Github Top Repositories
前往频道在 Telegram
Top GitHub repositories in one place 🚀 Explore the best projects in programming, AI, data science, and more.
显示更多📈 Telegram 频道 Github Top Repositories 的分析概览
频道 Github Top Repositories (@githubre) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 15 211 名订阅者,在 教育 类别中位列第 13 464,并在 印度 地区排名第 26 132 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 15 211 名订阅者。
根据 03 十一月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 404,过去 24 小时变化为 21,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 0.94%。内容发布后 24 小时内通常能获得 0.63% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 143 次浏览,首日通常累积 96 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 1。
- 主题关注点: 内容集中在 repository, fork, programming, statistic, description 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Top GitHub repositories in one place 🚀
Explore the best projects in programming, AI, data science, and more.”
凭借高频更新(最新数据采集于 04 十一月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 教育 类别中的关键影响点。
15 211
订阅者
+2124 小时
+587 天
+40430 天
帖子存档
15 210
Repost from Python Courses & Resources
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15 210
🎯 google/skills landed on trending. Worth a proper look.
🔗 https://github.com/google/skills
📝 Agent Skills for Google products and technologies
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The google/skills repository on GitHub is a collection of skills for Google products and technologies, including Google Cloud. This repository is under active development and provides a wide range of skills, from
Getting started with Google Cloud to AI/ML and Infrastructure skills. To use these skills, you can install them using npx skills add google/skills and then select the specific skills you want to install. The repository also includes plugins for agent harnesses like Claude Code and Codex. If you need help or encounter issues, you can search for existing issues or open a new one in the GitHub Issue Tracker. The skills are available under the Apache 2.0 license, allowing you to copy, modify, and distribute them freely. One-liner takeaway: Level up your Google Cloud game with the google/skills repository, your one-stop shop for skills and plugins to boost productivity and innovation!
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🧠 Channel: https://t.me/GithubRe15 210
📌 Spotted on GitHub Trending: pranshuparmar/witr — let's break it down.
🔗 https://github.com/pranshuparmar/witr
📝 Why is this running? Trace any process, port, container, or file back to what started it - CLI + TUI.
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The witr tool helps you understand why a process, port, container, or file is running on your system. It provides a clear chain of causality, showing where a running process came from, how it was started, and what systems are responsible for it. Key features include a simple command-line interface, machine-readable JSON output, and an interactive TUI dashboard.
To
install witr, you can use various package managers like Homebrew, Conda, or Winget, or download a pre-built binary from the GitHub repository. For usage, simply run witr followed by the process, port, container, or file you're interested in.
From a technical standpoint, witr is a single static binary that supports multiple platforms, including Linux, macOS, Windows, and FreeBSD. It's designed to be easy to use and provides a lot of flexibility in terms of output formatting and filtering.
The target audience for witr includes system administrators, developers, and anyone who needs to understand what's running on their system and why.
In short, witr is a powerful tool that helps you cut through the complexity of your system and understand what's really going on - and that's a game-changer for anyone who's ever wondered "why is this running?"
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🧠 Channel: https://t.me/GithubRe15 210
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15 210
🔍 Deep-diving into K2SOsint/Legendary_OSINT — fresh off the trending list.
🔗 https://github.com/K2SOsint/Legendary_OSINT
📝 A list of OSINT tools & resources for (fraud-)investigators, CTI-analysts, KYC, AML and more.
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Legendary OSINT is a treasure trove of curated OSINT tools and resources, gathered from various sources like newsletters, Telegram groups, and GitHub repos. This repository is a one-stop-shop for all your OSINT needs, with categories ranging from people search and social media to geospatial and mapping OSINT.
Key features include:
-
people search and social media tools
- aviation and maritime tracking
- domain and IP investigation tools
- malware analysis and CTI resources
- dark web and leaks databases
To use this repository, simply explore the various categories and find the tools that suit your needs. Keep in mind that most tools are third-party, so be sure to vet and use them responsibly.
From a technical standpoint, this repository is well-organized, with clear documentation and contributing guidelines. It's licensed under CC0 1.0 Universal, making it free to use, modify, and share.
This repository is perfect for security researchers, investigators, and anyone interested in OSINT. So, dive in and start exploring - and don't forget to star the repository and give credit where credit is due!
