AI 资讯
GitHub Slashes Agent Workflow Token Spend up to 62% with Daily Audits and MCP Pruning
GitHub reports cutting token costs in agentic CI workflows by up to 62% by pruning unused MCP tools, swapping some MCP calls for gh CLI, and running daily “auditor” and “optimizer” agents. A token-usage.jsonl artefact and an Effective Tokens metric help track spend across models and spot regressions. By Mark Silvester
AI 资讯
Reviving Mandi Central: From 41 Pending Issues to a Live Business Operations Platform
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built I built and revived Mandi Central , a complete business operations and billing system for mandi-style trading businesses. Live Project: https://mandicentral.in Mandi Central helps manage daily mandi operations like purchases, farmer purchase entries, sales entries, payments, bank and cash ledgers, accounting heads, reports, invoices, outstanding balances, and financial statements from one structured platform. This project was not started as a simple demo. It was a real business-focused software project, but it had many unfinished parts, broken flows, missing reports, pending PDF generation, incomplete mobile API planning, and several UI and accounting issues. For the GitHub Finish-Up-A-Thon Challenge, I brought it back, fixed the pending issues, completed the core business flow, and made the project live on mandicentral.in . Demo Live Website: https://mandicentral.in GitHub Repository: https://github.com/hiijoshi/bill Screenshots and demo cover the completed modules: Business Operations Hub Sales List Bank reconciliation Cash ledger Bank ledger Sales entry Purchase entry Farmer purchase entry Bulk PDF download Accounting reports Party ledger redirection Outstanding reports Mobile API-ready backend The Comeback Story Mandi Central started with a strong idea: create one platform where mandi businesses can manage their complete daily workflow. But before this challenge, the project was stuck with many incomplete and pending items. There were more than 40 pending issues across PDF generation, sales invoices, bank ledger, cash ledger, accounting reports, outstanding reports, purchase calculations, sales calculations, mobile APIs, AWS deployment, domain setup, and UI fixes. Some of the major problems before completion were: PDF generation was not working properly. Bulk sales bill download was missing. Mobile application APIs were pending. Farmer Purchase Entry API was pending. Purchase Entry API w
AI 资讯
Git for GitHub: How to use simple Git commands to manage a GitHub repository
Recently, I was working on creating a website on a cloud-based IDE (CodeHS). One night, I was editing, and then when I was done, I simply turned off my monitor and disabled my mouse and keyboard. Then, the next day at school, I continued to work on the website, and made significant changes. When I got home, I made more significant changes, but then realized something very important. What I realized is that when I continued to work on the project at home, the cloud-based IDE hadn't refreshed to the new code, and overwrote the work I did at school when I saved my new work. So, what is the purpose of me telling you this? Is it to say that you should always close your code editor when you're done working, or some other trick to prevent this from happening? No, it definitely is not. After the initial panic, I realized that the cloud-based IDE had a history section, which has a detailed log of every change that happened to every file. I then looked back at my old copy, copied the changes, and put them back into my new code. Now, imagine you aren't using a cloud-based IDE, and your just editing a file on your computer, in an IDE, or simply your terminal. To clarify, Git is not cloud-based, it is local, (sitting on your computer), that connects to the cloud (GitHub). What happens when something breaks? For some environments, this could be catastrophic, and make you loose a lot of work. When you make an update to a file, the last state and all the states before it are gone. But, this isn't the only thing that can happen. When you use a version control system (VCS), like Git, you can always go back to your previous commits, (snapshots of your code). The work I almost lost wasn't very important; that work didn't effect anyone, except myself. Imagine what would happen if I was working on something more important, or even just working on something for a job. Before learning how to manage your project, it helps to understand what Git actually is. Git is overwhelmingly the most po
开发者
Still a developer. Just outside. Our latest GitHub Shop collection is here.
The ESC collection lets you escape the confines of your desk and get out into the sun where good ideas are bound to happen. The post Still a developer. Just outside. Our latest GitHub Shop collection is here. appeared first on The GitHub Blog .
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🔥 EasyTier / EasyTier - A simple, decentralized mesh VPN with WireGuard support.
GitHub热门项目 | A simple, decentralized mesh VPN with WireGuard support. | Stars: 11,608 | 173 stars this week | 语言: Rust
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🔥 ast-grep / ast-grep - ⚡A CLI tool for code structural search, lint and rewriting.
GitHub热门项目 | ⚡A CLI tool for code structural search, lint and rewriting. Written in Rust | Stars: 14,208 | 205 stars this week | 语言: Rust
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🔥 andrewyng / context-hub
GitHub热门项目 | | Stars: 13,424 | 124 stars this week | 语言: JavaScript
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🔥 SillyTavern / SillyTavern - LLM Frontend for Power Users.
GitHub热门项目 | LLM Frontend for Power Users. | Stars: 28,489 | 514 stars this week | 语言: JavaScript
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🔥 microsoft / agent-governance-toolkit - AI Agent Governance Toolkit — Policy enforcement, zero-trust
GitHub热门项目 | AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10. | Stars: 3,077 | 1,314 stars this week | 语言: Python
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🔥 anthropics / claude-plugins-official - Official, Anthropic-managed directory of high quality Claude
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GitHub热门项目 | 🌙🦊 Dalfox is a powerful open-source XSS scanner and utility focused on automation. | Stars: 5,020 | 11 stars today | 语言: Rust
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🔥 hyperium / hyper - An HTTP library for Rust
GitHub热门项目 | An HTTP library for Rust | Stars: 16,099 | 2 stars today | 语言: Rust
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🔥 ryoppippi / ccusage - Analyze coding (agent) CLI token usage and costs from local
GitHub热门项目 | Analyze coding (agent) CLI token usage and costs from local data. | Stars: 14,961 | 227 stars today | 语言: Rust
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🔥 git-ai-project / git-ai - A Git extension for tracking the AI-generated code in your r
GitHub热门项目 | A Git extension for tracking the AI-generated code in your repos | Stars: 1,980 | 10 stars today | 语言: Rust
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🔥 run-llama / liteparse - A fast, helpful, and open-source document parser
GitHub热门项目 | A fast, helpful, and open-source document parser | Stars: 6,076 | 747 stars today | 语言: Rust
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🔥 Sync-in / server - Sync-in Server · Secure, open-source platform for file stora
GitHub热门项目 | Sync-in Server · Secure, open-source platform for file storage, sharing, collaboration, and syncing. | Stars: 1,345 | 63 stars today | 语言: TypeScript
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🔥 thedotmack / claude-mem - Persistent Context Across Sessions for Every Agent – Capture
GitHub热门项目 | Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More | Stars: 79,318 | 671 stars today | 语言: TypeScript
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🔥 iOfficeAI / AionUi - Free, local, open-source 24/7 Cowork app for OpenClaw, Herme
GitHub热门项目 | Free, local, open-source 24/7 Cowork app for OpenClaw, Hermes Agent, Claude Code, Codex, OpenCode, Gemini CLI and 20+ more CLI | Customize your assistants | Star if you like it! | Stars: 26,983 | 183 stars today | 语言: TypeScript