PersGraph — Your Personal Data Graph

Everyday Commands

Everything you want to remember, find, or act on — in one place, from Telegram

From links and notes to places, travel, tasks, appointments, reminders, agenda checks, and on-demand digests, PersGraph gives you one place to talk to your life.

persgraph — personal data shell

→Semantic plan a trip to Tahoe next weekend

🌐 Understands intent and routes to travel workflow semantic

→/note book Japan trip ideas

📝 Quick note captured:
· Japan trip ideas sqlite

→Semantic: find a good camera shop in Tokyo

✅ Saved place:
· Fujiya Camera — Tokyo shoptravel

→/bucketlist add Kurama Onsen, Kyoto, scenic day trip

🧭 Bucket list saved:
· Kurama Onsen — Kyoto bucketlisttravel

→Semantic: remind me about dentist on Jun 20 at 2pm

📅 Appointment saved:
· Dentist — Jun 20, 2:00 PM PDT calendar

→/digest today

📋 Daily digest:
· Key appointments, tasks, and next moves digest

→/debrief

🧭 Debrief flow ready:
· Understand what happened, what matters, and what to do next workflow

→/schedule week

🗓 This week:
· Jun 20, 2:00 PM PDT — Dentist appointment
· Japan trip prep task

→/status

🟢 System status:
· Ollama, ChromaDB, notes, and workflows healthy status

Who This Is For

PersGraph is for you if you want your life organized without building the system yourself

A private assistant that works across your notes, tasks, calendar, inbox, places, and family context, so you spend less time hunting and more time acting.

🧭

Stop hunting across five apps

You are tired of searching across notes, inboxes, and calendars to find something you saved weeks ago.

🌅

Get a briefing that knows your real day

You want a daily briefing based on your actual calendar and inbox, not generic news.

🔒

Keep personal data private

You do not want your personal context training someone else’s model or living in a cloud you do not control.

👨‍👩‍👧‍👦

Use it with the whole family

You want one system that works across family members instead of one isolated account.

🛠️

Use it without building it yourself

You are technical enough to appreciate self-hosting, but you do not want to assemble the whole assistant stack from scratch.

Features

One system for your notes, tasks, inbox, travel, and decisions

PersGraph connects the fragments of your life into a private personal system that helps you know what matters before opening five apps.

🔍

Semantic Route Across Everything

Vector embeddings on all your data mean you query by meaning, not keywords. Ask about a trip you half-remember, an email you can’t find, or a decision you made months ago.

ChromaDBOllamanomic-embed

✅

Tasks & Notes

Understand with /note and /task from chat, email, or directly. Reminders arrive before it’s too late via daily cron alerts.

SQLiteTelegram

🔭

Built for observability from day one

PersGraph already traces activity with Langfuse and is designed to plug cleanly into OpenTelemetry-style monitoring as the product scales.

Langfuse v4OpenTelemetry-friendlyBest-effort tracing

🌐

URL & Web Ingestion

Use /ingest for raw capture and /wiki-ingest when the note should be curated first. No more “I saved that article somewhere” moments.

URLPDFWiki

✈️

Travel & Places Graph

Save places with /place and search them later with /places. Searchable by city, category, and country.

POISQLite

👨‍👩‍👧‍👦

Family Knowledge Base

Multi-user from day one. Kids ingest textbooks and PDFs through chat or direct commands. Each user’s content is auto-tagged and cost-routed.

Multi-userTelegram

🌅

Morning Briefing

Every day at 8am, get a personalized digest — top headlines, tasks due today, upcoming appointments, and the best fresh signals from your inbox/calendar prebrief — delivered straight to you.

CronTelegramAlways-on

🕗

Calendar + Email Prebrief

Before Morning Brief runs, PersGraph assembles a read-only prebrief from calendar and inbox context: bills due soon, follow-ups that need a reply, worth-checking updates, and the appointments that shape your day. Morning Brief uses this context when it is fresh, and falls back cleanly when it is not.

GmailYahooRead-onlyPrebrief

🗺️

Explore Mode

Turn on /TripToggle and PersGraph becomes a location-aware discovery companion. Instead of just storing places, it can watch for meaningful nearby opportunities — bucket-list stops, scenic detours, indoor rainy-day ideas, and a good meal to pair with the outing — then send compact suggestions.