The legendary OSINT repository is your ultimate goto for all things OSINT - use it wisely!
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🧠 Channel: https://t.me/GithubRe15 210
🎯 denoland/celld landed on trending. Worth a proper look.
🔗 https://github.com/denoland/celld
📝 self-hosted, distributed Durable Objects
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Introducing celld, a self-hosted, distributed daemon that runs Cloudflare Workers and Durable Objects on your own machines. With celld, each object is its own SQLite database, addressed by name and replicated to an S3-compatible bucket you own. This approach allows for automatic sharding, eliminating contention and blast-radius failures.
Key features include:
-
celld nodes that embed V8 and execute Wrangler bundles
- Object-storage compare-and-swap for ownership management
- Continuous replication of each cell's SQLite database to the bucket
- Support for esbuild on PATH for Worker code
To get started, install celld using the provided installer:
curl -fsSL https://celld.dev/install.sh | sh
Then, deploy your application and start celld against the same bucket:
celld deploy . --bucket s3://my-cells-bucket
celld --bucket s3://my-cells-bucket --listen 0.0.0.0:8080 --advertise 10.0.0.12:8080
Technical highlights include:
- No control plane or consensus required
- Idle cells hibernate to nearly nothing
- Nodes are replaceable, with the bucket serving as the durable source of truth
celld is designed for developers and operators looking to self-host Cloudflare Workers and Durable Objects. With its unique approach to sharding and replication, celld provides a scalable and fault-tolerant solution for deploying distributed applications.
Takeaway: With celld, you can run Cloudflare Workers and Durable Objects on your own machines, with automatic sharding and replication for a scalable and fault-tolerant solution.
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🧠 Channel: https://t.me/GithubRe15 210
⚡ unclebob/swarm-forge is making waves. Here's the full picture.
🔗 https://github.com/unclebob/swarm-forge
📝 A simple tool for coordinating several AI agents.
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SwarmForge is a disciplined tmux-based agent orchestration platform that turns swarms of AI agents into reliable, professional software engineers. Its purpose is to facilitate communication between agents working in different git worktrees, providing a shared structure for role-specific prompts, worktree assignment, tmux sessions, and message passing.
The key features of SwarmForge include config-driven topology, project-local roles, layered constitution, and backend selection per role. It supports per-role backends such as
claude, codex, copilot, or grok.
To use SwarmForge, you need to have zsh, git, tmux, Babashka (bb), and at least one configured agent backend. You can get started by choosing a runnable branch and pulling its contents without creating a Git remote.
The target audience for SwarmForge includes software engineers and developers who want to leverage the power of AI agents in their development workflow.
In a nutshell, SwarmForge is a powerful tool for orchestrating AI agents to achieve reliable and professional software engineering results - it's like having a team of expert engineers at your fingertips.
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🧠 Channel: https://t.me/GithubRe15 210
🎯 google/guava landed on trending. Worth a proper look.
🔗 https://github.com/google/guava
📝 Google core libraries for Java
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The google/guava GitHub repository is a collection of Java libraries used by Google, featuring new collection types, immutable collections, a graph library, and utilities for concurrency, I/O, hashing, and more.
The key features of Guava include multimap and multiset, which are used for handling complex data structures, as well as utilities for working with primitives, strings, and other basic data types.
To use Guava, you can add it to your project using Maven or Gradle. For example, you can add the following
dependency to your Maven project:
<dependency>
<groupId>com.google.guava</groupId>
<artifactId>guava</artifactId>
<version>33.6.0-jre</version>
</dependency>
Guava is widely used by many companies and is suitable for a wide range of Java projects, including Android apps. The repository provides detailed documentation, including a users' guide and API documentation, as well as links to snapshot API Javadoc and snapshot API diffs.
Overall, Guava is a powerful tool for any Java developer looking to work with complex data structures and utilities. So, what are you waiting for? Get Guava and supercharge your Java projects today!
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🧠 Channel: https://t.me/GithubRe15 210
🔥 Significant-Gravitas/AutoGPT is trending — and it deserves your attention.
