Domain-Adaptive Intelligence
Ciri trains herself to match your workspace. Marketing agency, fintech startup, law firm — run /sync and she learns your domain, tools, and workflows.
Self-Evolving Capabilities
Permanently expands her own toolset by creating new Skills, Toolkits, and SubAgents. The more you work with Ciri, the more capable she becomes.
Real Browser Integration
Connects to Chrome/Edge via CDP using your real sessions and cookies. Research inside your AWS console, GitHub, CRM, or any authenticated app.
Human-in-the-Loop
Every file write, script execution, or external action requires your explicit approval. Approve, edit the arguments, or reject — you stay in control.
MCP Toolkit Ecosystem
Native Model Context Protocol client. Connect to any MCP server — Slack, databases, APIs, cloud services — and hot-reload without restart.
Local-First & Private
Conversation threads, checkpoints, and workspace memory live in a local SQLite database.
Built for Every Domain
Ciri adapts to your workspace through training. The /sync command turns her into an expert for your field.
| Domain | What Ciri Can Do |
|---|---|
| Software Engineering | Read codebases · write & test code · manage git · generate PRs · run CI |
| Business Operations | Draft proposals · analyze financials · automate reporting · manage trackers |
| Marketing & Branding | Research competitors · draft copy · analyze engagement · schedule campaigns |
| Sales & CRM | Qualify leads · draft outreach · summarize calls · update CRM via MCP |
| Research & Data | Crawl the web authenticated · summarize papers · build data pipelines |
| Document Work | Fill PDF forms · process DOCX/PPTX/XLSX · extract structured data |
Get Running in Minutes
Install, run, sync. Ciri does the rest.
pip install ciri-copilotciri/sync # Ciri learns your workspace# Ask anything. Ciri grows with you.Ciri Builds Her Own Tools
Most AI assistants are frozen at their training cutoff. Ciri is different: when she encounters a gap in her capabilities, she creates new Skills (domain playbooks), Toolkits (MCP API connectors), or SubAgents (specialized role agents) — and loads them immediately. Your Ciri becomes uniquely yours.
Ready to evolve your workspace?
Open source. Local-first. Works with OpenAI, Anthropic, OpenRouter, and more.