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Universal interoperability protocol for LLMs and vector databases

Unified configuration management for LLM applications.

Protocol middleware for translating vector data across providers, vector databases, and LLM pipelines

Prompt registry and runtime delivery scaffold for LangChain and LangGraph.

Common charm lib for providers and requirers of object storage relation interfaces

Minimal Python SDK for Keel

A health checker for LLM prompts and conversations.

Alliance Platform Storage

AI token optimization SDK — reduce LLM API costs by 10-20%

Near Zero-Overhead Python Code Coverage

Multi-source speech transcription with LLM-based adjudication inspired by textual criticism

NoneBot 集成 GitHub Copilot 和 OpenAI 的 AI 代码生成模型插件

Local-first observability for LLM applications

Multi-threaded explainability for LLMs: words, sentences, documents, images, and tools.

Python type stubs for androidx.fragment:fragment:1.8.9 generated with chaquopy-stubgen

Extract, enrich, cluster, and query decisions from unstructured conversations using LLMs.

Testing framework using Speculos and LedgerComm as backends

A Git-based package manager designed for AI-assisted development, similar to npm but supporting skills, agents, commands, hooks, and any AI resource types.

Content Repurposing Engine for Claude Code. Turn 1 piece of content into 10+ platform-optimized posts for Twitter, LinkedIn, Instagram, Facebook, YouTube, Skool, Reddit, and newsletters.

AI-powered skill discovery tool for finding and recommending agent skills across 8+ platforms