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darshjme/README.md

Darshankumar Joshi

Building production-grade tooling for LLM agents.

GitHub followers GitHub stars


Production Agent Toolkit

A suite of four composable libraries for building reliable LLM agent systems.

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                   production-agent-toolkit                   β”‚
β”‚                                                             β”‚
β”‚  β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”  β”‚
β”‚  β”‚ llm-router│───▢│react-guard-patt..│───▢│agent-memory β”‚  β”‚
β”‚  β”‚           β”‚    β”‚                  β”‚    β”‚             β”‚  β”‚
β”‚  β”‚  Route    β”‚    β”‚  Guard during    β”‚    β”‚  Remember   β”‚  β”‚
β”‚  β”‚  first    β”‚    β”‚  execution       β”‚    β”‚  always     β”‚  β”‚
β”‚  β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜    β””β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”˜  β”‚
β”‚                                                   β”‚         β”‚
β”‚                                          β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”  β”‚
β”‚                                          β”‚  agent-evals  β”‚  β”‚
β”‚                                          β”‚               β”‚  β”‚
β”‚                                          β”‚  Evaluate     β”‚  β”‚
β”‚                                          β”‚  after        β”‚  β”‚
β”‚                                          β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜  β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Route first. Guard during. Remember always. Evaluate after.
Library What it does Tests
agent-evals 3D evaluation framework for LLM agent outputs 45
react-guard-patterns Stop-condition guards for agentic loops 14
llm-router Semantic task routing across LLM providers 10
agent-memory Short-term + episodic memory for agents 13

82 tests total across the toolkit. β†’ production-agent-toolkit


Other Projects

  • brahmand β€” Universal LLM terminal interface
  • samast β€” LLM integration framework

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