Dspy Python Packages

clio-agent

A science agent supporting any general AI agent in performing data management operations at scale. Builds upon the heritage of the IOWarp platform and proudly represents work done at Gnosis Research Center at Illinois Tech. Supported by NSF.

axllm

The pretty much "official" DSPy framework for Typescript

predict-rlm

Production focused Self-harnessed LM runtime (RLM) that allows the LM to call its sub-lm with DSPy signatures. Define your inputs, outputs, and tools — the model handles its own control flow. Get fully interpretable trajectories and performance that scales directly with model improvements. Without context rot.

fleet-rlm

Recursive AI System

agentic-fleet

Adaptive Agentic AI Reasoning using Microsoft Agent Framework -- Join the Discord for suggestion or support ! https://discord.gg/ebgy7gtZHK

shrewd

Turn repeated LLM classification calls into a small, fast, local model for one fixed task.

promptuna-server

An evaluation and optimization harness for functions that use Language Models.

promptuna-cli

An evaluation and optimization harness for functions that use Language Models.

dspy-security-bench

Open, privacy-bounded assurance for AI agents: containment provenance, identity passports, authorization twins, OTel evidence, CI gates, and OSCAL.

zon-format

ZON → 35-70% cheaper LLM prompts than JSON/TOON. Zero overhead.

minima-llm

Minimal async LLM backend with caching and batch execution.

dorgy

An LLM-powered command line tool to automatically organize your files and directories

logillm

LogiLLM - Zero-dependency enterprise alternative to dspy

voicetest

Test harness for voice agents. Import from Retell, VAPI, Bland, LiveKit. Run autonomous simulations. Evaluate with LLM judges.

clearflow

Correctness-first orchestration for emergent AI. Type-safe, deeply immutable, 100% code coverage.

dspy-code

Claude Code for DSPy: Comprehensive CLI to Optimize Your DSPy Code. our AI-Powered DSPy Development Assistant

reliopt

Reliability-constrained, multi-objective optimization for LLM and agent programs

synadia-ai-agents

SDKs and reference implementations for the Synadia Agent Protocol for NATS

synadia-ai-agent-service

SDKs and reference implementations for the Synadia Agent Protocol for NATS

dspy-inspector

DSPy program/pipeline inspector widget for Jupyter/VSCode Notebooks.

dspy-qwen-adapter

A DSPy adapter tailored to Qwen 3+ suggested formatting patterns.

prompt-crafter

Say what the picture must contain, check that it does, and refuse when it does not. A typed contract of depictable claims drives both the prompt and the gate that verifies the pixels. pip install prompt-crafter

langstruct

Extract structured data from any content using LLMs.

strwythura

Strwythura: construct an entity-resolved knowledge graph from structured data sources and unstructured content sources, implementing an ontology pipeline, plus context engineering for optimizing AI application outcomes within a specific domain. This produces a Streamlit app, with MLOps instrumentation.