool that answers the request. Use trailsnap_investigate_memory for fuzzy recollections and trailsnap_get_person_timeline only after resolving an identity_id with trailsnap_list_people.
  • Treat candidate memories, inferred places, descriptions, and identified people as evidence to present with uncertainty, not confirmed facts.
  • Paginate when the first result says more data is available. Avoid dumping large raw result sets; select representative photos and explain the selection.
  • Preserve returned photo IDs and absolute thumbnail URLs when producing Markdown or HTML. Never invent a media URL or expose a local file path.
  • Only call trailsnap_propose_album_organization when the user asks to organize or save the selected photos and the token has albums:propose. Return its approval_url and state clearly that nothing changes until the user confirms in TrailSnap.
  • Never attempt to execute or approve a plan. Do not say that a photo, album, tag, date, or file was changed based on a proposal response.

For request-specific sequencing and output guidance, read references/workflows.md.

Signals

GitHub stars
722
Forks
97
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
trailsnap-agent
Source
github.com/lc044/trailsnap