🔗 https://github.com/Significant-Gravitas/AutoGPT
📝 AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
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The AutoGPT GitHub repository is an open-source platform for building, deploying, and running AI agents that automate complete workflows. With AutoGPT, users can describe an outcome in plain English or use a visual builder to shape every step, then run the agent on demand, on a schedule, or from a trigger. The platform offers four surfaces: AutoPilot, Agents, Marketplace, and Build, providing users with a range of options to create and manage their AI agents.
The
AutoGPT platform is available in both hosted and self-hosted options. The hosted platform is a paid service that manages infrastructure, model access, credentials, reliability, and updates, while the self-hosted option allows users to provide and operate their own resources.
Technical highlights of the platform include access to hundreds of AI models, connections to 45+ platforms, and support for a wide range of applications, from executive operations to customer support. The platform also offers a range of integrations, including Gmail, Google Calendar, GitHub, and Slack.
The target audience for AutoGPT includes individuals and teams looking to automate workflows and streamline their operations. With its user-friendly interface and flexible deployment options, AutoGPT is an attractive solution for those looking to leverage the power of AI to boost productivity and efficiency.
In short, AutoGPT is a game-changer for automating workflows, and its flexibility, scalability, and ease of use make it an essential tool for anyone looking to get 10 hours back every week!
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🧠 Channel: https://t.me/GithubRe15 210
💡 jdx/mise just hit the trending charts — here's why it matters.
🔗 https://github.com/jdx/mise
📝 dev tools, env vars, task runner
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mise is a powerful CLI tool that streamlines your development workflow by managing dev tools, environment variables, and tasks in one place. With mise, you can easily install and switch between different versions of tools like Node.js, Python, and Terraform, and load environment variables per project directory. You can also define and run custom tasks for building, testing, and deploying your projects.
To get started with mise, you can install it using a simple curl command, and then hook it into your shell. From there, you can use
mise to execute commands with specific tools, install new tools, manage environment variables, and run tasks.
One of the key technical highlights of mise is its use of a mise.toml file to store project-specific configuration, making it easy to manage and share your project's setup with others.
mise is designed for developers who want to simplify their workflow and reduce the overhead of managing multiple tools and environments. With its intuitive interface and powerful features, mise is a great choice for anyone looking to boost their productivity and focus on what matters most - writing code.
In short, mise is a game-changer for developers - it's like having your own personal dev assistant, automating the tedious tasks so you can focus on coding like a rockstar!
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🧠 Channel: https://t.me/GithubRe15 210
🔥 chenyme/grok2api is trending — and it deserves your attention.
🔗 https://github.com/chenyme/grok2api
📝 Multi-account API gateway for Grok Build, Grok Web, and Grok Console
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Grok2API is a multi-account API gateway for Grok Build, Grok Web, and Grok Console, providing a unified interface for various Grok services. It's built with
Go and features a React admin console. The gateway supports multiple providers, including Grok Build, Grok Web, and Grok Console, each with its own authentication, models, and capabilities.
The key features of Grok2API include:
* APIs: Responses, Chat Completions, Anthropic Messages, Images, and asynchronous Videos
* Clients: Codex, Claude Code, OpenAI-compatible SDKs, and Anthropic-compatible SDKs
* Accounts: Bulk import/export, quota sync, credential renewal, conversion, tools, and cleanup
* Routing: Model discovery, Provider pinning, sticky sessions, quota/concurrency guards, and bounded failover
To get started, you can clone the repository, generate secrets, and start the service using docker compose. The gateway can be configured using a config.yaml file, and accounts can be connected and managed through the admin console.
Grok2API is designed for technical research and learning purposes only, and users must comply with Grok's official terms of use and local laws. The project is sponsored by several companies, including Krill AI, DEEIX AI, Right Code, FennoAI, and Qiniu Cloud AI.
In summary, Grok2API is a powerful tool for managing multiple Grok accounts and services, providing a unified interface for various Grok APIs. With its robust features and flexible configuration, it's an ideal solution for developers and researchers looking to work with Grok services. So, get started with Grok2API today and unlock the full potential of Grok services!
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🧠 Channel: https://t.me/GithubRe15 210
⚡ 666ghj/MiroFish is making waves. Here's the full picture.
