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seed-mcp/corpus/bayer_seeds/dekalb-dkc41-54rib.json
T
justin 75f714b454 Phase 4-5: deployable container + corpus snapshot + CI fixes 
deploy/docker-compose.yml — replace <product>/<registry> placeholders
with concrete values for Drawbar's stack:
- image: git.jpaul.io/justin/seed-mcp:latest (CF tunnel for pulls; CI
  pushes via LAN 192.168.0.2:1234 to avoid 100 MB body cap)
- container_name: seed-mcp
- port 8001:8000 (8001 host-side to not collide with crop-chem-docs
  on 8000)
- PRODUCT_NAME=crop_seed, hybrid search enabled, stateless HTTP
- llama-rerank shared with crop-chem-docs (NOT redefined here —
  expected to already be in Drawbar's parent compose network)
- networks.drawbar-mcp external: true so seed-mcp joins the existing
  cross-MCP shared network

.gitignore — corpus/ is now COMMITTED, not ignored. The monthly
refresh workflow scrapes and commits corpus changes; the image-only
workflow rebuilds indexes from the committed corpus. Allowing the
corpus to flow through git means the :corpus-YYYY.MM.DD image tag
pins to a specific seed-catalog snapshot. chroma/ and bm25/ remain
ignored — those are deterministically derived from corpus.

Initial committed snapshot: 614 varieties.
- bayer_seeds: 475 (DEKALB 288 + Asgrow 102 + WestBred 85)
- golden_harvest: 139 (Syngenta corn + soy; 36 sitemap URLs
  302-redirected = discontinued)

rag/chunk.py — normalize brand and crop to uppercase/lowercase in
Chroma metadata so cross-vendor brand-filter lookups don't break on
casing inconsistency (Bayer stores "DEKALB", Golden Harvest stores
"Golden Harvest"; _build_where uppercases user-supplied brand which
matched the former but not the latter pre-fix). Sidecar JSON keeps
original casing for display.

Stub scrapers (nk, agripro, becks_pfr, becks_products) — change
return code from 2 to 0 so the monthly-refresh CI workflow doesn't
fail on deferred sources. Real implementations will return 0 on
success / 1 on failure when they ship.

Smoke-tested cross-vendor retrieval against the 614-chunk index:
- list_versions shows both vendors with correct facet counts
- broad "corn hybrid 100 RM" query returns both DEKALB and Golden
  Harvest hits in top 5
- brand='Golden Harvest' filter returns 3 GH-only varieties
- variety-code prefilter still works (E085Z5 → top hit on GH)

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-25 13:40:05 -04:00

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{
"source": "bayer_seeds",
"source_key": "dekalb-dkc41-54rib",
"vendor": "Bayer",
"brand": "DEKALB",
"product_name": "DKC41-54RIB BRAND BLEND",
"product_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US",
"hybrid_prefix": "DKC41-54RIB",
"hybrid_suffix": "BRAND BLEND",
"crop": "corn",
"release_year": 2024,
"relative_maturity": "91",
"maturity_group": null,
"wheat_class": null,
"trait_stack": [
"SSPRIB"
],
"trait_descriptions": [
"SmartStax® PRO® RIB Complete® corn blend"
],
"positioning_statement": "DKC41-54RIB Brand Blend has shown yield stability and performance across environments with very good drought stress tolerance. This medium statured product has an attractive canopy and showcased incredible test weight and great kernel depth. ",
"strengths": [
"Incredible test weight with great kernel depth on a girthy ear; average drydown",
"Medium plant height with excellent staygreen and nice appearance at harvest",
"Product has shown strong stalk strength",
"Solid disease tolerance package including Northern Corn Leaf Blight, Goss’s Wilt, and Anthracnose Stalk Rot",
"SmartStax® PRO with RNAi Technology provides protection against corn rootworm with 3 modes of action"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "GRAY LEAF SPOT",
"value": "5"
},
{
"characteristic": "COMMON RUST",
"value": "3"
},
{
"characteristic": "ANTHRACNOSE STALK ROT",
"value": "2"
},
{
"characteristic": "GOSS'S WILT",
"value": "4"
},
{
"characteristic": "NORTHERN CORN LEAF BLIGHT - RACE 1",
"value": "4"
}
]
},
{
"label": "GROWTH",
"type": "growth",
"items": [
{
"characteristic": "SEEDLING GROWTH",
"value": "3"
},
{
"characteristic": "EMERGENCE",
"value": "3"
},
{
"characteristic": "ROOT STRENGTH",
"value": "2"
},
{
"characteristic": "STALK STRENGTH",
"value": "2"
},
{
"characteristic": "DROUGHT TOLERANCE",
"value": "2"
},
{
"characteristic": "GREENSNAP TOLERANCE",
"value": "3"
},
{
"characteristic": "PLANT HEIGHT",
"value": "Medium"
},
{
"characteristic": "EAR PLACEMENT",
"value": "Medium"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "GDUS TO MID-POLLINATION",
"value": "1200"
},
{
"characteristic": "GDUS TO BLACK LAYER",
"value": "2295"
},
{
"characteristic": "VALUE ADDED TRAIT",
"value": "SSPRIB"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "91"
},
{
"characteristic": "PLANTING RATE",
"value": "Medium"
},
{
"characteristic": "NEW PRODUCT",
"value": "NO"
},
{
"characteristic": "VARIETY",
"value": "01089992"
}
]
},
{
"label": "HARVEST",
"type": "harvest",
"items": [
{
"characteristic": "STAYGREEN",
"value": "2"
},
{
"characteristic": "HARVEST APPEARANCE",
"value": "2"
},
{
"characteristic": "DRYDOWN",
"value": "3"
},
{
"characteristic": "TEST WEIGHT",
"value": "1"
}
]
},
{
"label": "HERBICIDE",
"type": "herbicide",
"items": [
{
"characteristic": "GROWTH REGULATORS SENSITIVITY",
"value": "A"
},
{
"characteristic": "ISOXAZOLES SENSITIVITY - PREEMERGENCE",
"value": "A"
},
{
"characteristic": "SULFONYLUREAS SENSITIVITY",
"value": "A"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plant description",
"items": [
{
"characteristic": "COB COLOR",
"value": "Red"
},
{
"characteristic": "KERNEL CAP COLOR",
"value": "Yellow"
},
{
"characteristic": "KERNEL ROW",
"value": "18"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5N_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5K_2"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J1H_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J5G_2"
},
{
"product_list_name": "2025 IDAHO, UTAH SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_G6C_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5D_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5M_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5P_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J9A_1"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7G_1"
},
{
"product_list_name": "2025 IDAHO, UTAH SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_G6B_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J1D_1"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7R_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Reid Gill",
"agronomist_email": "reid.gill@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7C_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7S_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5J_2"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7M_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J9A_2"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Reid Gill",
"agronomist_email": "reid.gill@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7N_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5P_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5N_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5M_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J5G_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7A_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5K_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5D_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C5J_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_J1C_1"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "CORN_DKC41-54RIB BRAND BLEND_DEKALB_US_2026_C7F_1"
}
],
"image_url": "https://cs-assets.bayer.com/is/image/bayer/62503_31_MY23_DK_SEED_BAG_RENDERING_SMARTSTAX_RIBCOMPLETE_A",
"source_urls": [
"https://www.cropscience.bayer.us/corn/dekalb/dekalb-dkc41-54rib-corn"
],
"sitemap_last_modified": "2026-05-12T14:42:15.822Z",
"fetched_at": "2026-05-25T17:03:34.227356+00:00",
"scraper_version": "0.1.0"
}
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