Wire the stack you already use
Connect LLMs, shell commands, Python or Node scripts, HTTP APIs, files, Git, containers, and complete subflows.
Inspectable agent workflow runtime
Build agent workflows you can inspect.
Orchestrate parallel models, agent CLIs, scripts, and bounded loops on one canvas. Debug every step, version the graph, then run it from the desktop, terminal, CI, 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
32 nodesPlus 5 trigger sources
3 entry pointsGUI · CLI · MCP
0 Knodr cloud accountsLocal orchestration · providers you choose
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 Knodr-hosted control plane, account, or telemetry. Credentials stay encrypted locally; model traffic goes directly to the providers you configure.
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.
PS> knodr run .\review.knodrflow ` --input-file .\src\auth.cs ` --output-format json ✓ input.manual ready ✓ agent.cli completed 2.4s ✓ agent.cli completed 2.8s ✓ merge.join completed 0.0s ✓ file.write review.md flow completed in 2.8s
Production patterns
Real workflows, not toy chains.
Download complete, versionable flows and follow the architecture from inputs to artifacts. Each pattern runs through the same UI, CLI, and MCP runtime.
Decision panel
Competing architects, specialist critics, arbitration, and a bounded rework loop turn one question into an auditable decision.
63 nodes13 agents3 iterations max
Build the decision panel →
Multi-agent review CI
Four independent reviewers inspect a pull-request diff, a fifth consolidates findings, and deterministic code publishes reports and SARIF.
19 nodes5 agentsSARIF output
Add review to CI →
Agent tools & skills
Discover node schemas, author a validated flow through MCP, execute it safely, and package the lifecycle as a reusable agent skill.
4 nodes8 MCP callsReusable contract
Build an agent tool →
Get Knodr