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seed-mcp/corpus/bayer_seeds/dekalb-dkc52-16.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-dkc52-16",
"vendor": "Bayer",
"brand": "DEKALB",
"product_name": "DKC52-16 BRAND",
"product_id": "CORN_DKC52-16 BRAND_DEKALB_US",
"hybrid_prefix": "DKC52-16",
"hybrid_suffix": "BRAND",
"crop": "corn",
"release_year": 2022,
"relative_maturity": "102",
"maturity_group": null,
"wheat_class": null,
"trait_stack": [
"CONV"
],
"trait_descriptions": [
"Conventional"
],
"positioning_statement": "DKC52-16 Brand is an eye-catching 102 RM hybrid that has shown excellent yield potential and stability in the 100 to 105 RM zones. It can provide an overall good agronomic package including good stalks and root strength as well as greensnap tolerance. ",
"strengths": [
"Very good test weight and grain quality",
"Can provide good Goss's Wilt tolerance",
"Very good stalk strength",
"Excellent staygreen and very good late season harvest appearance",
"Hybrid has shown good performance in stressed growing conditions",
"Has shown to be a strong candidate for corn following corn environments",
"Product has shown response to density in managed programs to maximize yield potential"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "GRAY LEAF SPOT",
"value": "5"
},
{
"characteristic": "ANTHRACNOSE STALK ROT",
"value": "3"
},
{
"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": "3"
},
{
"characteristic": "STALK STRENGTH",
"value": "2"
},
{
"characteristic": "DROUGHT TOLERANCE",
"value": "3"
},
{
"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": "1285"
},
{
"characteristic": "GDUS TO BLACK LAYER",
"value": "2540"
},
{
"characteristic": "VALUE ADDED TRAIT",
"value": "CONV"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "102"
},
{
"characteristic": "PLANTING RATE",
"value": "Med High"
},
{
"characteristic": "NEW PRODUCT",
"value": "NO"
},
{
"characteristic": "VARIETY",
"value": "01079865"
}
]
},
{
"label": "HARVEST",
"type": "harvest",
"items": [
{
"characteristic": "STAYGREEN",
"value": "4"
},
{
"characteristic": "HARVEST APPEARANCE",
"value": "2"
},
{
"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": "18"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J1H_1"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4N_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_ZBI_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4B_3"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C5M_1"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3H_2"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J7M_1"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J5F_1"
},
{
"product_list_name": "2025 IDAHO, UTAH SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_G6B_2"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J1D_2"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4N_3"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J1D_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3A_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3H_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4H_2"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3K_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J8A_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4B_2"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J5B_1"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J7N_1"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4F_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4F_3"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_ZBK_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C5N_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J8F_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C5J_1"
},
{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C6F_1"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3M_2"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4M_1"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4B_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_ZBL_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4H_3"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J8C_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_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_DKC52-16 BRAND_DEKALB_US_2026_G6C_1"
},
{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C6L_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_ZBM_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4P_2"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3A_2"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J7G_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J1H_2"
},
{
"product_list_name": "2026 Washington, Oregon, SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_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_DKC52-16 BRAND_DEKALB_US_2026_J1C_2"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4K_1"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4Q_1"
},
{
"product_list_name": "2025 IDAHO, UTAH SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_G6C_2"
},
{
"product_list_name": "2025 Washington, Oregon, SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_G6B_3"
},
{
"product_list_name": "Duplicate 2023 Northeast Seed Resource G",
"agronomist": "Shaun Heinbaugh",
"agronomist_email": "shaun.heinbaugh@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C6J_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4N_2"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_ZBJ_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C5D_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4P_3"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C5K_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3M_1"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_C3K_2"
},
{
"product_list_name": "2025 Washington, Oregon, SEED GUIDE",
"agronomist": "Dave Heimkes",
"agronomist_email": "david.heimkes@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_G6C_3"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4P_1"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4L_1"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J1C_1"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "CORN_DKC52-16 BRAND_DEKALB_US_2026_J4H_1"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
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{
"product_list_name": "2024 South Dakota Product Guide",
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}
],
"image_url": "https://cs-assets.bayer.com/is/image/bayer/62503_31_MY23_DK_SEED_BAG_RENDERING_FIELDCORN_A",
"source_urls": [
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],
"sitemap_last_modified": "2026-05-12T14:41:21.775Z",
"fetched_at": "2026-05-25T17:04:29.124938+00:00",
"scraper_version": "0.1.0"
}
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