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seed-mcp/corpus/bayer_seeds/asgrow-ag27xf3.md
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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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# AG27XF3 BRAND
- **Vendor:** Bayer
- **Brand:** Asgrow
- **Crop:** Soybeans
- **Maturity group:** 2.7
- **Traits:** XF (XtendFlex)
- **Release year:** 2023
- **Source:** https://www.cropscience.bayer.us/soybeans/asgrow/asgrow-ag27xf3-soybeans
- **Rating scale (Bayer):** 1-9 (9 = best)
---
## Positioning
Asgrow® AG27XF3 brand is a 2.7 RM XtendFlex® soybean. AG27XF3 offers a combination of excellent yield potential and important agronomic and defensive traits.
## Strengths & management
- Medium tall to tall plant with average standability
- Resistance to soybean cyst nematode
- Phytophthora rot resistance
- Tolerance to iron deficiency chlorosis
- Below average tolerance to SDS may require management when disease is a potential threat
## Disease Ratings
| Characteristic | Value |
|---|---|
| SOUTHERN ROOT KNOT (M. INCOGNITA) | S |
| SOYBEAN CYST NEMATODE | R3 |
| PRR RESISTANCE | Rps1c |
| PRR FIELD TOLERANCE | 5 |
| WHITE MOLD | 5 |
| BROWN STEM ROT | 3 |
| SUDDEN DEATH SYNDROME | 6 |
| SOUTHERN STEM CANKER | 2 |
## Sensitivity
| Characteristic | Value |
|---|---|
| CHLORIDE SENSITIVITY | Inc |
## Management
| Characteristic | Value |
|---|---|
| MATURITY GROUP | 2 |
| VARIETY CODE | 1098326 |
## Plant Description
| Characteristic | Value |
|---|---|
| GROWTH HABIT | Indeterminate |
| HILUM COLOR | IB |
| OIL CONTENT | 20.2 |
| POD WALL COLOR | BR |
| PROTEIN CONTENT | 32.5 |
| QUALITY TRAIT | - |
| RELATIVE MATURITY | 2.7 |
| HERBICIDE TOLERANT TRAIT | XF |
| CANOPY | MB |
| FLOWER COLOR | Purple |
| PUBESCENCE COLOR | G |
| PLANT HEIGHT CATEGORY | MT |
## Production
| Characteristic | Value |
|---|---|
| EMERGENCE | 1 |
| STANDABILITY | 4 |
| NO-TILL ADAPTABILITY | 1 |
| IRON CHLOROSIS | 4 |
## Regional seed-guide listings
- **West Central Illinois 2026** — agronomist: Lance Tarochione
- **Southwest Iowa 24** — agronomist: Andrew Penney
- **2025 KS and MO** — agronomist: Molly Drimmel
- **2025 SEED GUIDE** — agronomist: Luke Miller
- **Duplicate 2023 Northeast Seed Resource G** — agronomist: Shaun Heinbaugh
- **Wisconsin Seed Guide** — agronomist: Mike Hopke
- **Northeast Iowa 2026** — agronomist: Rich Judge
- **2026 EAST CENTRAL IOWA** — agronomist: Lance Goettsch
- **Northwest Missouri 2025** — agronomist: Jody Foutch
- **Northeast Iowa 2026** — agronomist: Scott Johnson
- **SOUTHERN ILLINOIS SMARTSTAX TRAIT FOCUS** — agronomist: Josh Tooley
- **2024 South Dakota Product Guide** — agronomist: Gary Hegg
- **2025 Kentucky Seed Guide** — agronomist: Todd Ladd
- **2026 South Dakota Product Guide** — agronomist: Jeff Spieler
- **NE Colorado, SE Wyoming and W. Nebraska** — agronomist: Dustin Schmer
- **Southeast Indiana** — agronomist: Megan Taylor
- **Northwest Kansas & Colorado 2026** — agronomist: David Brachtenbach
- **2024 Northern IL Local Recommendations** — agronomist: Jim Donnelly
- **West Central Illinois 2025** — agronomist: Lance Tarochione
