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seed-mcp/corpus/bayer_seeds/asgrow-ag48xf6.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-ag48xf6",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG48XF6 BRAND",
"product_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US",
"hybrid_prefix": "AG48XF6",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2026,
"relative_maturity": null,
"maturity_group": "4.8",
"wheat_class": null,
"trait_stack": [
"XF/SR"
],
"trait_descriptions": [
"XtendFlex/SR"
],
"positioning_statement": "Asgrow® AG48XF6 brand is a 4.8 RM XtendFlex® soybean with SR® herbicide tolerance. AG48XF6 brand has excellent disease tolerance package with Peking resistance to soybean cyst nematode, strong tolerance to frog eye leaf spot and southern stem canker and is a chloride excluder.",
"strengths": [
"1) Medium tall plant with above average standability.",
"2) Peking resistance for soybean cyst nematode.",
"3) Strong frog eye leaf spot tolerance.",
"4) Excellent tolerance to southern stem canker.",
"5) SR® trait for tolerance to certain sulfonylurea herbicides.",
"6) Chloride excluder."
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "SOUTHERN ROOT KNOT (M. INCOGNITA)",
"value": "S"
},
{
"characteristic": "SOYBEAN CYST NEMATODE",
"value": "MR1, R3"
},
{
"characteristic": "PRR RESISTANCE",
"value": "Rps1c"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "6"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "4"
},
{
"characteristic": "FROGEYE LEAF SPOT",
"value": "4"
},
{
"characteristic": "SOUTHERN STEM CANKER",
"value": "2"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Exc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "4"
},
{
"characteristic": "VARIETY CODE",
"value": "01113258"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "IB"
},
{
"characteristic": "OIL CONTENT",
"value": "21.63"
},
{
"characteristic": "POD WALL COLOR",
"value": "TN"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "39.5"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "4.8"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF/SR"
},
{
"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": "4"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "2"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "6"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1H_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEG_1"
},
{
"product_list_name": "2026 CAROLINAS PIEDMONT",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G4D_1"
},
{
"product_list_name": "2026 CAROLINAS PIEDMONT",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G4H_1"
},
{
"product_list_name": "2026 CAROLINAS PIEDMONT",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G4K_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1D_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEA_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026#2",
"agronomist": "Vint Hicks",
"agronomist_email": "t.hicks@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7B_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3M_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3R_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4H_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3B_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEE_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3F_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEF_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3C_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3N_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEH_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4L_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3N_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026",
"agronomist": "Eddie Beasley",
"agronomist_email": "edward.beasley@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7L_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEC_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C8B_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1R_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JEB_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1B_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C8A_1"
},
{
"product_list_name": "2026 CAROLINAS PIEDMONT",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G4A_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1Q_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3K_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3J_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3M_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4K_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026",
"agronomist": "Eddie Beasley",
"agronomist_email": "edward.beasley@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7D_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3Q_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026#2",
"agronomist": "Vint Hicks",
"agronomist_email": "t.hicks@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7P_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C8C_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4F_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_J5C_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4G_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_JED_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026#2",
"agronomist": "Vint Hicks",
"agronomist_email": "t.hicks@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7H_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3P_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G3A_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1C_1"
},
{
"product_list_name": "Southeast (AL/FL/GA) 2026",
"agronomist": "Eddie Beasley",
"agronomist_email": "edward.beasley@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G7R_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C8F_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C3L_1"
},
{
"product_list_name": "2027 MO Seed Guide - V3",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_C4C_1"
},
{
"product_list_name": "2026 CAROLINAS PIEDMONT",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G4G_1"
},
{
"product_list_name": "North Delta 2026",
"agronomist": "Josh Rupard",
"agronomist_email": "josh.rupard@bayer.com",
"variant_id": "SOYBEANS_AG48XF6 BRAND_ASGROW_US_2026_G1G_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-ag48xf6-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:43:47.194Z",
"fetched_at": "2026-05-25T17:00:15.451327+00:00",
"scraper_version": "0.1.0"
}
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