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@JigsawFlux

JigsawFlux

README.md

🧩 JigsawFlux

Open-source solutions for health, crisis management, and humanitarian causes

We build practical AI tools for duty-of-care challenges — digital safety, NHS access, and graduate employment — designed for real users, not engineers. Free and open to everyone.

🌍 What We Work On

Focus Area What We Build
Health Technology Digital health tools, medical data analysis, healthcare accessibility software
Crisis Management Emergency response systems, disaster coordination, real-time situational awareness
Humanitarian Tools Resource allocation, aid logistics, community support platforms

Our tools are designed for constrained environments first: low bandwidth, limited hardware, and users who aren't software engineers.

🚀 Featured Projects

Project What It Solves Tech Status
verification-agent Checks URLs and forwarded messages for misinformation, scams, and PII risk — plain-English verdict with reasoning shown Python · LangGraph · Claude Sonnet 5 ✅ Live · 160 tests
appointment-guardian Recovers likely-missed NHS outpatient appointments and safely reuses released slots — no clinical decision-making Python · LangGraph · Claude ✅ Live
graduate-career-navigator Local, read-only job-match assistant for UK graduates — ONS salary benchmarking, honest fit scores, no auto-apply Python · LangGraph · Claude ✅ Live

Browse all repositories → github.com/orgs/JigsawFlux/repositories

🤝 Get Involved

We welcome contributions from everyone — you don't need to be a developer.

Developers — pick up a good first issue in any repo
Healthcare professionals — review tools for real-world accuracy
Crisis responders — validate workflows against actual practice
Writers — improve documentation and tutorials
Testers — find bugs, report usability issues
Domain experts — propose new projects based on field gaps

Quick start

  1. Browse our repositories
  2. Find an issue labelled good first issue or help wanted
  3. Read CONTRIBUTING.md
  4. Fork → fix → open a PR

Full guide: jigsawflux.org/contribute.html

📋 Community Standards

All contributors follow our Code of Conduct. We are committed to a welcoming, respectful, and inclusive community.

🌐 Website

jigsawflux.org — projects, mission, and how to contribute

Built with care for the people who need it most.

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  1. agentic-clinic agentic-clinic Public

    AI-powered medical consultation prototype demonstrating a human-in-the-loop agentic workflow using AWS Bedrock (Claude 3 Haiku), LangChain, and LangGraph. An AI intake agent, a human doctor, and an…

    Python

  2. comparing-agent-frameworks comparing-agent-frameworks Public

    This project provides a clean, side-by-side comparison of three major approaches for building multi-agent systems

    Python

  3. agentic-patterns agentic-patterns Public

    his repository implements, demonstrates, and compares 8 core agentic patterns (4 single-agent patterns and 4 multi-agent topologies) using LangGraph and Anthropic Claude. Each pattern coordinates r…

    Python 1

  4. ollama-mcp-starter ollama-mcp-starter Public

    Starter workspace for integrating Ollama with MCP-driven workflows, plus a simple path to add a UI and backen

    TypeScript

  5. airgapped-agentic-trm airgapped-agentic-trm Public

    Airgapped agentic Travel Risk Management MVP

    TypeScript

  6. appointment-guardian appointment-guardian Public

    The system imports appointments from FHIR, generates personalised reminders in the patient's language using a local LLM, manages patient replies, classifies barriers, routes tasks to the right care…

    TypeScript

Repositories

Showing 10 of 18 repositories
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People

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