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seed-mcp/corpus/bayer_seeds/asgrow-ag52xf0.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-ag52xf0",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG52XF0 BRAND",
"product_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US",
"hybrid_prefix": "AG52XF0",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2021,
"relative_maturity": null,
"maturity_group": "5.2",
"wheat_class": null,
"trait_stack": [
"XF"
],
"trait_descriptions": [
"XtendFlex"
],
"positioning_statement": "Asgrow® AG52XF0 brand is a 5.2 RM soybean with the XtendFlex® and SR® herbicide tolerance traits. AG52XF0 has high yield potential and has shown broad adaptation across soil types and yield levels.",
"strengths": [
"Medium tall to tall plant with medium bushy canopy",
"Resistance to soybean cyst nematode",
"Strong Phytophthora package from the Rps1c gene and very good field tolerance",
"Very good tolerance to SDS and southern stem canker"
],
"characteristics_groups": [
{
"label": "DISEASE RATINGS",
"type": "disease ratings",
"items": [
{
"characteristic": "SOUTHERN ROOT KNOT (M. INCOGNITA)",
"value": "S"
},
{
"characteristic": "SOYBEAN CYST NEMATODE",
"value": "R3"
},
{
"characteristic": "PRR RESISTANCE",
"value": "Rps1c"
},
{
"characteristic": "PRR FIELD TOLERANCE",
"value": "4"
},
{
"characteristic": "SUDDEN DEATH SYNDROME",
"value": "4"
},
{
"characteristic": "FROGEYE LEAF SPOT",
"value": "5"
},
{
"characteristic": "SOUTHERN STEM CANKER",
"value": "2"
}
]
},
{
"label": "SENSITIVITY",
"type": "sensitivity",
"items": [
{
"characteristic": "CHLORIDE SENSITIVITY",
"value": "Inc"
}
]
},
{
"label": "MANAGEMENT",
"type": "management",
"items": [
{
"characteristic": "MATURITY GROUP",
"value": "5"
},
{
"characteristic": "VARIETY CODE",
"value": "1077345"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "BL"
},
{
"characteristic": "OIL CONTENT",
"value": "19.9"
},
{
"characteristic": "POD WALL COLOR",
"value": "TN"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "34.8"
},
{
"characteristic": "QUALITY TRAIT",
"value": "-"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "5.2"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF/SR"
},
{
"characteristic": "CANOPY",
"value": "MB"
},
{
"characteristic": "FLOWER COLOR",
"value": "White"
},
{
"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"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4N_1"
},
{
"product_list_name": "2025 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4K_2"
},
{
"product_list_name": "CAROLINAS/SE VIRGINIA",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4D_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4Q_1"
},
{
"product_list_name": "Northwest Missouri 2025",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C8S_1"
},
{
"product_list_name": "Northwest Missouri 2025",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C8K_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEB_2"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4G_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4K_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JED_2"
},
{
"product_list_name": "West Tennessee",
"agronomist": "Wes Rodgers",
"agronomist_email": "wesley.rodgers@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G1A_1"
},
{
"product_list_name": "2025 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4F_2"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4C_1"
},
{
"product_list_name": "2025 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4G_2"
},
{
"product_list_name": "West Tennessee",
"agronomist": "Wes Rodgers",
"agronomist_email": "wesley.rodgers@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G1J_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4H_1"
},
{
"product_list_name": "2025 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4L_2"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3H_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4R_1"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3N_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4G_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEA_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEA_2"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEC_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4F_1"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4F_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4H_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEC_2"
},
{
"product_list_name": "South Carolina/ SE North Carolina",
"agronomist": "Zachary Webb",
"agronomist_email": "zachary.webb@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4B_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4K_1"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3K_1"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3L_1"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3M_1"
},
{
"product_list_name": "CAROLINAS/SE VIRGINIA",
"agronomist": "Jim Kiser",
"agronomist_email": "james.kiser@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_G4A_1"
},
{
"product_list_name": "2026 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4L_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEB_1"
},
{
"product_list_name": "2025 Kentucky Seed Guide",
"agronomist": "Todd Ladd",
"agronomist_email": "james.ladd@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C4H_2"
},
{
"product_list_name": "2027 MO Seed Guide",
"agronomist": "Corey Sokol",
"agronomist_email": "corey.sokol@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_C3J_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEE_1"
},
{
"product_list_name": "2025 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JEE_2"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 BRAND_ASGROW_US_2026_JED_1"
},
{
"product_list_name": "Northwest Missouri 2025",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG52XF0 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-ag52xf0-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:44:20.588Z",
"fetched_at": "2026-05-25T17:00:24.177244+00:00",
"scraper_version": "0.1.0"
}
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