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seed-mcp/corpus/bayer_seeds/asgrow-ag41xf6.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-ag41xf6",
"vendor": "Bayer",
"brand": "ASGROW",
"product_name": "AG41XF6 BRAND",
"product_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US",
"hybrid_prefix": "AG41XF6",
"hybrid_suffix": "BRAND",
"crop": "soybeans",
"release_year": 2026,
"relative_maturity": null,
"maturity_group": "4.1",
"wheat_class": null,
"trait_stack": [
"XF/SR"
],
"trait_descriptions": [
"XtendFlex/SR"
],
"positioning_statement": "Asgrow® AG41XF6 brand is a 4.1 RM XtendFlex® soybean with SR® herbicide tolerance. AG41XF6 brand has strong emergence and nice disease package for tolerance to soybean cyst nematode, Phytophthora root rot, sudden death syndrome, frog eye leaf spot and southern stem canker.",
"strengths": [
"1) Medium plant with strong emergence and average standability.",
"2) Resistance to soybean cyst nematode.",
"3) Strong field tolerance to Phytophthora root rot, sudden death syndrome and frog eye leaf spot.",
"4) Excellent southern stem canker tolerance.",
"5) SR® trait for tolerance to certain sulfonylurea herbicides."
],
"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": "4"
},
{
"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": "4"
},
{
"characteristic": "VARIETY CODE",
"value": "01113206"
}
]
},
{
"label": "PLANT DESCRIPTION",
"type": "plantDescription",
"items": [
{
"characteristic": "GROWTH HABIT",
"value": "Indeterminate"
},
{
"characteristic": "HILUM COLOR",
"value": "BL"
},
{
"characteristic": "OIL CONTENT",
"value": "21.70"
},
{
"characteristic": "POD WALL COLOR",
"value": "TN"
},
{
"characteristic": "PROTEIN CONTENT",
"value": "39.3"
},
{
"characteristic": "RELATIVE MATURITY",
"value": "4.1"
},
{
"characteristic": "HERBICIDE TOLERANT TRAIT",
"value": "XF/SR"
},
{
"characteristic": "CANOPY",
"value": "M"
},
{
"characteristic": "FLOWER COLOR",
"value": "Purple"
},
{
"characteristic": "PUBESCENCE COLOR",
"value": "LT"
},
{
"characteristic": "PLANT HEIGHT CATEGORY",
"value": "M"
}
]
},
{
"label": "PRODUCTION",
"type": "production",
"items": [
{
"characteristic": "EMERGENCE",
"value": "2"
},
{
"characteristic": "STANDABILITY",
"value": "4"
},
{
"characteristic": "NO-TILL ADAPTABILITY",
"value": "1"
},
{
"characteristic": "IRON CHLOROSIS",
"value": "6"
}
]
}
],
"_scale_direction": "1-9 (9 = best)",
"regional_recommendations": [
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J6B_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8S_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEC_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEG_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J5L_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEH_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3A_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEB_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8B_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J5M_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3B_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8C_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8L_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEA_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3Q_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3C_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3F_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8A_1"
},
{
"product_list_name": "handout2026",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J6C_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEE_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J5C_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3R_1"
},
{
"product_list_name": "Eastern Missouri 2026",
"agronomist": "Joe Harris",
"agronomist_email": "joe.harris@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8F_1"
},
{
"product_list_name": "Chris 2026 handout",
"agronomist": "Steven Johnsen",
"agronomist_email": "steven.johnsen@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J6C_2"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3P_1"
},
{
"product_list_name": "2026 South Central/Southwest KS Guide",
"agronomist": "Holly Thrasher",
"agronomist_email": "holly.thrasher@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_J5J_1"
},
{
"product_list_name": "Western Missouri",
"agronomist": "Jody Foutch",
"agronomist_email": "jody.foutch@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_C8K_1"
},
{
"product_list_name": "2025-26 Central Kansas",
"agronomist": "Jeff Schaef",
"agronomist_email": "jeffery.schaef@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JEF_1"
},
{
"product_list_name": "2026 KS and MO",
"agronomist": "Molly Drimmel",
"agronomist_email": "molly.drimmel@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_JED_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3M_1"
},
{
"product_list_name": "2026 Seed Guide",
"agronomist": "Greg Ferguson",
"agronomist_email": "gregory.ferguson@bayer.com",
"variant_id": "SOYBEANS_AG41XF6 BRAND_ASGROW_US_2026_G3N_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-ag41xf6-soybeans"
],
"sitemap_last_modified": "2026-05-12T14:43:46.970Z",
"fetched_at": "2026-05-25T16:59:59.813824+00:00",
"scraper_version": "0.1.0"
}
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