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Nika: Declarative Multi-Provider AI Workflow Orchestration

Authors: Mélen, Thibaut;

Nika: Declarative Multi-Provider AI Workflow Orchestration

Abstract

Nika is a declarative workflow engine for AI tasks written in Rust. Workflows are expressed in versioned YAML files using five orthogonal primitives: infer for LLM calls, exec for shell commands, fetch for HTTP extraction, invoke for MCP tool calls, and agent for autonomous multi-turn loops. Nika parses these into a typed AST, resolves a DAG of task dependencies, and executes ready tasks in parallel via Tokio. A 5-layer structured output defense ensures schema-validated JSON across 7 cloud LLM providers and local GGUF models.

If you use Nika in your research, please cite it as below.

Keywords

llm, workflow-engine, ai, mcp, structured-output, rust, yaml, declarative

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average