TrailSnap Agent
SkillMediaQuery 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.
No other account needed.
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_memoryfor fuzzy recollections andtrailsnap_get_person_timelineonly after resolving anidentity_idwithtrailsnap_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_organizationwhen the user asks to organize or save the selected photos and the token hasalbums:propose. Return itsapproval_urland 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
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trailsnap-agent- Source
- github.com/lc044/trailsnap