🔗 https://github.com/666ghj/MiroFish
📝 A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物
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MiroFish is a next-generation AI prediction engine powered by multi-agent technology. It constructs a high-fidelity parallel digital world where thousands of intelligent agents interact and undergo social evolution. You can inject variables dynamically to precisely deduce future trajectories.
Key features include:
- Graph Building: Seed extraction and graph construction
- Environment Setup: Entity relationship extraction and persona generation
- Simulation: Dual-platform parallel simulation
- Report Generation: Detailed prediction reports
To get started, you can deploy MiroFish via source code or Docker. The project is suitable for researchers, developers, and decision-makers interested in multi-agent simulation and LLM applications.
Technical highlights include the use of
Node.js, Python, and uv for deployment. The project is powered by OASIS (Open Agent Social Interaction Simulations).
The target audience includes those interested in swarm intelligence, prediction engines, and multi-agent simulations.
In a nutshell, MiroFish lets you "rehearse the future in a digital sandbox, and win decisions after countless simulations" - predict anything, simulate everything.
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🧠 Channel: https://t.me/GithubRe15 210
🚀 Meet semantica-agi/semantica: a gem from today's GitHub trending list.
🔗 https://github.com/semantica-agi/semantica
📝 Graph-Native Infrastructure for Context and Accountable AI Systems
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Semantica is an open-source, graph-native infrastructure for context and accountable AI systems, designed to provide explainable, traceable, and trustworthy decision-making. Key features include context graphs, decision intelligence, ontology management, knowledge modeling, and end-to-end traceability.
Technical highlights of Semantica include polyglot graph storage, support for RDF and LPG, and compliance with W3C standards, making it interoperable with various systems.
Audience for Semantica includes AI/ML platform teams, data platform teams, compliance and risk teams, regulated enterprises, and platform and data engineers who require a self-hosted and customizable solution for decision intelligence and context management.
To get started with Semantica, you can
pip install semantica and explore the ContextGraph class, which allows you to record decisions, trace decision chains, and analyze decision impact.
In a nutshell, Semantica is the missing link between AI decision-making and explainability, making it an essential tool for anyone working with high-stakes, regulated domains: With Semantica, your AI decisions are no longer black boxes, but transparent, auditable, and trustworthy.
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🧠 Channel: https://t.me/GithubRe15 210
📌 Spotted on GitHub Trending: goauthentik/authentik — let's break it down.
🔗 https://github.com/goauthentik/authentik
📝 The authentication glue you need.
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authentik is an open-source Identity Provider (IdP) designed for self-hosting, supporting various protocols like SAML, OAuth2/OIDC, LDAP, and RADIUS. It's suitable for small labs to large production clusters, with an enterprise offering available for robust identity management.
The installation process is flexible, allowing users to deploy via
Docker Compose, Kubernetes (Helm Chart), AWS CloudFormation, or the DigitalOcean Marketplace. The project has a strong focus on development and contributions, with extensive documentation and a clear contribution process.
When it comes to security, authentik takes it seriously, with guidelines outlined in the SECURITY.md file. The project is licensed under MIT, CC BY-SA 4.0, and an enterprise license.
authentik is perfect for organizations looking for a customizable, self-hosted identity management solution - take control of your identity management today!
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🧠 Channel: https://t.me/GithubRe15 210
🔍 Deep-diving into obra/superpowers — fresh off the trending list.
🔗 https://github.com/obra/superpowers
📝 An agentic skills framework & software development methodology that works.
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Superpowers is a software development methodology that empowers your coding agents with a set of composable skills and initial instructions. The purpose of Superpowers is to streamline the coding process, from brainstorming to implementation, using a systematic approach.
Key features include
test-driven-development, systematic-debugging, and collaboration tools. To use Superpowers, simply install it as a plugin in your preferred coding agent, such as Claude Code, Antigravity, or Codex App.
From a technical perspective, Superpowers provides a skills library that includes various workflows, such as brainstorming, writing-plans, and executing-plans. The target audience for Superpowers includes developers, coding agents, and anyone looking to improve their coding efficiency.
In conclusion, Superpowers is a game-changer for coding agents, and its impact on the coding community will be significant - Superpowers is not just a tool, it's a superpower for your coding agent!
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🧠 Channel: https://t.me/GithubRe