- **Ver 1 Featured Silage** — agronomist: Shaun Heinbaugh
- **West Central Illinois 2023** — agronomist: Chris Kallal
- **SOUTHERN ILLINOIS VT2P TRAIT FOCUS** — agronomist: Mackenzie Trader
- **2025 Northwest Iowa Seed Guide** — agronomist: Jim McDermott
- **2025 E Central, Central & Northern NE** — agronomist: Josh Erwin
- **2025 South Dakota Product Guide** — agronomist: Jeff Fuls
- **2025 South Dakota Product Guide** — agronomist: Gary Hegg
- **2023 Northwest Iowa Seed Guide** — agronomist: Jim McDermott
- **2025 SOUTHEAST & SOUTHCENTRAL NEBRASKA** — agronomist: Steven Johnsen
- **2026 Southeast Iowa Seed Guide** — agronomist: Terry Mente
- **Southern Illinois Seed Guide** — agronomist: Josh Tooley
- **DRINNERT 2025 Northwest Iowa Seed Guide** — agronomist: Dustin Rinnert
- **2025 East Central Illinois Product Guide** — agronomist: Randy Niver
- **West Central Illinois 2023** — agronomist: Lance Tarochione
- **2025 East Central Iowa** — agronomist: Lance Goettsch
- **2024-25 Central Kansas** — agronomist: Jeff Schaef
- **2026 Ohio Dekalb & Asgrow Guide** — agronomist: Brian Dressback
- **2024 Ohio DEKALB & Asgrow Guide** — agronomist: Brad Miller
- **2026 Northern Indiana Seed Guide** — agronomist: Jason Harmon
- **2025 South Dakota Product Guide** — agronomist: Jeff Spieler
- **2025 Northern Indiana Seed Guide** — agronomist: Jason Harmon
- **2025 Southeast Iowa Seed Guide** — agronomist: Terry Mente
- **2025 Southern Ohio DeKalb and Asgrow** — agronomist: Brian Dressback
- **2025 DEKALB/ASGROW SOUTHWEST IN GUIDE** — agronomist: Jordan Arndell
- **2026 Eastern Ohio DEKALB & Asgrow Guide** — agronomist: Brad Miller
- **Dekalb/Asgrow Seed Guide SE Indiana 2024** — agronomist: Megan Taylor
- **2024 South Dakota Product Guide** — agronomist: Jeff Spieler
- **2025 Northeast Seed Guide** — agronomist: Shaun Heinbaugh
- **Northeast Iowa 2025** — agronomist: Rich Judge
- **2026 Northwest Iowa Seed Guide** — agronomist: Jim McDermott
- **SOUTHERN ILLINOIS VT2P TRAIT FOCUS** — agronomist: Josh Tooley
- **Southwest Iowa 26 Dekalb Asgrow** — agronomist: John Swalwell
- **2025 Southwest Nebraska Seed Guide** — agronomist: John Skalsky
- **2023 NORTHEAST IOWA Duplicate** — agronomist: Lance Goettsch
- **2026 Seed Guide** — agronomist: Nora Schultz
- **Wisconsin 2025** — agronomist: Reid Gill
- **NE Colorado, SE Wyoming and W. Nebraska** — agronomist: Dustin Schmer
- **2026 South Dakota Product Guide** — agronomist: Jeff Fuls
- **Southwest Iowa 26 DK AG AAron** — agronomist: John Swalwell
- **2025 E Central, Central & Northern NE** — agronomist: Jason Skalsky
- **handout2026** — agronomist: Steven Johnsen
- **Wisconsin 2025** — agronomist: Sammie Brantner
- **Chris 2026 handout** — agronomist: Steven Johnsen
- **2025 Northern Ohio DEKALB & Asgrow Guide** — agronomist: Brad Miller
- **2026 E Central, Central & Northern NE** — agronomist: Josh Erwin
- **2026 Southwest Nebraska Seed Guide** — agronomist: John Skalsky
- **Southwest Iowa 26 DK AG Ohara 2** — agronomist: John Swalwell
- **2026 DEKALB/ASGROW SOUTHWEST IN GUIDE** — agronomist: Jordan Arndell
- **2024-2025 Dekalb Seed Guide** — agronomist: Andrew Penney
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