Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add drolosoft/immich-photo-manager --skill travel-mapgit clone --depth 1 https://github.com/drolosoft/immich-photo-managerWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/drolosoft/immich-photo-manager/travel-map)<a href="https://agentmods.dev/skills/drolosoft/immich-photo-manager/travel-map"><img src="https://agentmods.dev/badge/skills/drolosoft/immich-photo-manager/travel-map/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/drolosoft/immich-photo-manager/travel-map"><img src="https://agentmods.dev/badge/skills/drolosoft/immich-photo-manager/travel-map.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00116 | $0.02114 |
| Opus 5 | $0.00058 | $0.01057 |
| Sonnet 5 | $0.00023 | $0.00423 |
| Haiku 4.5 | $0.00012 | $0.00211 |
Grade A, and why
travel-map scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Travel Map
⚠️ Connection Required: ALWAYS CHECK FIRST
Before doing ANYTHING else in this skill, call ping on the Immich MCP server.
- If
pingsucceeds → proceed with the skill normally. - If
pingfails or the MCP tools are not available → STOP. Do not continue. Tell the user:
❌ Immich is not connected. This plugin needs a running Immich MCP server to work.
Run /setup-immich-photo-manager to configure your Immich connection. You'll need:
- Your Immich server URL (e.g.,
http://192.168.1.100:2283)- An Immich API key (how to create one)
- The MCP server configured (see /setup-immich-photo-manager)
Nothing in this plugin will work until the connection is configured.
Do NOT skip this check. Do NOT try to run any other tool first. Always ping, always block if it fails.
Generate an interactive HTML map showing all locations where photos were taken. Clusters photos by geographic proximity, shows photo counts and date ranges per location, and optionally links to Immich albums.
When to Use
- Visualize all travel destinations at a glance
- Discover forgotten trips (photos with GPS you didn't remember)
- Plan which geographic albums to create
- Share a "places I've been" page
Map Generation Workflow
Step 1: Extract GPS Data
Get all geotagged photos:
SELECT
"id",
("exifInfo"->>'latitude')::float as lat,
("exifInfo"->>'longitude')::float as lng,
"localDateTime",
"originalPath",
("exifInfo"->>'city') as city,
("exifInfo"->>'state') as state,
("exifInfo"->>'country') as country
FROM asset
WHERE "deletedAt" IS NULL
AND "exifInfo"->>'latitude' IS NOT NULL
AND ("exifInfo"->>'latitude')::float != 0
ORDER BY "localDateTime";
Or use the MCP tool get_map_markers for a lighter dataset.
Step 2: Cluster by Location
Group nearby photos into location clusters:
from collections import defaultdict
import math
def haversine(lat1, lng1, lat2, lng2):
"""Distance in km between two GPS points."""
R = 6371
dlat = math.radians(lat2 - lat1)
dlng = math.radians(lng2 - lng1)
a = math.sin(dlat/2)**2 + math.cos(math.radians(lat1)) * math.cos(math.radians(lat2)) * math.sin(dlng/2)**2
return R * 2 * math.asin(math.sqrt(a))
def cluster_locations(photos, radius_km=15):
"""Simple greedy clustering by distance."""
clusters = []
for photo in photos:
placed = False
for cluster in clusters:
if haversine(photo.lat, photo.lng, cluster.center_lat, cluster.center_lng) < radius_km:
cluster.add(photo)
placed = True
break
if not placed:
clusters.append(Cluster(photo))
return clusters
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 7d ago Changed 3b7494cb48b3
- 7d ago Changed 166146f55273
- 11d ago First seen · 213 lines · 116 tokens per session scan A 0e8b79fe8166
travel-map is a skill published in the GitHub repository drolosoft/immich-photo-manager (47 stars, last pushed 7d ago), licensed MIT. It adds 116 tokens to every session and 2,114 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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