A practitioner’s guide compares DeepSeek Harness memory options across capture, retrieval, storage, deployment, and governance. It reviews MemOS Local, MemOS Cloud, OpenViking, Hindsight, memsearch, ReMe, dsh-auto-memory, and Mnemosyne as options for personal or project-level memory. The guide says Mnemosyne lacks a documented DSH-specific adapter and installation guidance, while most reviewed plugins focus on personal or project memory rather than automatically promoting individual memories into trusted team rules. It advises users to pin compatible versions and run a minimal validation before installation because community plugins change rapidly and the guide provides no independent performance benchmarks.
What problem it solves
App Store Connect workflows cover builds, TestFlight, submissions, signing, analytics, screenshots, subscriptions, and other API operations. This project provides a scriptable CLI for automating those workflows across iOS, macOS, tvOS, and visionOS from a terminal, IDE, or CI/CD pipeline.
Key features
Release workflow automation — Automate builds, TestFlight distribution, su…
What problem it solves
Software work often needs several agents to handle independent tasks while preserving clear model routing, file ownership, and verification. It is also important to distinguish work that was planned or reported complete from work supported by observed test, review, or CI results.
Key features
Model routing by work category — Each lane receives a work category, model chain, a…
What problem it solves
AI agents need relevant design context from Figma files to generate code that follows a design system and reflects design intent. This project documents how to connect the Figma MCP server to supported clients, use its tools and skills, and apply practices for more consistent results.
Key features
Connect supported MCP clients — Setup instructions cover the Figma MCP server …
What problem it solves
Installing and operating Kubernetes can involve host OS dependencies, infrastructure restrictions, high system requirements, and cumbersome lifecycle management. k0s addresses these concerns with a self-contained distribution, flexible deployment options, and automated cluster lifecycle tooling.
Key features
Self-contained distribution — The distribution packages the compone…
What problem it solves
Selecting an open-source language model requires accounting for available memory, processor capabilities, GPU configuration, model size, quantization, and context requirements. The project addresses the difficulty of determining which models can run comfortably on a particular machine and comparing fit, speed, quality, and context before deployment.
Key features
Hardware aut…
What problem it solves
Many AI applications send messages to remote servers, where they may be logged and analyzed outside the user's view. This project addresses that concern by running language models, conversations, voices, and tools on the device without requiring an account or internet connection.
Key features
On-device language model chat — Run GGUF language models fully offline, including G…
What problem it solves
Users need a way to play VR games running on a PC through a supported standalone VR headset over a local network. The project addresses headset compatibility, PC requirements, installation guidance, troubleshooting, and configuration information for this setup.
Key features
Broad headset and PC compatibility — ALVR lists support for multiple standalone VR headsets and docume…
What problem it solves
Developers, researchers, teams, and students need practical examples to understand and evaluate AI agent architectures. The collection organizes production examples, tutorials, and working code by framework and industry to support implementation and learning.
Key features
Runnable agent examples — Each project under agents/ is presented as a self-contained implementation wit…
What problem it solves
AI coding agents often take the shortest path, skipping specifications, tests, security reviews, and other practices needed for reliable software. This project packages structured workflows, verification gates, and engineering practices so agents apply the same discipline consistently throughout development.
Key features
Lifecycle commands — Nine slash commands map the devel…
What problem it solves
3D scans need to be checked against nominal geometry, measured, and understood before they can guide manufacturing or inspection workflows. ScanRuler addresses this with browser-based measurement, deviation analysis, wall-thickness mapping, reverse engineering, and mesh editing while keeping local file processing on the user’s computer.
Key features
Geometric measurement and…
What problem it solves
Working with geospatial data often requires installing and maintaining desktop GIS software or moving data and computation to a hosted cloud platform. These requirements can hinder teaching, fieldwork, use on locked-down computers, and work with sensitive data.
Key features
Runs across browsers, desktops, mobile, and notebooks — The same workspace adapts to web browsers, nat…
What problem it solves
VPN traffic can expose protocol characteristics that are examined during network inspection. The project addresses this by encrypting UDP tunnels, applying configurable traffic masks, and rotating session keys while providing bounded packet handling and live traffic-quality checks.
Key features
Encrypted and forward-secret sessions — The InitialV2 exchange confirms a fresh s…
What problem it solves
Text-to-speech systems must generate expressive speech while supporting multiple languages and varied voice requirements. VoxCPM addresses multilingual synthesis, creation of new voices from descriptions, controllable cloning from reference audio, and continuation from an audio prompt and transcript.
Key features
Multilingual speech synthesis — Input text can be synthesized …
What problem it solves
Investors need to combine market data, news, technical information, and analysis across multiple markets without manually assembling each report. They also need a repeatable way to run daily analysis and deliver the resulting decision dashboard to their preferred communication channel.
Key features
AI Decision Reports — Generate stock analysis reports with core conclusions, …
What problem it solves
Personal finance data often depends on accounts, cloud services, or optional integrations. Wealthfolio addresses this by keeping data on the user's device while supporting manual tracking, CSV import, portfolio analysis, and financial planning.
Key features
Portfolio and net worth tracking — Track investments across accounts and asset types, including options and short posit…
What problem it solves
Teams need to understand how AI models describe their products, which competitors appear in answers, and which sources support those observations. Without original answers, citations, execution conditions, and historical runs, it is difficult to investigate visibility findings or determine what to trust.
Key features
Evidence-based visibility research — Enter a domain to see…
An Agent can complete a task once by relying on the context and reasoning available at that moment. To avoid relearning lessons on the next task, it needs to turn past experience into reusable knowledge. The challenge is that experience is never an isolated action: it also includes the original goal, environment, and why the action worked. Remembering only “how we did it last time” may save redund…
What problem it solves
Developers and enterprise teams need a terminal-based agent that can understand and modify code, automate operational tasks, and integrate additional capabilities into development workflows. Gemini CLI also needs clear access requirements and authentication options for organizations using Gemini Code Assist or supported Google Cloud services.
Key features
Code understanding …
What problem it solves
AI coding agents lose context between sessions, so the same decisions get re-explained and nothing about the project is remembered. They also lack a shared workflow and evidence, leaving the human to read every line to confirm what was done. This project adds memory, a workflow, and evidence to agents you already have.
Key features
Persistent project memory with Engram — Eng…
What problem it solves
System design is a broad topic with many resources scattered throughout the web, making it difficult to find an organized learning path. Candidates also need a structured way to practice common design questions and compare their results with sample discussions, code, and diagrams.
Key features
Structured system design topics — The guide organizes core topics and explains the…
App-Store-Connect-CLI• Pinned
