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Innovation and the forces
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Innovation and the forces
5 followers · 4 following

Achievements

Achievement: Pull Sharkx3Achievement: Pair Extraordinairex2Achievement: YOLOAchievement: Quickdraw

Achievements

Achievement: Pull Sharkx3Achievement: Pair Extraordinairex2Achievement: YOLOAchievement: Quickdraw

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melbinjp/README.md

Melbin J Paulose

Building practical software around AI agents, retrieval, and browser-native systems

Website LinkedIn Email

Selected work

Rigout

A released-beta Python package that lets authorized AI agents interact with a computer, VM, or container through MCP.

Includes: command and file operations, persistent terminals, Docker controls, system inspection, tunneled access, lifecycle management, authentication, and activity logging.

Python MCP Starlette Cloudflare Tunnel pytest GitHub Actions

docproof

A deterministic checker that proves a project's documentation against the project itself. No model, no network, so the same repository always gets the same verdict.

Includes: three verdicts on every claim (holds, broken, or skipped out loud), checks for documented paths, CLI flags, version claims and imported symbols, a GitHub Action, and a reporting mode for projects that already have drift.

Findings from it have been merged by maintainers at prettier, pipenv and anyio.

Python pytest GitHub Actions Git

CiteRAG

A hackathon project evolved from DocQA, built for question answering over PDFs with retrievable page-level sources.

Includes: PDF extraction, targeted OCR, deterministic chunking, dense and sparse retrieval, Qdrant, streaming responses, and a React interface.

Python FastAPI React Qdrant BGE-M3 Docker

Mango Modem

An experimental browser application that transfers files between devices through audible sound.

Includes: 4-FSK modulation, binary framing, CRC32 validation, acknowledgements, retries, microphone reception, and file reassembly.

TypeScript Web Audio API AudioWorklet Vite Vitest

Jules Prompts

A machine-readable prompt library for turning broad development requests into scoped, verifiable tasks for coding agents.

Covers: repository audits, project hardening, implementation workflows, dependency maintenance, UI review, and repository curation.

Markdown YAML JSON Jekyll GitHub Pages

More work

Audio, video and real time: Transcribe Realtime · Voice Notes · Audio Editor · AV Recorder · Make a Call · Automated Videogen · Animation Effect

Vision and browser-native: Image Classification · MultiCam Surveillance · Favicon

Documents: DocQA · DocQA API

Available for contract work: agent tooling, retrieval and document pipelines, and the full-stack builds around them.

Pinned Loading

  1. docproof docproof Public

    Prove your documentation against your code. Finds README and docs claims the repository contradicts.

    Python

  2. rigout rigout Public

    Streamable HTTP MCP server that lets authorized AI agents control a device through commands, files, Docker, terminals, and system tools.

    Python 3

  3. agentic-bi-platform agentic-bi-platform Public

    Seven specialised agents collaborating on a shared state ledger to turn a business brief into a cited go-to-market report. FastAPI backend, Next.js frontend, 393 tests at 62% coverage. Archived por…

    Python

  4. citerag citerag Public

    Hybrid-retrieval RAG chatbot with PDF ingestion, page-level citations, and multi-turn conversations. Built with FastAPI, BGE-M3 embeddings, Qdrant vector store, and Google Gemini. Features CPU-only…

    Python

  5. jules-prompts jules-prompts Public

    A curated library of machine-readable task prompts for Jules and other coding agents, including prompts for the failures agents actually have: broken setup scripts, vague issues, tests that need se…

    JavaScript 9

  6. audio_data_transfer audio_data_transfer Public

    Browser-based file transfer using acoustic 4-FSK modulation – Send files through sound waves with no internet required

    TypeScript