leafengines MCP Server
🌱 Agricultural AI: Soil analysis, crop recommendations, weather forecasts. FREE TurboQuant.
Publisher claimed. No tool list reported, and Pod has not connected to this server.
Status
Pod has not dialled leafengines yet, so everything on this page is what its publisher reported rather than what we observed. Registries describe servers; they do not connect to them. Until a check runs, treat the tool list below as a claim.
Connect
Published as @ancientwhispers54/leafengines-mcp-server on npm. Runs locally.
Known issues
28 problems reported by people outside the maintainer team. Issues filed by the project's own owners, members and collaborators are excluded — those are release checklists and internal refactors, not things that will go wrong for you. Showing 12.
Most discussed
[D1] Wire telegram-webhook to telegram_query_signals ingestion pipeline
D1 Complete ✓
Summary
telegram-webhook now logs every command invocation to public.telegram_query_signals with full metadata (user_hash, tier, command, tool_name, fips_code, state_code, county_name, response_success, latency_ms). Downstream triggers populate bigfoot_autogen_queue and correlation_edges automatically.
Fixes Applied
- logQuerySignal() added to
telegram-webhook/index.ts(13 call sites) - await added to logQuerySignal calls so Supabase isolate doesn't te
Read the thread · 2026-07-13 · closed · 0 comments
Implement Slack interactive commands: /soil, /crop, /onboard, /summary
Port core Telegram commands to Slack slash commands with Slack-appropriate UX.
Commands:
/soil <county>— Soil analysis, rich block with soil map image/crop <county>— Crop suitability, bulleted recommendation list/onboard— 3-step onboarding, ephemeral flow with 'Next' button/summary— Usage + milestone, progress bar block + milestone emoji/link— Link identity, modal with API key input/recent— Saved sessions, dropdown of recent sessions
*Interaction model:
Read the thread · 2026-06-18 · open · 0 comments
Route n8n leafEnginesNotify alerts to Slack (not just Telegram)
Expand the n8n notification node to support Slack alongside the existing Telegram/email fallbacks.
Changes:
leafEnginesNotifynode: addchannel: slackoption- Payload fields:
slack_webhook_url,slack_channel,message_blocks(rich formatting) - Frost alerts, soil anomalies, and water quality breaches trigger Slack messages
- Fallback chain: Slack -> Telegram -> Email (ordered by user preference)
Rich Slack formatting:
- Use Block Kit for actionable alerts (e.g., 'View Detai
Read the thread · 2026-06-18 · open · 0 comments
Enable team pooling via shared API key in Slack channels
Support shared team API keys in Slack group channels. A single Team API key can be shared by 3-5 people with pooled daily limits.
Implementation:
- Detect group channel context (not DM) in Slack message handler
- If channel has a configured team key, route all queries through that key
- Pool limits: 150 AI calls + 500 data calls per day across the team
/soiland other commands work in group channels with team accountability- Log
slack_channel_idin telemetry for audit
Security:
Read the thread · 2026-06-18 · open · 0 comments
Add analysis_sessions continuity for Slack -> cross-platform bookmarking
Enable Slack users to access saved analysis sessions started on other platforms.
Commands to implement:
/recent— last 5 saved sessions across all channels/deepdive [session_id]— retrieve full multi-turn analysis/favorites— user-bookmarked sessions (starred)
Data model:
analysis_sessionstable already exists; addchannel_sourceenum (telegram,slack,mcp,web)- Add
slack_thread_tscolumn for Slack thread continuity
Acceptance:
- User starts soil an
Read the thread · 2026-06-18 · open · 0 comments
Most recent
Update telemetry schema for credit packs vs monthly subs
Billing model change requires new telemetry dimensions.
- billing_model enum: credit_pack, subscription, grandfathered
- credit_balance snapshot per call
- subscription_tier field on all usage events
- Backfill script for historical data
Read the thread · 2026-06-15 · open · 0 comments
Add partner program API endpoints
Dedicated partner endpoints for wholesale report program.
- POST /v1/partner/register
- POST /v1/partner/report
- GET /v1/partner/orders
- PUT /v1/partner/branding
Read the thread · 2026-06-15 · open · 0 comments
Implement credit pack purchase validation endpoints
Edge functions for credit pack lifecycle.
- POST /v1/credits/purchase
- POST /v1/credits/webhook
- GET /v1/credits/balance
- POST /v1/credits/consume
Read the thread · 2026-06-15 · open · 0 comments
Add MCP-to-downstream argument transform layer
MCP schemas differ from downstream Zod schemas. Build transform middleware.
- Map county_fips -> query.county
- Map question -> context.natural_language
- Validate transformed payload
- Error telemetry on transform failures
Read the thread · 2026-06-15 · open · 0 comments
Implement auth pool with failover (Hermes credential management pattern)
Multiple API keys, credential pools, provider failover.
- hermes auth add pattern
- Round-robin key usage
- Fallback on 429/500
- Rate-limit tracking per key in Redis
Read the thread · 2026-06-15 · open · 0 comments
Prepare OGC CITE certification test suite
Run official OGC conformance tests.
- Download CITE WFS 2.0 test engine
- Execute against staging
- Fix failing assertions
- Generate compliance report
Read the thread · 2026-06-15 · open · 0 comments
Implement WFS-T (Transaction) support
Enable write-back for partner lab annotations.
- Insert partner lab results
- Update stale data (user-scoped)
- Delete user-scoped data
- LockFeature for concurrent edit safety
Read the thread · 2026-06-15 · open · 0 comments
See all 16 reports Pod holds for leafengines — of 28 qualified upstream.
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