Leaf Agriculture

What it does

When your agent uses it

• Phrases: leaf agriculture
• Field boundaries
• As-applied irrigation
• John deere data

Example prompts

• “/leaf-agriculture”

Requirements

• Python 3

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

1. 1No direct physical actuation. This connector moves farm data only: records, boundaries, operation files, irrigation logs. Nothing here…
2. 2Field create/update/delete sync to connected providers, so bad writes corrupt the farm's data picture downstream. Confirm the field id and…
3. 3field-push is MEDIUM: it pushes boundaries or prescriptions into a provider such as John Deere Operations Center, where equipment or…
4. 4Rate limits apply per API key. Never exfiltrate the credential: the CLI only ever handles surrogates (see bin/leaf-agriculture.py). Do not…

What it can do on your machine

Read from SKILL.md and the folder at commit d6dc5d8. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  Ships script files (Python), which the agent can run.

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  Hosts in commands or code, which the agent is likely to contact:

  • api.withleaf.io

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Leaf Agriculture loads about 1.3k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 379 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~65

When it runs · the whole SKILL.md, loaded when a task matches

~1.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Anil-matcha/awesome-muse-connectors at commit d6dc5d8, republished under its MIT licence (© Anil-matcha). 379 words, ~1,336 tokens.

name

leaf-agriculture

description

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.

metadata.includeInPrompt

true

tagline

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…

catalog_auth

API key via the secure credential flow

catalog_hosts

api.withleaf.io

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

© Anil-matcha, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in connectors/leaf-agriculture of Anil-matcha/awesome-muse-connectors.

• SKILL.md
• bin/leaf-agriculture.py

Open the folder on GitHubat commit d6dc5d8