How this analysis was created: This summary and feature list were written by an AI model that read the project's README and public documentation pages. Each feature links to the documentation it came from; stars, license and language come straight from the GitHub API. The model does not read the source code, and the analysis is refreshed when the project is re-analysed. Learn more on our About page.
Rivet is a visual LLM workflow designer and AI agent orchestration engine. It serves as a development environment for building retrieval augmented generation pipelines and a TypeScript library for embedding visual AI graphs and prompt logic into JavaScript applications. The system differentiates itself through a node-based editor that maps data flow between language models, vector databases, and external APIs. It provides specialized tools for prompt engineering, including interfaces for iterative prompt refinement and A/B testing to improve model response quality. The platform covers a broa
This repository catalogs the system prompts used by Claude Code, organizing them into browsable categories with token-count estimates for each prompt. It functions as both a prompt library browser and a revision tracker, surfacing the size and complexity of individual prompts to support auditing and prompt engineering decisions. The project records prompt revisions by parsing git diffs between versions, capturing additions, removals, and token-count changes in a structured changelog. Token counts are approximated from character length using a fixed heuristic ratio, avoiding the need for API c
Semantic Versioning for Prompts - Clear, predictable version management specification for AI prompts | Prompt 语义化版本规范
Promptfoo is an evaluation framework designed for testing, benchmarking, and red-teaming language models and agentic workflows. It provides a unified environment to run prompts against multiple providers, allowing developers to systematically validate model outputs against objective assertions, semantic similarity metrics, and custom grading rubrics. The platform distinguishes itself through a provider-agnostic execution layer and a stateful orchestrator capable of simulating multi-turn conversations and complex tool-use trajectories. It includes a dedicated adversarial mutation pipeline that
Exact structure out of any language model completion.
The main features of r2d4/rellm are: Prompt Engineering Tools.
Open-source alternatives to r2d4/rellm include: ironclad/rivet — Rivet is a visual LLM workflow designer and AI agent orchestration engine. It serves as a development environment for… piebald-ai/claude-code-system-prompts — This repository catalogs the system prompts used by Claude Code, organizing them into browsable categories with… langgptai/promptver — Semantic Versioning for Prompts - Clear, predictable version management specification for AI prompts | Prompt 语义化版本规范. promptfoo/promptfoo — Promptfoo is an evaluation framework designed for testing, benchmarking, and red-teaming language models and agentic… promptslab/promptify — Promptify is a suite of tools designed for model evaluation, prompt management, token cost tracking, structured… bigscience-workshop/promptsource — Toolkit for creating, sharing and using natural language prompts.