Wire the stack you already use
Connect LLMs, shell commands, Python or Node scripts, HTTP APIs, files, Git, containers, and complete subflows.
Visual AI workflow builder
Build AI workflows visually.
Connect AI models, scripts, files, APIs, and agent CLIs on one canvas. Debug every step, then run the same flow from the desktop, terminal, or MCP.
Early MVP · Windows desktop · local-first
PARALLEL CODE REVIEW
INPUTManual inputsource code
AI MODELClaude reviewanalysis
AGENT CLICodex reviewanalysis
LOGICMerge resultsfinal review
●flow completed · 4 nodes · 2 parallel branches
One flow formatReadable JSON, built for Git
29 nodesAcross 16 categories
3 entry pointsGUI · CLI · MCP
0 cloud accountsYour machine, your data
Built for real work
Visual where it helps. Code where it counts.
Knodr gives developer automation a shape you can inspect. See the whole system, step through a single node, and keep every flow versioned beside your code.
Parallel by default
Independent branches execute concurrently. Route, merge, loop, delay, and trigger work without serializing the whole graph.
See what every node saw
Pause on breakpoints, inspect inputs and outputs, replay one node, and follow live logs without adding print statements everywhere.
Start from any signal
Launch flows manually, on timers, from webhooks, file changes, or Git events—and keep long-running sessions alive.
Let agents build the graph
The built-in MCP server exposes catalog, authoring, validation, execution, logs, snapshots, and node-level debugging tools.
Local by architecture
No hosted control plane, accounts, or telemetry. Credentials remain encrypted locally and never serialize into a flow file.
One core, three surfaces
Build once. Run it your way.
The desktop app, headless CLI, and MCP server all use the same scheduler, serializer, validator, and node registry. A flow behaves the same everywhere.
GUI
Design and debug visually
Compose on a canvas, run live, inspect values, and replay nodes.
CLI
Ship headless automation
Validate and run versioned flows in terminals and CI pipelines.
MCP
Give agents a runtime
Let coding agents author, organize, execute, and debug flows through tools.
$ cat src/auth.cs | knodr run review.knodrflow \ --output-format json ✓ input.manual ready ✓ ai.claude completed 2.4s ✓ agent.codex completed 2.8s ✓ logic.merge completed 0.0s ✓ file.write review.md flow completed in 2.8s
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