justin 4009dc0b78 Phase 11: crop_seed_api_lessons tool + Pioneer fallback
Add the fifth MCP tool — crop_seed_api_lessons(topic?) — backed by
docs_mcp/lessons.md, the ONLY source of opinionated content in the
server. Everything else (search_docs, get_page, lookup_variety)
returns verbatim from vendor catalogs; lessons.md fills the gaps
the corpus can't cover.

The Pioneer fallback is the critical anti-hallucination piece:
Pioneer's ToS bans automation, so the corpus has no Pioneer data.
Without this tool, an agent might surface Bayer/Asgrow chunks as
mediocre matches for a Pioneer query. The tool's docstring tells
the agent to call it on any Pioneer / P-series question; the
'pioneer' section says clearly:

  "I don't have Pioneer's variety data indexed... please consult
  Pioneer or an extension service."

  "Do NOT invent Pioneer hybrid ratings."

Other lesson sections cover knowledge the agent needs to interpret
search_docs / get_page output correctly:

- rating-scales: Bayer 1-9, Golden Harvest 9-to-1, what
  R/MR/S/Rps1c/R3 mean in soybean disease columns
- maturity-semantics: corn RM days vs soybean MG vs wheat class +
  qualitative early/medium/late
- trait-glossary: SSRIB, VT2PRIB, XF, E3, Conkesta, Clearfield, etc.
- scn-resistance: race coverage + Peking vs PI 88788 source
- regional-listings: how to interpret Bayer's "local profiles"
- sources-not-yet-indexed: which vendors aren't in the corpus yet
- checking-your-work: always call lookup_variety before quoting

Lesson lookup prefers slug-match (returns just `rating-scales` for
topic="rating", not every section that mentions ratings); falls
back to body-match only when no slug matches.

Smoke-tested with topic=pioneer, topic=rating, topic=trait,
topic=zzzzzz (no match), and topic=None (full index = 10K chars,
8 sections).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-25 13:18:57 -04:00

seed-mcp

MCP server over the public catalogs of major US row-crop seed vendors — corn, soybeans, wheat. Sibling project to crop-chem-docs (pesticide labels), feeding the same Drawbar farm-advisor AI.

The server exposes per-variety records with agronomic ratings, disease tolerance, trait stack, maturity, and regional notes — so the advisor can answer questions like "which corn hybrid for sandy soil, drought-prone, RM ≤105 in northeast Iowa?" without rummaging through individual brand sites.

Vendor coverage

Vendor Verdict Varieties Notes
Bayer seeds (DEKALB + Asgrow + WestBred) 🟢 ~475 Same cropscience.bayer.us Next.js infra as crop-chem-docs
Golden Harvest (Syngenta) 🟢 ~175 Sitemap + server-rendered HTML + Syngenta CDN PDFs
NK (Syngenta) 🟢 29 Shares PDF fetcher with Golden Harvest
AgriPro (Syngenta wheat) 🟢 24 Drupal Views, server-rendered
Beck's PFR 🟡 2,089 Public Sanity GROQ API (no auth)
Beck's products 🟡 860 Identity-only until SeedIQ XHR sniffed
Pioneer (Corteva) 🔴 ToS bans automation — curated fallback lesson instead

Quick start

git clone https://git.jpaul.io/justin/seed-mcp.git
cd seed-mcp
python -m venv venv && source venv/bin/activate
pip install -r requirements.txt

# Run one scraper
python -m scrape.runner --source bayer_seeds --force

# Rebuild indexes
python -m rag.index --rebuild

# Local MCP server (stdio for Claude Desktop dev)
python -m docs_mcp.server --transport stdio

Tools exposed

Tool Purpose
search_docs Hybrid + rerank variety search with crop / RM / trait / region filters
get_page Full variety record by (source, source_key)
list_versions Discover crops, brands, traits, RM/MG ranges, wheat classes
corpus_status Counts + freshness; useful for health probes
crop_seed_api_lessons Curated agronomy lessons — Pioneer fallback, disease-scale normalization, regional placement heuristics

Build phases

This is a clone of docs-mcp-template. The 13 phases in PLAN.md apply:

Phase Status
0 — scaffold done
1 — first scraper (bayer_seeds) next
2 — chunk + index pending
3 — baseline MCP tools template defaults
4-5 — Dockerfile + CI done (placeholders filled)
6 — reranker shares llama-rerank sidecar with crop-chem-docs
7 — eval harness pending (curate ~25 queries)
8 — hybrid search done (template)
9 — diff_versions, list_cluster optional
11 — crop_seed_api_lessons curated layer pending

See CLAUDE.md for the canonical sidecar schema and the disease-scale-normalization gotcha (Golden Harvest is reversed).

Infrastructure

  • Registry: git.jpaul.io/justin/seed-mcp:latest (Watchtower) / :corpus-YYYY.MM.DD (production pin)
  • Embedder: shared Ollama pool with crop-chem-docs (Gitea-host GPUs + Windows Ollama; CI never hits trashpanda's production Ollama)
  • Reranker: shared llama-rerank sidecar on trashpanda's Tesla P4 (one container, both MCPs use it)
  • PRODUCT_NAME: crop_seed (not seed_mcp — used in Chroma collection, BM25 db filename, and crop_seed_api_lessons tool)
S
Description
MCP server over US row-crop seed/hybrid variety data (corn, soybeans, wheat). Sibling to crop-chem-docs. Feeds Drawbar farmer advisor.
Readme 23 MiB
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