Forkcast Weekly #13: speech-to-speech, AI-For-Beginners, editor, reverse-skill, GeoLibre, ECC

Episode Summary#

This episode covers 30 trending open-source projects from this week including Hugging Face’s speech-to-speech pipeline for building local voice agents, Microsoft’s 58K-star AI curriculum, a 237K-star agent harness performance system, a 56K-star multi-platform research skill, and a 53K-star design language for AI agents. Also featured are Bluetooth mesh messaging with 34K stars, a 35K-star omni-channel support platform, GitHub’s official Copilot SDK, and a 59K-star Chinese social media crawler.

Repositories Covered#

speech-to-speech#

Build local voice agents with open-source models. Chains Whisper, any LLM, and TTS into a real-time pipeline. 10.3K stars, Apache licensed.

AI-For-Beginners#

12 weeks, 24 lessons, AI for all. Microsoft’s free AI curriculum with Jupyter notebooks. 57.8K stars, 11.4K forks, 50+ languages.

editor#

Open-source 3D architectural editor that runs in your browser. 20.6K stars, create and share projects without installing anything.

reverse-skill#

AI auto-routing pentesting skill package with automatic experience library evolution. 12.2K stars, supports Claude Code, Kiro, Cursor.

GeoLibre#

Lightweight cloud-native GIS platform for geospatial data visualization. 4.9K stars, responsive layout for mobile screens.

bitchat#

Bluetooth mesh chat with IRC vibes. 34K stars, Noise Protocol encryption, 7-hop multi-relay. Offline communication that works when the internet doesn’t.

awesome-systematic-trading#

Curated list with 97 libraries and 40+ strategies for systematic trading. 12.4K stars, featured 6 times this week.

jenkins#

The battle-tested CI/CD automation server. 26.4K stars, thousands of plugins, featured 4 times this week.

airi#

Self-hosted AI companion with real-time voice chat, Minecraft, and Factorio playing. 46.4K stars, grows personality over time.

openwork#

Open-source alternative to Claude Cowork for AI coding. 20K stars, human-agent pair programming workspace.

amnezia-client#

Anti-censorship VPN client supporting WireGuard, OpenVPN, Cloak, Shadowsocks, IKEv2. 14.3K stars, desktop and mobile.

ECC#

Agent harness performance optimization system. 237K stars, skills/instincts/memory/security for Claude Code, Codex, Cursor.

last30days-skill#

Multi-platform research skill across Reddit, X, YouTube, HN, Polymarket. 56.7K stars, synthesizes grounded summaries.

kaneo#

Open-source Linear and Jira alternative. 5.8K stars, task reminders, kanban boards, self-hosted TypeScript.

aisuite#

Unified interface to multiple AI providers by Andrew Ng. 15.9K stars, Python and JavaScript SDKs.

generative-ai-for-beginners#

21 lessons to get started with generative AI. 114.4K stars, 61.2K forks, recently updated for Azure OpenAI.

book-to-skill#

Turn any technical book PDF into a Claude Code skill. 15K stars, MIT licensed, works with Copilot CLI and Amp.

superfile#

Modern terminal file manager with previews and plugins. 22.1K stars, Go-based for speed, cross-platform.

chatwoot#

Open-source omni-channel customer support platform. 35.3K stars, alternative to Intercom and Zendesk.

snipe-it#

Free open-source IT asset and license management. 14.7K stars, Laravel/PHP, self-hosted.

aspnetcore#

Cross-platform .NET framework for cloud web applications. 38.3K stars, Windows/Mac/Linux.

copilot-sdk#

Official GitHub Copilot SDK with Java, Python, TypeScript bindings. 10.3K stars, 897 commits.

jcode#

Most RAM-efficient coding agent harness in Rust. 15.1K stars, 6525 commits, Linux/macOS/Windows/Termux.

impeccable#

Design language for better AI-generated UI. 53.8K stars, skill+CLI+extension, works with Claude Code, Codex, Cursor.

tuicr#

Code review TUI with vim keybindings. 2.3K stars, terminal-based review at the speed of thought.

gh-stack#

Official GitHub stacked PRs tool. 876 stars, interactive merge wizard, atomic rollback.

MediaCrawler#

Multi-platform Chinese social media crawler. 59.6K stars, handles 7 platforms with browser automation.

Kronos#

Foundation model for financial market language. 35.4K stars, MIT licensed, trained on financial text.

Baileys#

Socket-based TypeScript API for WhatsApp Web. 10.5K stars, send messages and build bots without official API.

TRELLIS.2#

Native and compact structured latents for 3D generation. 10K stars, open-source from images and text.

Watch#

• Video: https://www.youtube.com/watch?v=PENDING_UPLOAD
• Cover: https://i.ytimg.com/vi/PENDING_UPLOAD/hqdefault.jpg

Notes#

Transcript and notes will be added from Forkcast output artifacts.