Files
seed-mcp/corpus/bayer_seeds/dekalb-dkc110-28rib.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-dkc110-28rib",
"vendor": "Bayer",
"brand": "DEKALB",
"product_name": "DKC110-28RIB BRAND BLEND",
"product_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US",
"hybrid_prefix": "DKC110-28RIB",
"hybrid_suffix": "BRAND BLEND",
"crop": "corn",
"release_year": 2026,
"relative_maturity": "110",
"maturity_group": null,
"wheat_class": null,
"trait_stack": [
"VT4PRIB"
],
"trait_descriptions": [
"VT4PRO™ RIB Complete® Corn Blend"
],
"positioning_statement": "DKC110-28RIB Brand Blend product is a versatile addition to the DEKALB® Brand VT4PRO™ Technology product Portfolio, delivering strong yield performance potential across diverse regions and yield environments. This product features a robust plant health package and good standability traits. ",
"strengths": [
"Good root strength and stalk strength",
"Very strong plant health package including Gray Leaf Spot, Northern Corn Leaf Blight tolerance, and average Tar Spot tolerance",
"Impressive greensnap tolerance, good Gosss Wilt tolerance, and above average pH tolerance enabling western adaptation",
"Potential movement south with strong stress tolerance and southern rust tolerance"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "GRAY LEAF SPOT",
"value": "4"
},
{
"characteristic": "COMMON RUST",
"value": "3"
},
{
"characteristic": "SOUTHERN RUST",
"value": "4"
},
{
"characteristic": "ANTHRACNOSE STALK ROT",
"value": "2"
},
{
"characteristic": "GOSS'S WILT",
"value": "4"
},
{
"characteristic": "EYE SPOT",
"value": "3"
},
{
"characteristic": "SOUTHERN CORN LEAF BLIGHT",
"value": "3"
},
{
"characteristic": "CORN LETHAL NECROSIS",
"value": "1"
},
{
"characteristic": "NORTHERN CORN LEAF BLIGHT - RACE 1",
"value": "3"
}
]
},
{
"label": "GROWTH",
"type": "growth",
"items": [
{
"characteristic": "SEEDLING GROWTH",
"value": "4"
},
{
"characteristic": "EMERGENCE",
"value": "3"
},
{
"characteristic": "ROOT STRENGTH",
"value": "3"
},
{
"characteristic": "STALK STRENGTH",
"value": "3"
},
{
"characteristic": "DROUGHT TOLERANCE",
"value": "4"
},
{
"characteristic": "GREENSNAP TOLERANCE",
"value": "2"
},
{
"characteristic": "PLANT HEIGHT",
"value": "Medium"
},
{
"characteristic": "EAR PLACEMENT",
"value": "Medium"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "GDUS TO MID-POLLINATION",
"value": "1360"
},
{
"characteristic": "GDUS TO BLACK LAYER",
"value": "2760"
},
{
"characteristic": "VALUE ADDED TRAIT",
"value": "VT4PRIB"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "110"
},
{
"characteristic": "PLANTING RATE",
"value": "Medium"
},
{
"characteristic": "NEW PRODUCT",
"value": "NO"
},
{
"characteristic": "VARIETY",
"value": "01116281"
}
]
},
{
"label": "HARVEST",
"type": "harvest",
"items": [
{
"characteristic": "STAYGREEN",
"value": "2"
},
{
"characteristic": "HARVEST APPEARANCE",
"value": "3"
},
{
"characteristic": "DRYDOWN",
"value": "2"
},
{
"characteristic": "TEST WEIGHT",
"value": "3"
}
]
},
{
"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": "16"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8B_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J9A_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8J_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3D_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C8S_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5D_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBM_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3N_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_ZBI_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JDF_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J7B_1"
},
{
"product_list_name": "handout2026",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J6C_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3B_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8F_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JDG_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J5G_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_ZBM_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_ZBL_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3G_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J6B_1"
},
{
"product_list_name": "Southwest Iowa 26 DK AG Ohara 2",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBC_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8L_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C8K_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBR_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5P_1"
},
{
"product_list_name": "2026 Washington, Oregon, SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_G6C_1"
},
{
"product_list_name": "2026 IDAHO, UTAH SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_G6B_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5K_1"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J5B_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_ZBJ_1"
},
{
"product_list_name": "Southwest Iowa 26 DK AG AAron",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBC_2"
},
{
"product_list_name": "2026 Southwest Nebraska Seed Guide",
"agronomist": "John Skalsky",
"agronomist_email": "john.skalsky@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J9B_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3Q_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8A_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5M_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8P_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J8C_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5J_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBQ_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3L_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C5N_1"
},
{
"product_list_name": "2026 Washington, Oregon, SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_G6B_2"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_ZBK_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J6C_2"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBC_3"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J5F_1"
},
{
"product_list_name": "2026 Southwest Nebraska Seed Guide",
"agronomist": "John Skalsky",
"agronomist_email": "john.skalsky@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J9C_1"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_JBK_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J3M_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_C8L_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "CORN_DKC110-28RIB BRAND BLEND_DEKALB_US_2026_J6F_1"
}
],
"image_url": "https://cs-assets.bayer.com/is/image/bayer/62503_31_MY23_DK_SEED_BAG_RENDERING_VT4PRO_RIBCOMPLETE_A",
"source_urls": [
"https://www.cropscience.bayer.us/corn/dekalb/dekalb-dkc110-28rib-corn"
],
"sitemap_last_modified": "2026-05-12T14:42:11.454Z",
"fetched_at": "2026-05-25T17:02:01.034861+00:00",
"scraper_version": "0.1.0"
}