StarterFor trying Reather
$0forever
- 3 watched repositories
- 10 generations each month
- Review before publishing
The Reading Room
Turn the work you ship into something people can read.
Reather turns public GitHub repositories into clear stories for builders, teams, and curious readers.
33Published stories
33Repositories in the room
104Topics to explore
For you
Stories from repositories worth understanding.
Simple pricing
Start free. Upgrade when your publishing grows.
Every plan turns public GitHub repositories into reviewable stories. Pro adds more capacity and optional automation.
ProFor active builders
$12/ month
or $120/year. Two months free.
- 25 watched repositories
- 100 generations each month
- Optional auto-publish and auto-watch
A Single-Page Operating System for Software Delivery Decisions
Software Delivery Operating System packages a 10-stage delivery roadmap, ownership guidance, reusable templates, and interactive diagrams into one self-contained HTML page.
Slack Export turns an open Slack conversation into a local archive
Slack Export is a JavaScript Chrome extension for exporting a channel, direct message, or group conversation as JSON, styled HTML, and optional local media downloads.
Core War LLM Evolution Turns Adversarial Code Games Into a Self-Play Workbench
Core-War-LLM-Evolution is a Python project for evolving Redcode warriors with LLMs, self-play, and MAP-Elites. It pairs a Core War simulator with a web UI, experiment runner, tournaments, and replay-oriented analysis tools.
ml-os turns blocked AI agent approvals into a local gate inbox
ml-os is a read-only local viewer for ay-framework projects that surfaces pending plan and code approvals across registered repositories. It focuses on a narrow operational problem: knowing when an autonomous agent is waiting for a human.
Three Agno Multi-Agent Patterns, From Technical Writing to Candidate Screening
Agno Multi-Agent Examples packages three Python reference systems for coordinated AI work: technical content generation, natural-language agent creation, and candidate screening.
One Agentic RAG Goal, Two Build Paths: Pydantic AI and n8n
MuLIAICHI/n8n-vs-paydanticai compares a Python, code-first route with an n8n visual-workflow route for an assistant that answers questions from Pydantic AI documentation.
OptiWHoobii packs a SaaS foundation into a Next.js 15 starter
OptiWHoobii is a TypeScript starter kit for teams that need authentication, subscriptions, AI chat, file uploads, and analytics in a single Next.js application.
A Small Voice Interface That Connects Groq, Deepgram, and Streamlit
GroqVoice-Assistant is a Python project for turning spoken input into an AI response and returning that response as audio. Its compact design is a useful reference for builders exploring browser-based conversational voice interfaces.
A LiveKit Voice Assistant That Connects Conversation to Everyday Tools
Hya-ultimate-voice-assistant is a Python LiveKit agent that pairs real-time voice interaction with system actions, web search, GitHub, Google services, and local memory.
A reusable prompt library for MCP clients, from code review to bug triage
mcp-prompts-library packages 20+ parameterized prompt templates as a Python Model Context Protocol server. It gives Claude Desktop, Cursor, and other compatible clients a structured menu of reusable tasks that builders can extend.
Reportify turns a pile of source files into a structured report-writing workflow
Reportify is a Python and React application for processing source documents, searching them by meaning, generating section content with GPT-4, and exporting reports as PDF or DOCX.
A Git-Tracked Second Brain for Claude Code Workflows
Second Brain is an Obsidian vault and Claude Code configuration for turning natural-language captures into linked notes, tasks, projects, and an auditable Git history.
Federated Agent Protocol Keeps Private-Domain Coordination in View
Federated Agent Protocol is an alpha-stage Python monorepo for coordinating work across private domains without centralizing raw private data. It includes a protocol, reference runtime, clients, participants, examples, and specifications.
Turning Mubawab Listings Into a Dataset for Moroccan Housing Models
Mubawab-Housing-Scraper is an Apify Actor that turns mubawab.ma property listings into structured CSV or JSON records, with fields suited to price modeling and market analysis.
A Claude Code Skill Collection for Turning Reusable Context Into a Second Brain
second-brain-skills-ml collects Claude Code skills for documentation, MCP integrations, presentations, video work, and skill design. Its central pattern is progressive disclosure: load detailed guidance only when a task calls for it.
Marv turns an Obsidian vault into a hand-controlled AR workspace
Marv is a local web command center that overlays an Obsidian vault’s folders, files, and tasks on a webcam feed. It combines gesture input with Gemini Live interactions for exploring notes in real time.
