Leaf Agriculture
SkillFiles & storageWith Leaf Agriculture, lets your agent read and manage farm data like fields, boundaries, and irrigation records.
Use Leaf Agriculture in Claude, ChatGPT or Ahel Desktop
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Then ask your AI: use the Leaf Agriculture skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; ahel provides instructions and does not run this skill.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
About this skill
Read and manage farm data through Leaf Agriculture: fields, boundaries, machine operation files, and as-applied irrigation. Trigger phrases: leaf agriculture, farm data, field boundaries, as-applied irrigation, john deere data, operation files.
What this skill tells your AI
The instructions your AI receives, as published by anil-matcha/awesome-muse-connectors in connectors/leaf-agriculture/SKILL.md and read by ahel’s review.
Purpose
Read and manage farm data through Leaf Agriculture, a unified farm-data API that aggregates the partner-gated OEM platforms under self-serve access: John Deere, CNH Industrial (Case IH/New Holland), Climate FieldView, Trimble, Raven and AgLeader. The primitives it exposes (fields, boundaries, machine operation files for planting/harvest/application/tillage, plus as-applied irrigation) are exactly what a farmer-first fintech and supply-chain digitization product consumes. This is the practical route to partner-gated OEM data without a partnership agreement: individual provider connections need that grower's OAuth consent, which is the normal data-access model rather than a partnership gate.
Tooling
All commands go through bin/leaf-agriculture.py. Every command takes --user-id (the Leaf user id from the Leaf dashboard):
bin/leaf-agriculture.py auth --user-id USER_ID # verify the API key
bin/leaf-agriculture.py fields --user-id USER_ID # list fields
bin/leaf-agriculture.py field-get --user-id USER_ID \
--field-id FIELD_ID # one field
bin/leaf-agriculture.py field-create --user-id USER_ID \
--file field.json # create a field record
bin/leaf-agriculture.py field-update --user-id USER_ID \
--field-id FIELD_ID --file field.json # update a field record
bin/leaf-agriculture.py field-delete --user-id USER_ID \
--field-id FIELD_ID \
--confirm "delete field FIELD_ID" # delete a field record (confirmation required)
bin/leaf-agriculture.py field-sync --user-id USER_ID # trigger a manual field sync from providers
bin/leaf-agriculture.py field-push --user-id USER_ID \
--field-id FIELD_ID --provider john-deere \
--confirm "push field FIELD_ID to john-deere" # push field data into a provider (confirmation required)
bin/leaf-agriculture.py operation-files --user-id USER_ID \
--field-id FIELD_ID # machine operation files for a field
bin/leaf-agriculture.py irrigation --user-id USER_ID # as-applied irrigation events
--provider names the target provider for a push, e.g. john-deere, cnhi, climate-fieldview, trimble, raven, agleader.
Auth
- Provider id:
leaf-agriculture(credential is collected ascustom.leaf-agriculture) - Collection: Bearer API key via the secure credential flow (
credentials.request_api_access); issued in the Leaf dashboard - Auth scheme:
Authorization: Bearer <token>on every request; placement is resolved by the helper from the credential config - Allowed hosts:
api.withleaf.io - Base path pattern:
https://api.withleaf.io/services/{service}/api(e.g./services/fields/api,/services/irrigation/api) - The Leaf user id is not a secret; pass it as
--user-idon every command - Status check:
bin/leaf-agriculture.py auth --user-id USER_ID - Honesty note: pricing and exact sandbox semantics were open items in the research dossier and could not be confirmed without live access; test against preview fields before enabling provider sync, and check docs.withleaf.io for current pricing.
Operating Rules
- No direct physical actuation. This connector moves farm data only: records, boundaries, operation files, irrigation logs. Nothing here starts a tractor or opens a valve.
- Field create/update/delete sync to connected providers, so bad writes corrupt the farm's data picture downstream. Confirm the field id and payload with the user before create/update, and
field-deleterequires the exact--confirmstring the CLI echoes. field-pushis MEDIUM: it pushes boundaries or prescriptions into a provider such as John Deere Operations Center, where equipment or operators may act on them. It requires the exact--confirmstring every time.- Rate limits apply per API key. Never exfiltrate the credential: the CLI only ever handles surrogates (see
bin/leaf-agriculture.py). Do not print, log, or transmit the key value.
Files
- SKILL.md
- bin/leaf-agriculture.py
Maturity
Draft: written from Leaf Agriculture's public API docs; not yet live-tested end-to-end.
Signals
- GitHub stars
- 1k
- Forks
- 282
- Last commit
- Sep 2026
Advanced
- Item type
- skill
- Key
leaf-agriculture- Source
- github.com/anil-matcha/awesome-muse-connectors
github.com/anil-matcha/awesome-muse-connectors