标签：#Git

GitHub热门项目 | The open source AI research agent. | Stars: 8,904 | 262 stars this week | 语言: TypeScript

GitHub热门项目 | The free and privacy-friendly screen recorder with no limits 🎥 | Stars: 18,664 | 86 stars this week | 语言: JavaScript

GitHub热门项目 | Node.js & React bindings for Zed’s GPUI. Build memory efficient native apps with React and no Electron | Stars: 1,631 | 76 stars today | 语言: Rust

GitHub热门项目 | A free + OSS logo generator powered by Flux on Together AI | Stars: 8,593 | 111 stars today | 语言: TypeScript

GitHub热门项目 | Standalone iOS app to spoof GPS location without jailbreak. Includes Shadowrocket/Surge/Loon/QX/Stash module. | Stars: 3,856 | 20 stars today | 语言: JavaScript

GitHub热门项目 | Claude-first paid-media operations skill for Claude Code across 12 ad platforms (Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon, Reddit, Pinterest, Snapchat, X): source-grounded audits, deterministic scoring, versioned JSON reports, and capability-gated account changes. | Stars: 8,948 | 94 stars today | 语言: Python

GitHub热门项目 | Production-grade MCP server giving Claude 27 security intelligence tools across 21 APIs — CVE lookup, EPSS scoring, CISA KEV, MITRE ATT&CK, Shodan, VirusTotal, and more. | Stars: 1,458 | 46 stars today | 语言: Python

GitHub热门项目 | 本项目采用 CC BY-NC-SA 协议，禁止任何商业化行为，任何衍生项目必须保留本项目地址并以相同协议开源 | Stars: 9,585 | 171 stars today | 语言: TypeScript

Is the spec optional if the model is free? I keep seeing that assumption in pull requests. A free coding model shows up in the workflow. A free remote server shows up beside it. Then people drop the checklist without a fight. Why write a failing test for a cheap loop? Just rerun the agent until something compiles, right? That mental model is quietly expensive for teams. Free compute does not purchase a behavioral contract. It only purchases another place to be wrong. This FAQ names five claims I still hear. Each entry has the claim, the evidence, and a corrected model. Then I attach a small artifact you can run. None of this needs paid quotas I will not invent. Who this is for You already ship product patches with coding agents. You also distrust a fluent chat transcript from agents. You want a workflow that survives a free box vanishing. Skip this path if you need a hard SLA. Skip it if the box will hold production secrets. Skip it if "works on the agent host" is the release bar. The setup I actually mean I am talking about a narrow, boring stack. You can call a coding model without a purchase. You can use a remote server without a purchase. I use MonkeyCode when I want that pairing in one place. Disclosure: This article was prepared as part of MonkeyCode's product outreach. I will not name models, hardware, or duration. Those details move, and the myths do not. The method still works on a laptop you already own. The free box is optional in every step below. The spec is not optional in any step. Myth 1: Free retries replace a failing test The claim It's free, so I can loop until the tree compiles. The evidence Compilation is not behavior, and it never was. A green compiler can still ship the wrong function. Retrying a prompt does not freeze an oracle for later. Did that extra retry actually get cheaper for you? The sample got cheaper, but no assertion appeared. The corrected model The failing test is the spec you keep. The agent is a patch generator you distrust. F

GitHub热门项目 | AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 217 schematic, layout, routing, placement, design-review, and manufacturing tools to Claude, or the LLM of your choosing | Stars: 453 | 31 stars today | 语言: Rust

GitHub热门项目 | A Kubernetes TUI, reimagined in Rust - built on kube-rs and ratatui, async-first from the ground up. | Stars: 498 | 139 stars today | 语言: Rust

GitHub热门项目 | Run AI agents on real and isolated machines — own kernel, filesystem, and network — with <100ms boot. Local first, OCI compatible, pure Rust. | Stars: 3,356 | 360 stars today | 语言: Rust

GitHub热门项目 | Transcribe on your own! | Stars: 7,344 | 11 stars today | 语言: TypeScript

GitHub热门项目 | Open Science by AIPOCH is an open-source, local-first, model-agnostic AI research workbench for macOS, Windows, and Linux, with scientific agents, Python/R notebooks, data connectors, and reproducible provenance. | Stars: 3,733 | 145 stars today | 语言: TypeScript

GitHub热门项目 | Community plugin to control Blender 3D with any LLM of your choice | Stars: 27,212 | 209 stars today | 语言: Python

GitHub热门项目 | AI-powered penetration testing assistant using local LLM on linux (Parrot OS) | Stars: 3,944 | 73 stars today | 语言: Python

GitHub热门项目 | Build your autonomous hedge fund in minutes. AutoHedge harnesses the power of swarm intelligence and AI agents to automate market analysis, risk management, and trade execution. | Stars: 4,542 | 137 stars today | 语言: Python

GitHub热门项目 | The LLVM Project is a collection of modular and reusable compiler and toolchain technologies. | Stars: 40,155 | 35 stars today | 语言: LLVM

GitHub热门项目 | The open-source observability database. One columnar engine for metrics, logs, and traces, on object storage. | Stars: 6,625 | 11 stars today | 语言: Rust

GitHub热门项目 | Personal AI Toolbox | Stars: 1,377 | 19 stars today | 语言: Rust