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75f714b454e0ec8b9daf3a78f7897df16bffae94
seed-mcp/corpus/bayer_seeds/asgrow-ag21xf2.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-ag21xf2",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG21XF2 BRAND",
"product_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US",
"hybrid_prefix": "AG21XF2",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2022,
"relative_maturity": null,
"maturity_group": "2.1",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG21XF2 brand is a 2.1 RM soybean with the XtendFlex® trait. AG21XF2 offers high yield potential and a disease tolerance package for SCN, Phytophthora, sudden death syndrome and brown stem rot.",
"strengths": [
"Medium tall plant with good emergence and canopy",
"Resistance to SCN",
"Tolerance to iron deficiency chlorosis",
"Avoid placement in poorly drained fields prone to Phytophthora 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": "Rps3a"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "7"
},
{
"characteristic": "WHITE MOLD",
"value": "4"
},
{
"characteristic": "BROWN STEM ROT",
"value": "4"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "4"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "-"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "2"
},
{
"characteristic": "VARIETY CODE",
"value": "2410315"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "BR"
},
{
"characteristic": "OIL CONTENT",
"value": "19.5"
},
{
"characteristic": "POD WALL COLOR",
"value": "TN"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "35.5"
},
{
"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": "3"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "2"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "4"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7M_1"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4K_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4F_1"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZB7_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBI_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3Q_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Reid Gill",
"agronomist_email": "reid.gill@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7C_1"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3G_2"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4N_2"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7F_1"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBF_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1H_2"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4P_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBM_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBJ_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4F_2"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C3K_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7A_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Reid Gill",
"agronomist_email": "reid.gill@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7N_1"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3Q_2"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4B_2"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBC_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3D_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3L_1"
},
{
"product_list_name": "2024 Northern IL Local Recommendations",
"agronomist": "Jim Donnelly",
"agronomist_email": "jim.donnelly@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZB8_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBL_1"
},
{
"product_list_name": "Wisconsin 2025",
"agronomist": "Sammie Brantner",
"agronomist_email": "samantha.brantner@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7S_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1C_2"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C3M_1"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1C_1"
},
{
"product_list_name": "2025 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1D_2"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3M_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J8F_1"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3D_2"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3B_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4B_1"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4Q_1"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1D_1"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4L_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3G_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J8A_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Gary Hegg",
"agronomist_email": "gary.hegg@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_ZBK_1"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J8C_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4H_1"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7R_1"
},
{
"product_list_name": "Northeast Iowa 2026",
"agronomist": "Scott Johnson",
"agronomist_email": "scott.johnson1@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3N_1"
},
{
"product_list_name": "2025 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4N_1"
},
{
"product_list_name": "Wisconsin Seed Guide",
"agronomist": "Mike Hopke",
"agronomist_email": "michael.hopke@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C7G_1"
},
{
"product_list_name": "Northeast Iowa 2025",
"agronomist": "Rich Judge",
"agronomist_email": "richard.judge@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J3B_2"
},
{
"product_list_name": "DRINNERT 2025 Northwest Iowa Seed Guide",
"agronomist": "Dustin Rinnert",
"agronomist_email": "dustin.rinnert@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4M_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_C3A_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4H_2"
},
{
"product_list_name": "2024 South Dakota Product Guide",
"agronomist": "Jeff Spieler",
"agronomist_email": "jeff.spieler@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J8B_1"
},
{
"product_list_name": "2026 MINNESOTA DEKALB-ASGROW SEED GUIDE",
"agronomist": "Abby Ficker",
"agronomist_email": "abby.ficker@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J1H_1"
},
{
"product_list_name": "2023 Northwest Iowa Seed Guide",
"agronomist": "Jim McDermott",
"agronomist_email": "jim.mcdermott@bayer.com",
"variant_id": "SOYBEANS_AG21XF2 BRAND_ASGROW_US_2026_J4P_2"
}
],
"image_url": "https://cs-assets.bayer.com/is/image/bayer/Asgrow_SeedBag_60267_2_B",
"source_urls": [
"https://www.cropscience.bayer.us/soybeans/asgrow/asgrow-ag21xf2-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:41:03.961Z",
"fetched_at": "2026-05-25T16:59:27.051183+00:00",
"scraper_version": "0.1.0"
}
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