diff --git a/.ha_mcp/logs/mcp_usage.jsonl b/.ha_mcp/logs/mcp_usage.jsonl
index 0e9e1b5d..e04825e0 100644
--- a/.ha_mcp/logs/mcp_usage.jsonl
+++ b/.ha_mcp/logs/mcp_usage.jsonl
@@ -4034,3 +4034,4 @@
 {"timestamp": "2026-10-08T17:52:54.757848+00:00", "tool_name": "ha_config_get_script", "parameters": {"script_id": "spoolman_set_spool_remaining"}, "execution_time_ms": 20.314455032348633, "success": true, "error_message": null, "response_size_bytes": 2243, "user_context": null}
 {"timestamp": "2026-10-08T17:56:17.201904+00:00", "tool_name": "ha_search", "parameters": {"query": "spoolman_spool_6", "domain_filter": null, "area_filter": null, "search_types": null, "limit": 30, "offset": 0, "exact_match": true, "include_hidden": true, "include_config": false, "group_by_domain": false, "per_domain_limit": null, "state_filter": null, "result_fields": ["entity_id", "state"], "fields": null, "config_time_budget": null, "ctx": {"_STATE_TTL_SECONDS": 86400}}, "execution_time_ms": 147.18079566955566, "success": true, "error_message": null, "response_size_bytes": 1924, "user_context": null}
 {"timestamp": "2026-10-08T17:58:47.229958+00:00", "tool_name": "ha_config_set_dashboard", "parameters": {"url_path": "sparkx-i7", "config": null, "python_transform": "slot_cards = []\nfor i in [1, 2, 3, 4]:\n    ce = 'sensor.sparkx_i7_cfs_box_1_slot_' + str(i) + '_color'\n    grams = 'input_number.sparkx_i7_slot_' + str(i) + '_grams'\n    cname = 'sensor.sparkx_i7_slot_' + str(i) + '_color_name'\n    icon_color = \"{% set c = states('\" + ce + \"') | replace('#', '') | lower %}{% if c | length == 6 %}#{{ c }}{% else %}var(--primary-color){% endif %}\"\n    primary = \"{{ states('\" + cname + \"') }} (#{{ states('\" + ce + \"') | replace('#', '') | upper }})\"\n    secondary = \"{% set color = states('\" + ce + \"') | replace('#', '') | lower %}{% set ns = namespace(id='') %}{% for e in integration_entities('spoolman') %}{% if e.endswith('_color_hex') and (states(e) | replace('#', '') | lower) == color %}{% set b = e[:-10] %}{% if (states(b) | float(0)) > 0 and ns.id == '' %}{% set ns.id = states(b ~ '_id') %}{% endif %}{% endif %}{% endfor %}{% if ns.id %}Spool {{ ns.id }} · {{ states('sensor.spoolman_spool_' ~ ns.id ~ '_vendor') }} · {{ states('sensor.spoolman_spool_' ~ ns.id ~ '_material') }} · {{ (states('sensor.spoolman_spool_' ~ ns.id) | float(0)) | round(1) }} g left{% elif color in ['', 'unknown', 'unavailable'] %}Slot color unavailable{% else %}No spool with stock matches this color{% endif %} · this print: {{ (states('\" + grams + \"') | float(0)) | round(1) }} g\"\n    slot_cards.append({'type': 'custom:mushroom-template-card', 'entity': ce, 'name': 'Slot ' + str(i), 'icon': 'mdi:printer-filament', 'icon_color': icon_color, 'primary': primary, 'secondary': secondary, 'multiline_secondary': True, 'grid_options': {'columns': 3}})\nnm_icon_color = \"{% set slot = states('sensor.sparkx_i7_active_filament_slot') %}{% set c = states('sensor.sparkx_i7_cfs_' ~ (slot | lower | replace(' ', '_')) ~ '_color') | replace('#', '') | lower %}{% if c | length == 6 %}#{{ c }}{% else %}var(--primary-color){% endif %}\"\nnm_secondary = \"{% set slot = states('sensor.sparkx_i7_active_filament_slot') %}{% set ce = 'sensor.sparkx_i7_cfs_' ~ (slot | lower | replace(' ', '_')) ~ '_color' %}{% set color = states(ce) | replace('#', '') | lower %}{% set ns = namespace(id='') %}{% for e in integration_entities('spoolman') %}{% if e.endswith('_color_hex') and (states(e) | replace('#', '') | lower) == color %}{% set b = e[:-10] %}{% if (states(b) | float(0)) > 0 and ns.id == '' %}{% set ns.id = states(b ~ '_id') %}{% endif %}{% endif %}{% endfor %}{% if ns.id %}Color #{{ color | upper }} → spool {{ ns.id }} ({{ states('sensor.spoolman_spool_' ~ ns.id ~ '_filament_name') }} · {{ (states('sensor.spoolman_spool_' ~ ns.id) | float(0)) | round(1) }} g left){% elif slot in ['', 'unknown', 'unavailable'] %}No slot latched{% elif color in ['', 'unknown', 'unavailable'] %}Slot color unavailable{% else %}Color #{{ color | upper }} — no spool with stock{% endif %}\"\nsec_a = {'type': 'grid', 'cards': [\n  {'type': 'heading', 'heading': 'CFS Slots — per-color deduction', 'icon': 'mdi:printer-filament'}\n] + slot_cards + [\n  {'type': 'tile', 'entity': 'input_number.sparkx_i7_spoolman_length_checkpoint', 'name': 'Length Checkpoint (cm)', 'icon': 'mdi:ruler-measure', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'input_text.sparkx_i7_print_spool_latch', 'name': 'Latched CFS Slot', 'icon': 'mdi:link-variant', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'sensor.sparkx_i7_used_material_length', 'name': 'Used Material Total (cm)', 'icon': 'mdi:plus-minus', 'grid_options': {'columns': 3}},\n  {'type': 'custom:mushroom-template-card', 'entity': 'sensor.sparkx_i7_active_filament_slot', 'name': 'Next Deduction Match', 'icon': 'mdi:magnet', 'icon_color': nm_icon_color, 'primary': \"{{ states('sensor.sparkx_i7_active_filament_slot') }}\", 'secondary': nm_secondary, 'multiline_secondary': True, 'grid_options': {'columns': 'full'}},\n  {'type': 'markdown', 'content': '**Spoolman UI:** [http://2c829f0e-spoolman.local.hass.io:7912](http://2c829f0e-spoolman.local.hass.io:7912)\\n\\nEach CFS slot is matched to the Spoolman spool with the same **color hex** that still has stock (remaining > 0). All 4 rolls live in the **CFS Lite** location in Spoolman.\\n\\n**Replaced a roll?** Register the new roll in Spoolman with the same color hex (location CFS Lite). No Home Assistant changes needed — exhausted spools are skipped automatically.', 'grid_options': {'columns': 'full'}}\n]}\ndetail = []\nfor sid, cname, slotn in [(3, 'Black', 1), (4, 'Crimson', 2), (5, 'White', 3), (6, 'Gold', 4)]:\n    NS = 'sensor.spoolman_spool_' + str(sid)\n    swatch = \"{% set c = states('\" + NS + \"_color_hex') | replace('#', '') | lower %}{% if c | length == 6 %}#{{ c }}{% else %}var(--primary-text-color){% endif %}\"\n    cards = [\n      {'type': 'heading', 'heading': 'Spool ' + str(sid) + ' — ' + cname + ' · CFS Slot ' + str(slotn), 'icon': 'mdi:spool'},\n      {'type': 'gauge', 'entity': NS, 'name': 'Remaining', 'unit': 'g', 'min': 0, 'max': 1000, 'severity': {'red': 0, 'yellow': 300, 'green': 600}, 'grid_options': {'columns': 6, 'rows': 3}},\n      {'type': 'custom:mushroom-template-card', 'entity': NS + '_color_hex', 'name': 'Color', 'icon': 'mdi:palette', 'icon_color': swatch, 'primary': \"{{ states('\" + NS + \"_color_hex') }}\", 'secondary': \"{{ states('\" + NS + \"_vendor') }} · {{ states('\" + NS + \"_filament_name') }} · {{ states('\" + NS + \"_material') }}\", 'multiline_secondary': True, 'grid_options': {'columns': 6}}\n    ]\n    for suf, nm, ic in [('used_weight', 'Used Weight', 'mdi:scale-balance'), ('used_percentage', 'Used %', 'mdi:chart-donut'), ('remaining_length', 'Remaining Length', 'mdi:ruler'), ('used_length', 'Used Length', 'mdi:ruler-square'), ('filament_weight', 'Full Spool Weight', 'mdi:weight-kilogram'), ('density', 'Density', 'mdi:weight-gram'), ('diameter', 'Diameter', 'mdi:circle-outline'), ('vendor', 'Vendor', 'mdi:factory'), ('material', 'Material', 'mdi:layers-triple'), ('filament_name', 'Filament Name', 'mdi:tag-outline'), ('bed_temp', 'Bed Temp', 'mdi:thermometer'), ('extruder_temp', 'Extruder Temp', 'mdi:thermometer-lines'), ('flow_rate', 'Flow Rate', 'mdi:progress-clock'), ('estimated_runout', 'Est. Runout', 'mdi:calendar-alert'), ('registered', 'Registered', 'mdi:calendar-check-outline'), ('id', 'Spool ID', 'mdi:identifier')]:\n        cards.append({'type': 'tile', 'entity': NS + '_' + suf, 'name': nm, 'icon': ic, 'grid_options': {'columns': 4}})\n    cards.append({'type': 'tile', 'entity': 'select.spoolman_spool_' + str(sid) + '_location', 'name': 'Location', 'icon': 'mdi:map-marker-outline', 'grid_options': {'columns': 4}})\n    detail.append({'type': 'grid', 'cards': cards})\napply_cards = []\nfor i in [1, 2, 3, 4]:\n    apply_cards.append({'type': 'tile', 'entity': 'input_number.spoolman_set_remaining', 'name': 'Apply to Slot ' + str(i), 'icon': 'mdi:content-save-outline', 'grid_options': {'columns': 3}, 'tap_action': {'action': 'perform-action', 'perform_action': 'script.spoolman_set_spool_remaining', 'data': {'slot': i}, 'confirmation': {'text': 'Overwrite remaining weight of the spool matching Slot ' + str(i) + ' (by color hex) in Spoolman?'