/TripToggleNearby POIBucket ListTravel

→/TripToggle On 4h 60m medium

✅ Explore Mode: ON
· Location-aware suggestions active exploretravel

⭐ Bucket-list match nearby:
· Port Costa — Americana vibe, historic feel, scenic stretch bucketlistpoi
· Pair with Warehouse Cafe or Bull Valley Roadhouse

🌧 Rain-friendly nearby idea:
· Asian Art Museum — indoor, easy wet-afternoon stop weather-awareindoor

🧠

Transient Scratchpad

A temporary working memory for active topics, model handoffs, and drafts. Keep Claude/Sonnet advisory, GPT drafting, and Haiku executing without polluting long-term memory.

ScratchpadHandoffsNo MEMORY.md

How It Works

From semantic request to the right workflow

Ingest once, organize automatically, and turn calendar, inbox, notes, and tasks into one operating view you can actually use.

Understand

Feed PersGraph emails, calendar events, links, notes, travel plans, and tasks. Your always-on AI agent keeps collecting useful context so nothing important slips through the cracks.

Organize

PersGraph structures and ranks your data behind the scenes, turning scattered inputs into searchable context plus prebrief signals like bills due, follow-ups, what is worth checking, and the exact context your daily Morning Brief can actually use.

Act

Use simple commands and daily briefings to ask questions, review schedules, catch pending follow-ups, and run your life from one interface — without hunting through inboxes, notes apps, and tabs.

Performance

Built to be cheap to run

Most AI tools burn API credits on every little thing. PersGraph is engineered to spend only when it has to.

🧭

Tiered Model Routing

Every task is matched to the cheapest model capable of handling it. Heartbeats and cron jobs never touch Sonnet.

Task	Model	Cost
Cron / heartbeats / morning briefing	claude-haiku-4-5	~20× cheaper
RAG search	qwen2.5 local	$0.00
Vector embeddings	nomic-embed local	$0.00
Reasoning / planning	claude-sonnet	Only when needed

💡

Zero-Cost Retrieval Pipeline

The most-used operation in the system — search and retrieval — runs entirely free on your own hardware.

per vector search.
All embeddings run on Ollama locally — no OpenAI API, no rate limits, no billing surprises.

your query → nomic-embed (local) → ChromaDB (local) → top-k chunks → Claude synthesis

⚖️

Direct API — No Middleware Tax

We evaluated OpenRouter's auto-routing. For a focused Anthropic-first stack, direct API wins on every metric.

Pricing

✓No 5–10% markup

Stability

✓Pinned model versions

Routing

✓Manual = more precise

Cost tracking

✓Clean per-model logs

📊

Built-in Cost Visibility

A daily cost summary fires every evening — token usage, model breakdown, cumulative spend — delivered automatically. No dashboard login, no surprises.

📈 Daily API Cost Summary — May 27
claude-sonnet-4-6  ·  4,210 in / 1,840 out
claude-haiku-4-5      ·  12,880 in / 3,200 out
Today: $0.38  ·  Month: $6.12

Comparison

PersGraph vs tools people already know

A quick way to see why PersGraph feels different: it is private, proactive, and built around your actual life context.

Capability	PersGraph	ChatGPT / Copilot	Notion AI
Runs on your server	Yes	No	No
Real inbox + calendar	Yes	Partial	No
Proactive daily briefing	Yes	No	No
Family / multi-user	Yes	Limited	Limited

Enterprise Value

The executive answer to AI sprawl.

PersGraph gives teams a controlled operating layer for knowledge, workflow, and approved action — so AI stops being a novelty and starts paying back in speed, consistency, and reduced operational drag.

📈

Turn scattered tools into one decision layer

PersGraph sits above your existing stack to unify context, retrieval, and coordination. The result: fewer handoffs, less swivel-chair work, and a faster path from question to action.

🛡️

Enterprise-grade control

Read-only by default, approval-based when action is required. Keep humans in the loop without slowing the business down.

🎯

Built for outcomes, not demos

Understands what matters, surfaces what changed, and keeps the next move visible so work doesn’t stall in the cracks between systems.

💼

Why buyers care

Generic AI chats. PersGraph drives execution: verified retrieval, workflow continuity, and governed action inside the tools your organization already runs on.

workflow-native governed action decision support operational ROI

Your private AI that runs 24/7,
knows your life and delivers what matters

Everything you want to remember, find, or act on — in one place, from Telegram