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75f714b454e0ec8b9daf3a78f7897df16bffae94
seed-mcp/corpus/bayer_seeds/asgrow-ag31xf2.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": "asgrow-ag31xf2",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG31XF2 BRAND",
"product_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US",
"hybrid_prefix": "AG31XF2",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2022,
"relative_maturity": null,
"maturity_group": "3.1",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG31XF2 brand is an early maturity group 3 XtendFlex® soybean with excellent standability and a strong defensive trait package. AG31XF2 has shown excellent yield performance across a wide variety of growing locations.",
"strengths": [
"Medium tall plant that stands very well",
"Soybean cyst nematode resistance",
"Good defensive package against Phytophthora rot",
"Tolerance to sudden death syndrome and brown stem rot"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "SOUTHERN ROOT KNOT (M. INCOGNITA)",
"value": "-"
},
{
"characteristic": "SOYBEAN CYST NEMATODE",
"value": "R3"
},
{
"characteristic": "PRR RESISTANCE",
"value": "Rps1c"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "5"
},
{
"characteristic": "WHITE MOLD",
"value": "4"
},
{
"characteristic": "BROWN STEM ROT",
"value": "3"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "4"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Inc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "3"
},
{
"characteristic": "VARIETY CODE",
"value": "1091758"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "IB"
},
{
"characteristic": "OIL CONTENT",
"value": "19.8"
},
{
"characteristic": "POD WALL COLOR",
"value": "BR"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "33.3"
},
{
"characteristic": "QUALITY TRAIT",
"value": "-"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "3.1"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF"
},
{
"characteristic": "CANOPY",
"value": "MB"
},
{
"characteristic": "FLOWER COLOR",
"value": "Purple"
},
{
"characteristic": "PUBESCENCE COLOR",
"value": "G"
},
{
"characteristic": "PLANT HEIGHT CATEGORY",
"value": "MT"
}
]
},
{
"label": "PRODUCTION",
"type": "production",
"items": [
{
"characteristic": "EMERGENCE",
"value": "2"
},
{
"characteristic": "STANDABILITY",
"value": "1"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "1"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "5"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J6D_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2P_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5N_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5P_2"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7G_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5M_2"
},
{
"product_list_name": "2025 East Central Illinois Product Guide",
"agronomist": "Randy Niver",
"agronomist_email": "randall.niver@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C1V_1"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBQ_2"
},
{
"product_list_name": "2024-2025 Dekalb Seed Guide",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBG_1"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7D_2"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J6M_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5J_2"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_ZBC_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Chris Kallal",
"agronomist_email": "christopher.kallal@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C1U_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBR_1"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_ZB7_1"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_ZBF_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JDF_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5D_2"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J6J_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Jason Skalsky",
"agronomist_email": "Jason.skalsky@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J9D_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2G_2"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBG_2"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7N_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2Q_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Jason Skalsky",
"agronomist_email": "Jason.skalsky@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JDA_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5P_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4H_2"
},
{
"product_list_name": "2026 EAST CENTRAL IOWA",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7D_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2J_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4B_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4N_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C7S_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5K_2"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2F_3"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C3M_2"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2M_2"
},
{
"product_list_name": "Southwest Iowa 26 DK AG Ohara 2",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBC_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Paige Thomsen",
"agronomist_email": "paige.thomsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4K_1"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C1D_1"
},
{
"product_list_name": "West Central Illinois 2023",
"agronomist": "Chris Kallal",
"agronomist_email": "christopher.kallal@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C1P_1"
},
{
"product_list_name": "2024-2025 Dekalb Seed Guide",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBD_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBM_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4H_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C3M_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JDG_1"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBC_3"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Paige Thomsen",
"agronomist_email": "paige.thomsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4Q_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C7M_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Reid Gill",
"agronomist_email": "reid.gill@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C7N_1"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_JBK_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS VT2P TRAIT FOCUS",
"agronomist": "Mackenzie Trader",
"agronomist_email": "mackenzie.trader.ext@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2H_1"
},
{
"product_list_name": "2025 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C3A_2"
},
{
"product_list_name": "2025 East Central Illinois Product Guide",
"agronomist": "Randy Niver",
"agronomist_email": "randall.niver@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2K_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Paige Thomsen",
"agronomist_email": "paige.thomsen@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4L_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C5J_1"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7B_2"
},
{
"product_list_name": "2026 EAST CENTRAL IOWA",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J7G_1"
},
{
"product_list_name": "SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2F_2"
},
{
"product_list_name": "Southern Illinois Seed Guide",
"agronomist": "Josh Tooley",
"agronomist_email": "joshua.tooley@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_C2F_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG31XF2 BRAND_ASGROW_US_2026_J4F_2"
},
{
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{
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{
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},
{
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{
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},
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}
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