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75f714b454e0ec8b9daf3a78f7897df16bffae94
seed-mcp/corpus/bayer_seeds/asgrow-ag34xf6.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-ag34xf6",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG34XF6 BRAND",
"product_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US",
"hybrid_prefix": "AG34XF6",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2026,
"relative_maturity": null,
"maturity_group": "3.4",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG34XF6 brand is an XtendFlex® soybean with 3.4 relative maturity. AG34XF6 brand has great yield potential with double gene stack for Phytophthora root rot tolerance, and strong tolerance to southern stem canker and brown stem rot.",
"strengths": [
"1) Tall plant with average standability.",
"2) Double gene stack of Rps1c and Rps3a for Phytophthora root rot with good field tolerance.",
"3) Outstanding tolerance to southern stem canker and brown stem rot.",
"4) Soybean cyst nematode resistant with great yield potential."
],
"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,Rps3a"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "5"
},
{
"characteristic": "WHITE MOLD",
"value": "5"
},
{
"characteristic": "BROWN STEM ROT",
"value": "3"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "5"
},
{
"characteristic": "FROGEYE LEAF SPOT",
"value": "6"
},
{
"characteristic": "SOUTHERN STEM CANKER",
"value": "1"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Inc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "3"
},
{
"characteristic": "VARIETY CODE",
"value": "01116480"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "IB"
},
{
"characteristic": "OIL CONTENT",
"value": "21.03"
},
{
"characteristic": "POD WALL COLOR",
"value": "BR"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "38.7"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "3.4"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF"
},
{
"characteristic": "CANOPY",
"value": "M"
},
{
"characteristic": "FLOWER COLOR",
"value": "Purple"
},
{
"characteristic": "PUBESCENCE COLOR",
"value": "G"
},
{
"characteristic": "PLANT HEIGHT CATEGORY",
"value": "T"
}
]
},
{
"label": "PRODUCTION",
"type": "production",
"items": [
{
"characteristic": "EMERGENCE",
"value": "2"
},
{
"characteristic": "STANDABILITY",
"value": "4"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "1"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "5"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JEF_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8A_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8B_1"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5F_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5D_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5M_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8K_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBM_1"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBK_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5J_1"
},
{
"product_list_name": "West Central Illinois 2026",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C1M_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5C_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5J_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C3A_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBQ_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J6B_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5K_1"
},
{
"product_list_name": "Northwest Kansas & Colorado 2026",
"agronomist": "David Brachtenbach",
"agronomist_email": "david.brachtenbach@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5B_1"
},
{
"product_list_name": "Southwest Iowa 26 DK AG Ohara 2",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBC_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JEG_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8C_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5L_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J6F_1"
},
{
"product_list_name": "2026 Ohio Dekalb & Asgrow Guide",
"agronomist": "Brian Dressback",
"agronomist_email": "brian.dressback@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C9M_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J5M_1"
},
{
"product_list_name": "West Central Illinois 2026",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C1R_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J6C_2"
},
{
"product_list_name": "2026 Ohio Dekalb & Asgrow Guide",
"agronomist": "Brian Dressback",
"agronomist_email": "brian.dressback@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C9P_1"
},
{
"product_list_name": "2026 DEKALB/ASGROW SOUTHWEST IN GUIDE",
"agronomist": "Jordan Arndell",
"agronomist_email": "jordan.arndell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C4A_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JDG_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C3M_1"
},
{
"product_list_name": "2026 DEKALB/ASGROW SOUTHWEST IN GUIDE",
"agronomist": "Jordan Arndell",
"agronomist_email": "jordan.arndell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C4B_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JEH_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5P_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBR_1"
},
{
"product_list_name": "2026 E Central, Central & Northern NE",
"agronomist": "Josh Erwin",
"agronomist_email": "josh.erwin@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JDF_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Nora Schultz",
"agronomist_email": "nora.schultz@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J7B_1"
},
{
"product_list_name": "Southwest Iowa 26 Dekalb Asgrow",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBC_3"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8S_1"
},
{
"product_list_name": "handout2026",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_J6C_1"
},
{
"product_list_name": "2026 Eastern Ohio DEKALB & Asgrow Guide",
"agronomist": "Brad Miller",
"agronomist_email": "brad.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C9H_1"
},
{
"product_list_name": "West Central Illinois 2026",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_ZB5_1"
},
{
"product_list_name": "2026 SEED GUIDE",
"agronomist": "Luke Miller",
"agronomist_email": "luke.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C5N_1"
},
{
"product_list_name": "Southeast Indiana",
"agronomist": "Megan Taylor",
"agronomist_email": "megan.taylor@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C4D_1"
},
{
"product_list_name": "Southwest Iowa 26 DK AG AAron",
"agronomist": "John Swalwell",
"agronomist_email": "john.swalwell@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_JBC_2"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8F_1"
},
{
"product_list_name": "2026 Eastern Ohio DEKALB & Asgrow Guide",
"agronomist": "Brad Miller",
"agronomist_email": "brad.miller@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C9A_1"
},
{
"product_list_name": "2026 Northern Indiana Seed Guide",
"agronomist": "Jason Harmon",
"agronomist_email": "jason.harmon@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C3K_1"
},
{
"product_list_name": "West Central Illinois 2026",
"agronomist": "Lance Tarochione",
"agronomist_email": "lance.tarochione@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C1D_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG34XF6 BRAND_ASGROW_US_2026_C8L_1"
}
],
"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-ag34xf6-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:41:08.914Z",
"fetched_at": "2026-05-25T16:59:48.733668+00:00",
"scraper_version": "0.1.0"
}
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