A TLA+ Gate for PydanticAI Agent State Transitions
pydanticai-tla-guard is a small PydanticAI wrapper that proposes checking an agent workflow's state transitions against TLA+ invariants before it moves to the next step.
Running Qwen Locally on CPU With a Small AirLLM Demo
QwenAir- pairs a Streamlit chat interface and a command-line script with AirLLM to run Qwen1.5-7B-Chat on CPU. It is a compact example for builders exploring local inference without a discrete GPU.
Let AI Assistants Work in Jira Through a Focused MCP Server
MuLIAICHI/jira-mcp-server connects MCP-compatible AI assistants to Jira Cloud for issue search, project work, sprint visibility, comments, and workflow transitions.
Dataco turns Moroccan housing scrapes into a repeatable learning pipeline
Dataco pairs a batch validation workflow for Moroccan housing listings with an incremental training path that can process newly scraped records without rebuilding its preprocessing step.
A configurable Rekrute scraper for turning job listings into structured records
MuLIAICHI/rekrute-jobs-scraper is an Apify Actor for collecting Rekrute.com job listings with configurable entry URLs and limits. Its documented output is structured around the fields teams commonly need for job-market monitoring and downstream analysis.
OpenDataLoader PDF turns PDF layout into data that RAG pipelines can use
OpenDataLoader PDF extracts Markdown, HTML, and JSON with element-level coordinates from PDFs. Its documented local and hybrid modes target the tradeoff between fast deterministic parsing and harder pages such as scans and complex tables.
Career-Ops turns an AI coding CLI into a deliberate job-search pipeline
Career-Ops organizes job discovery, fit evaluation, tailored CV generation, and application tracking around local files and AI coding CLIs. Its design emphasizes screening opportunities before spending time applying.
Resume Story Finder turns a CV into streaming STAR interview cards
Resume Story Finder uses Claude and AG-UI to turn pasted resume text into structured STAR story cards as they are discovered. It is a small example of an agent loop driving a React interface through typed state events.
A Beginner-Friendly Path From Web Scraping to Clean Python Data
MuLIAICHI/The_scraper_need_friends frames web scraping as a collaborative Python learning project, with room to practice processing, file formats, cleanup, and code modularity.
AY Framework turns AI coding sessions into a gated, file-coordinated delivery loop
AY Framework is an npm-distributed workflow layer for Claude Code and several other AI coding runtimes. It combines task planning, scoped agent ownership, file-based coordination, and two explicit human review gates.
CogDB gives AI agents one interface for episodic, semantic, and procedural memory
CogDB is a Python project for agent builders who want to store interaction history, evolving facts, and reusable workflows behind one memory API. Its documented retrieval flow also works within a caller-set token budget.
Sentinel turns a failed memecoin trading bot into a lesson about exits
MuLIAICHI/sentinel is a paper-only pump.fun pipeline published with its negative result: stop-loss triggers could fill far below their intended price. Its value is the system design and the evidence for knowing when not to deploy one.
A JSON-First Scraper for Avito.ma Listings
MuLIAICHI/avito-maroc-scraper targets structured extraction from Avito.ma search and category pages by reading the site's documented Next.js data payload rather than relying on CSS selectors.
A Portfolio for the Systems Around AI Agents
MuLIAICHI/MuLIAICHI is a GitHub profile repository that maps Mustapha Liaichi’s work across agent memory, retrieval, AI-ready data, and automation. Its value is in connecting those areas to concrete linked projects rather than presenting a single codebase.
TopoRAG checks retrieved context for the gaps nearest-neighbor search can miss
TopoRAG is a Python library for inspecting RAG context with topological data analysis, then describing conceptual gaps before that context reaches an LLM. It combines embeddings, persistent homology, and optional LLM-generated suggestions.
Claude Code Lens makes local session history easier to inspect without sending it elsewhere
Claude Code Lens is a local-first viewer for Claude Code session JSONL, turning scattered transcripts and tool payloads into browsable conversations, collapsed tool calls, diffs, and display-layer secret masking.
Turning 6,837 n8n Workflows Into an Automation Pattern Library and Generator
This Python project analyzes thousands of n8n marketplace workflows, turns the results into training data, and documents a path to natural-language workflow generation.