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75f714b454e0ec8b9daf3a78f7897df16bffae94
seed-mcp/corpus/bayer_seeds/asgrow-ag21xf0.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-ag21xf0",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG21XF0 BRAND",
"product_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US",
"hybrid_prefix": "AG21XF0",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2021,
"relative_maturity": null,
"maturity_group": "2.1",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG21XF0 brand is an early maturity group 2 XtendFlex® soybean that combines high yield potential with an excellent agronomic trait package.",
"strengths": [
"Medium tall plant with good standability",
"SCN resistance",
"Phytophthora root rot protection from the Rps1c gene and very good field tolerance",
"Above average tolerance to white mold",
"Good iron deficiency chlorosis tolerance"
],
"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": "4"
},
{
"characteristic": "WHITE MOLD",
"value": "4"
},
{
"characteristic": "BROWN STEM ROT",
"value": "3"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "3"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Inc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "2"
},
{
"characteristic": "VARIETY CODE",
"value": "1072328"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "BL"
},
{
"characteristic": "OIL CONTENT",
"value": "20.1"
},
{
"characteristic": "POD WALL COLOR",
"value": "BR"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "35.0"
},
{
"characteristic": "QUALITY TRAIT",
"value": "-"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "2.1"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF"
},
{
"characteristic": "CANOPY",
"value": "MB"
},
{
"characteristic": "FLOWER COLOR",
"value": "Purple"
},
{
"characteristic": "PUBESCENCE COLOR",
"value": "LT"
},
{
"characteristic": "PLANT HEIGHT CATEGORY",
"value": "MT"
}
]
},
{
"label": "PRODUCTION",
"type": "production",
"items": [
{
"characteristic": "EMERGENCE",
"value": "2"
},
{
"characteristic": "STANDABILITY",
"value": "4"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "1"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "3"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2025 East Central Iowa",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7M_2"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8J_2"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J3B_2"
},
{
"product_list_name": "2025 East Central Iowa",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7G_2"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4H_2"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4F_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C5M_2"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBJ_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBI_1"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6D_1"
},
{
"product_list_name": "2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6J_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8A_2"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C3N_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J1C_2"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J5G_2"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8F_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8P_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBM_1"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JBQ_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C5K_2"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4M_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6F_2"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBI_2"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C5D_2"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8C_3"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J3N_1"
},
{
"product_list_name": "2024-2025 Dekalb Seed Guide",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JBD_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Jason Skalsky",
"agronomist_email": "Jason.skalsky@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J9D_1"
},
{
"product_list_name": "2025 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_C5N_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4P_3"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Fuls",
"agronomist_email": "jeffrey.fuls@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8J_1"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7G_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4N_3"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6F_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8A_1"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8C_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6B_1"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J9A_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8A_3"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J1H_2"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JBG_2"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J3B_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBJ_2"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Jason Skalsky",
"agronomist_email": "Jason.skalsky@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JDA_1"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J3D_2"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4N_2"
},
{
"product_list_name": "2026 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8B_1"
},
{
"product_list_name": "2025 East Central Iowa",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7D_2"
},
{
"product_list_name": "2023 NORTHEAST IOWA Duplicate",
"agronomist": "Lance Goettsch",
"agronomist_email": "lance.goettsch@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7M_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4B_3"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J1D_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JDG_2"
},
{
"product_list_name": "2026 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4H_1"
},
{
"product_list_name": "2025 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JDC_1"
},
{
"product_list_name": "2024-2025 Dekalb Seed Guide",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_JBG_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_ZBK_2"
},
{
"product_list_name": "handout2026",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J6C_1"
},
{
"product_list_name": "2025 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J8F_2"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J5G_1"
},
{
"product_list_name": "Southwest Iowa 24",
"agronomist": "Andrew Penney",
"agronomist_email": "andrew.penney@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J7B_2"
},
{
"product_list_name": "NE Colorado, SE Wyoming and W. Nebraska",
"agronomist": "Dustin Schmer",
"agronomist_email": "dustin.schmer@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J9A_2"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF0 BRAND_ASGROW_US_2026_J4L_1"
},
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