Structured data platform · Agent harness
Structure your data.
Harness your agents.
A local-first platform where you define the data structures that match how you think. Spawn AI agents with tools and scoped context. Every step is recorded, every output is validated. Turn successful agent runs into repeatable workflows — all on your machine or synced to the cloud.
Desktop App
Download Kijulo
Run locally on your machine. Your data never leaves your environment.
How do you want to use Kijulo?
Same platform, different needs. Pick the path that fits you.
For Individuals
Make your AI work compound. Structure your data so every insight builds on the last. Run locally, own everything, and stop losing your best thinking to chat threads.
For Enterprise
Shared databases for your teams. On-premise deployment. Local LLMs. Custom tool extensions. Give every employee access to structured, AI-enhanced data — on your infrastructure, under your control.
Your work is scattered. Your data deserves better.
Decisions live in docs. Tasks sit in spreadsheets. Knowledge disappears into chat threads. Nothing connects to anything. You can't see the full picture, and every new tool forces you into someone else's structure. Add AI to the mix without a foundation, and you get noise — not clarity.
Scattered across tools
Your data lives in five different places. Nothing links to anything. You spend more time finding information than using it.
Forced into rigid structures
Every tool has opinions about how you should work. But your domain is unique — and no preset template captures how you actually think.
AI without foundation
AI tools dump raw text into chat windows. No structure, no validation, no provenance. Power without structure is chaos.
Your data, your structure
Model your domain the way you think about it
No predefined schemas. No one-size-fits-all templates. Define entity types with the fields, types, and validation rules that match your work. Every database is a real SQL database — query it however you want.
Custom entity types
Define the data structures that match your work. Text, numbers, selects, dates, rich text, relationships — each field typed, validated, and queryable.
Flexible views
Tables, boards, saved filters. See the same data from different angles without duplicating anything. Create views for different workflows or team members.
Full SQL power
Every database is a real SQL database. Query your data with the full power of SQL — joins, aggregations, window functions. No artificial limitations on how you access your data.
How it works
From scattered data to running system
Define your data
Create entity types with typed, validated fields. Model your domain exactly the way you think about it — projects, decisions, candidates, signals, anything. Your schema, your rules.
See it your way
Tables, boards, saved views, filters. Access your data from the angle that makes sense right now. The same data, multiple perspectives — no re-entry, no duplication.
Talk to your agents
Spawn conversations with scoped context. Agents access tools, operate on your structured data, and record every step they take. Review their work, then turn successful runs into repeatable workflows.
Stay in control
Confidence thresholds, output limits, human review triggers. Every output has provenance — you always know what came from a human and what came from an agent. Intervene at any point.
Agent harness
Not just a chatbot. A full agent runtime.
Kijulo is an agent harness built on structured data. Agents don't just generate text — they access tools, operate within scoped contexts, and produce validated, structured output. Every step is recorded. Successful conversations become repeatable workflows you can run again with one click.
14 built-in tools
SQL queries, full-text search, aggregations, web search, data filtering, relationship traversal, row creation. Agents use deterministic tools to get precise answers — the database does the heavy lifting, not the LLM.
Scoped context, minimal tokens
Start conversations from any entity, group, row, or filtered view. The agent sees exactly what it needs. Your LLM costs stay flat as your data grows — we scope the context, not the data.
Inline review & approval
Every data change the agent proposes goes through an approval queue. Review, edit, approve or reject — right inside the conversation. Per-field confidence scores and full provenance tracking.
Step recording & workflows
Every tool call is recorded as structured data. Review what the agent did, then save successful runs as reusable workflows. Edit steps, change tools, run on new data — workflows evolve with your needs.
Run workflows on data
Select rows, pick a workflow, run it. The agent follows the playbook but adapts to each row. Batch processing with structured output — same quality, every time.
Slash commands & tool control
Type / to activate tools, extend context scope, or control agent behavior. Enable web search for one message, disable write tools for safety — you steer the agent in real time.
Token Efficiency
Your costs stay flat as your data grows
Other AI tools dump your data into the context window. Kijulo uses scoped context and deterministic database tools — the LLM reasons, the database computes.
Database does the work
SQL queries, aggregations, and full-text search execute in PostgreSQL. The LLM decides what to ask — the database does the computing. No raw data in the context window.
Flat cost curve
Add 10,000 rows to your database. Token cost per conversation stays the same — because the agent queries with WHERE clauses, not data dumps.
Workflows save tokens
First run: the agent explores and discovers. Second run: it follows a proven playbook. Each replay costs less because the agent already knows the steps.
Works without an LLM
Your data platform, entity types, views, and workflows work without any LLM. AI is an enhancement, not a dependency. If costs spike, you keep working.
Why Kijulo
Built different
Local-first, your machine
Run Kijulo entirely on your machine. Your database lives locally — no cloud required. Full functionality, zero data leaving your environment. Go online when you choose to, not because you have to.
Your LLM, your choice
Bring your own API key or use ours. Kijulo supports multiple LLM providers — choose the model that fits your use case, budget, and privacy requirements. No vendor lock-in on the AI side.
Transparency over magic
Every piece of data has provenance. See who created it, when, and whether it came from a human or an agent. Confidence scores, reasoning chains, full audit trail — not a black box.
Composable by design
Entity types are contracts. Templates are transformation units. Workflows chain them. Build simple structures, then compose them into powerful systems as your needs grow.
Use cases
One platform. Your domain.
Define the structures that match your work. Use Kijulo as a pure data tool, or add agents to automate the parts you don't want to do manually. The platform adapts to you.
Project Tracking
Define your own project structure — tasks, milestones, blockers, decisions. Track progress with boards and tables. Add dependencies, link related items, filter by status. Your workflow, not a template.
Decision Journal
Capture decisions with context, pros/cons, and outcomes. Link decisions to the situations that triggered them. Review past choices, spot patterns, build institutional memory.
Competitive Intelligence
Structure competitor data, track signals, synthesize insights. Let agents scan for updates, score signals by confidence, and surface what matters — you review and decide.
Content Production
Track ideas from capture through research to publication. Structure your pipeline with statuses and links. Add agents to draft, research, or repurpose content — with your voice encoded in templates.
Pricing
Start free. Scale when you're ready.
Try the web app at no cost. Upgrade to Standard for unlimited local power, or Pro for cloud sync and included LLM access.
Free
Web app at kijulo.com. Get started in seconds.
- Web app — no install needed
- 3 entity types, 100 rows
- 10 agent conversations/month
- All views (table, board, calendar, timeline)
- BYO LLM API key required for agent
- Community support
Standard
Desktop app (Tauri). Unlimited everything. Data on your machine.
- Desktop app — run locally, works offline
- Unlimited entity types, rows, agent conversations
- All views + all 14 agent tools + workflows
- BYO LLM API key
- Email support
Pro
Cloud sync + included LLM access. No API key needed.
- Everything in Standard
- Cloud sync — data across devices
- Included LLM access (500 requests/month)
- No API key needed
- Priority support
Enterprise
Shared databases, on-premise deployment, SSO, unlimited LLM.
- Everything in Pro
- Shared team databases
- SSO / SAML
- On-premise deployment
- Custom tool extensions
- Unlimited LLM access
- Dedicated support + SLA
Local-first by default
Human-in-the-loop
Transparency over magic
Your LLM, your choice
Enterprise ready
Your data. Your agents. Your machine.
Start with a local database. Define your structures. Add agents when you're ready. Every step recorded, every output validated, every workflow repeatable.