: https://github.com/TroodInc/trood-leader
Most CRMs store contacts.
Most inboxes store conversations.
Neither stores momentum.
Trood Leader is built to turn real communication into a living “relationship map” — so you can run outbound that feels human, timely, and targeted.
What it is
A lightweight relationship/outbound system that:
→ ingests email conversations (Zoho Mail sync)
→ builds a clean contact graph from real interactions
→ generates embeddings (for semantic search & grouping)
→ classifies contacts (to prioritize the right outreach)
→ supports export workflows for campaigns
The idea
Humans are great at:
remembering context
writing the right message
building trust
spotting opportunity
But humans are terrible at:
tracking thousands of micro-interactions
finding “who needs attention now”
maintaining consistency across outreach cycles
AI is great at:
organizing history
detecting patterns
grouping similar contacts
surfacing who to act on next
Trood Leader combines both:
human intent + machine memory.
What the repo already does (cool parts)
Zoho Mail sync with backfill
Pulls inbox history in batches, can sync through large volumes, and resumes with a cursor.
Contact creation from real communication
Not “uploaded CSV fantasy contacts” — but actual people you emailed (inbound + outbound).
Embeddings pipeline
Turns conversation history into vectors for semantic grouping and smarter filtering.
Classification pipeline
Adds structure like “priority”, “status”, or “segment” so you can act, not just store data.
Admin UI that supports long-running operations
Progress, batch size tuning, and “Sync All” for full ingestion.
Why this matters
Without this:
outbound becomes “spray and pray”
context disappears after 2–3 weeks
teams lose continuity (“who talked to them last?”)
With this:
: your CRM becomes conversation-native
: you can search/segment by meaning, not just tags
: you get a reliable base for high-signal outbound
Mental model
Before:
“CRM = a database of people”
Now:
“CRM = a memory system for relationships, grounded in real conversations”
What we’re building toward
Trood Leader is early — but it’s pointed at a very specific future:
→ outbound systems that feel human
because they’re anchored in real interaction history
and structured with AI.
For contributors (how to help)
If you like building tools that replace chaos with clarity, this repo is for you.
Good places to contribute:
-
Custom Search Requests / Categories (Saved Searches)
Help users save and reuse segmentation logic. -
Zoho sync hardening & observability
Better progress indicators, completion detection, safer retries. -
De-duplication and data integrity
Make re-sync/backfill always safe. -
Contributor experience
Improve docs, onboarding, and developer workflows.
How to contribute
: Pick an issue: https://github.com/TroodInc/trood-leader/issues
: Comment with your plan / questions
: Open a PR early (draft PR welcome)
We’re happy to help you scope it so your contribution lands quickly.
Positioning
This is not a generic CRM.
This is not an “AI email writer”.
It’s a relationship intelligence layer — powered by real inbox history.