}}})\nsec_adj = {'type': 'grid', 'cards': [\n  {'type': 'heading', 'heading': 'Adjust Remaining', 'icon': 'mdi:pencil-outline'},\n  {'type': 'entities', 'title': 'Set value (g)', 'show_header_toggle': False, 'entities': ['input_number.spoolman_set_remaining'], 'grid_options': {'columns': 6}}\n] + apply_cards + [\n  {'type': 'markdown', 'content': '**1.** Type the new remaining grams above. **2.** Tap **Apply to Slot N** for the slot holding that roll — it resolves the spool by the slot\\'s color hex, so it also works when the spool is exhausted (e.g. right after replacing a roll). **3.** The value is **absolute** — it replaces Spoolman\\'s remaining weight; print deductions continue from there. Avoid adjusting during a running print.', 'grid_options': {'columns': 'full'}}\n]}\nsec_link = {'type': 'grid', 'cards': [\n  {'type': 'heading', 'heading': 'Print Linkage', 'icon': 'mdi:printer-3d-nozzle'},\n  {'type': 'tile', 'entity': 'automation.sparkx_i7_latch_print_spool_for_spoolman', 'name': 'Latch + Segment Deduction', 'icon': 'mdi:link-variant', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'automation.sparkx_i7_deduct_filament_in_spoolman_on_print_complete', 'name': 'Print Complete Deduction', 'icon': 'mdi:minus-circle-outline', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'sensor.sparkx_i7_filament_weight_estimated', 'name': 'Current Job Weight (est.)', 'icon': 'mdi:weight-gram', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'input_number.sparkx_i7_filament_g_cm', 'name': 'Filament g/cm', 'icon': 'mdi:ruler', 'grid_options': {'columns': 3}},\n  {'type': 'tile', 'entity': 'sensor.sparkx_i7_active_filament_slot', 'name': 'Active CFS Slot', 'icon': 'mdi:palette-swatch-variant', 'grid_options': {'columns': 3}}\n]}\nhist_entities = []\nfor sid, cname, slotn in [(3, 'Black', 1), (4, 'Crimson', 2), (5, 'White', 3), (6, 'Gold', 4)]:\n    hist_entities.append({'entity': 'sensor.spoolman_spool_' + str(sid), 'name': 'Spool ' + str(sid) + ' (' + cname + ') remaining'})\n    hist_entities.append({'entity': 'sensor.spoolman_spool_' + str(sid) + '_used_weight', 'name': 'Spool ' + str(sid) + ' (' + cname + ') used'})\nsec_hist = {'type': 'grid', 'cards': [\n  {'type': 'heading', 'heading': 'Spool History', 'icon': 'mdi:history'},\n  {'type': 'history-graph', 'title': 'Remaining & Used (7 days)', 'hours_to_show': 168, 'show_names': True, 'entities': hist_entities, 'grid_options': {'columns': 'full'}},\n  {'type': 'markdown', 'content': '**Changing filaments:** 1. Set the slot color in the CFS app. 2. Register the new roll in Spoolman with the same color hex (location: CFS Lite). No Home Assistant changes needed — the automations match by color hex and skip exhausted spools (remaining > 0).', 'grid_options': {'columns': 'full'}}\n]}\nconfig['views'][3]['sections'] = [sec_a] + detail + [sec_adj, sec_link, sec_hist]", "config_hash": "08b45419f9b4f39b", "title": null, "icon": null, "require_admin": null, "show_in_sidebar": null, "MandatoryBPS": true, "BestPracticeKey": null, "return_screenshot": false, "view_path": null, "patch": null}, "execution_time_ms": 48.39181900024414, "success": true, "error_message": null, "response_size_bytes": 43528, "user_context": null}
+{"timestamp": "2026-10-08T17:58:58.311092+00:00", "tool_name": "ha_config_get_dashboard", "parameters": {"url_path": "sparkx-i7", "list_only": false, "force_reload": false, "entity_id": null, "card_type": null, "heading": null, "include_config": false, "include_screenshot": false, "view_path": "spoolman", "mode": null, "query": null}, "execution_time_ms": 11.150598526000977, "success": true, "error_message": null, "response_size_bytes": 27628, "user_context": null}