Every engineering capability,
built for absolute privacy.
Explore the core pillars of Munjiz Desktop: Autonomous multi-spec projects, visual node workflows, sandboxed coding agents, local vector RAG, internal micro-apps, and Model Context Protocol (MCP).
Plan multi-spec builds.
Evidence-verified merge queues.
Break monolithic architectures into dependency-ordered engineering specifications. Munjiz runs topological concurrency groups through isolated Git worktrees, validating compiler builds and automated test suites before allowing any spec to merge.
- Topological Concurrency
- Isolated Git Worktrees
- Deterministic Quality Gates
- Reproducible SBOM Capsules
Design logic graphs.
Connect live MCP servers.
Build multi-agent automations with visual node graphs, branching logic, loop iterations, and single-flight authenticated remote and stdio MCP servers with OAuth 2.1 PKCE discovery.
- 40+ Visual Logic Nodes
- OAuth 2.1 PKCE MCP Hub
- Sub-Workflow Nesting
- Real-Time Step Tracing
Full-repo context.
Zero cloud data leakage.
The coding agent indexes your repository locally, inspects multi-file dependencies, writes code inside isolated sandboxes, and verifies builds without transmitting your proprietary code to external clouds.
- Sandboxed Terminal Execution
- Unified Monaco Diff Inspector
- Subagent Approval Interventions
- Local Ollama & Private Cloud LLMs
Semantic code search.
Ground every agent prompt.
Ingest PDFs, technical specs, and entire code repositories into an on-device SQLite vector index. Ground conversational AI and automated refactoring tasks with deterministic hybrid retrieval.
- Local SQLite Vector Database
- Deterministic Chunk Embeddings
- Hybrid Keyword & Semantic Search
- Multi-Repo Ingestion Pipeline
Turn workflows into UIs.
Deploy without DevOps.
Convert backend agent workflows into interactive forms, dashboards, and decision consoles in one click. Give non-technical team members safe access to complex automations with role-based governance.
- Dynamic Parameter Forms
- Live Output Previews
- Role-Based Desktop Seat Governance
- Instant No-Code Distribution
Approve every change.
Interactive parameter prompts.
Review multi-file diffs before they apply to disk, approve critical MCP tool calls, and respond to agent elicitation prompts directly from the central Inbox control plane.
- Unified Diff Approval Gate
- MCP Task Elicitation Consoles
- Audit-Logged Override History
- Sandboxed File Revert & Undo
Trace every turn.
Monitor GPU VRAM & health.
Inspect model calls, token consumption, tool execution latencies, and file transaction histories with hierarchical trace trees and live GPU VRAM & memory diagnostics.
- Hierarchical Trace Trees
- Live GPU VRAM Telemetry
- Redacted Diagnostic Bundles
- Per-Step Latency Breakdown
Connect every tool.
Expand with community extensions.
Pre-built connectors for GitHub, Slack, Jira, Notion, Postgres, Discord, and cloud APIs. Install community extensions, custom action blocks, and agent templates from the integrated Marketplace.
- 34+ Pre-Built Integrations
- Community Extensions Hub
- Custom Webhooks & Triggers
- Zero-Config Secure OAuth
Engineered for Privacy & Control
How Munjiz Desktop differs from traditional cloud-hosted AI coding assistants.
| Platform Dimension | Munjiz Desktop | Typical Cloud AI Tools |
|---|---|---|
| Codebase Privacy | 100% Local (Never leaves device) | Uploaded to cloud servers |
| Project Orchestration | Topological DAG & Merge Queues | Single-file or single-chat prompt |
| Quality Assurance | Deterministic Stack Quality Gates | Unchecked raw code output |
| Protocol Support | Model Context Protocol (MCP) | Proprietary cloud tool format |
| Micro-App Generator | Built-in Instant Form Runner | Requires separate low-code platform |
| Offline Operation | Full local Ollama & air-gapped support | Requires constant cloud internet |
| Telemetry & Logs | On-device hierarchical trace ledger | Stored in vendor cloud database |
Every Module in One Unified Workspace
Seamlessly transition between specs, visual node canvas, code editor, and live observability.
Dependency planning & quality gates
Drag-and-drop node graph canvas
Sandboxed Monaco editor & terminal
Local SQLite embeddings store
OAuth 2.1 remote & stdio tools
Human-in-the-loop task review
Instant form generator & dashboards
Hierarchical trace logs & telemetry
Certified enterprise connectors
Ready to experience local AI engineering?
Download Munjiz Desktop for Windows, macOS, or Linux. No account required to start.