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amanzainal/README.md

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Featured Projects

Local LLM & Inference

Project What it does
specdecode-roi One-command, cross-runtime benchmark for whether speculative decoding / MTP is worth it on your model and GPU
localtok htop for local LLM inference — live tokens/sec, VRAM, loaded models
mcp-gpu An MCP server exposing local NVIDIA GPU stats + controls to any agent

AI Safety, Provenance & Supply-Chain

Project What it does
rulewall Scan your dependency tree for poisoned AI-agent rule-files (CLAUDE.md/.cursorrules) shipped by malicious packages
c2pa-stripcheck Automated tester + matrix for whether platforms strip C2PA Content Credentials
deepfake-disclose One-command EU AI Act Article-50 disclosure for face-swap / voice-clone outputs
mcp-deputy RFC 8707 confused-deputy conformance prober + enforcing sidecar for MCP

Developer Tooling

Project What it does
shot2issue Turn a screenshot of a bug into a structured GitHub issue with repro steps
dotfiles-agent Describe a config change in English; get a reviewable, safely-gated dotfile diff

GitHub Activity


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  1. c2pa-stripcheck c2pa-stripcheck Public

    Automated tester and crowd-maintained matrix for whether platforms strip C2PA Content Credentials on upload.

    Python

  2. deepfake-disclose deepfake-disclose Public

    One-command EU AI Act Article 50 disclosure (visible label + C2PA credential + watermark) for face-swap, voice-clone, and lip-sync outputs.

    Python

  3. localtok localtok Public

    htop for local LLM inference: a live terminal dashboard for tokens/sec, VRAM, and loaded models across Ollama and OpenAI-compatible servers.

    Python

  4. mcp-deputy mcp-deputy Public

    RFC 8707 confused-deputy conformance prober and enforcing sidecar for MCP server OAuth (RFC 9068 audience binding)

    Python

  5. rulewall rulewall Public

    Scan your installed dependency tree (node_modules / site-packages) for poisoned AI-agent rule-files (CLAUDE.md, .cursorrules) planted by malicious packages

    Python

  6. specdecode-roi specdecode-roi Public

    One-command, cross-runtime benchmark for whether speculative decoding / MTP is worth it on your own model and GPU. Sweeps draft length, finds the break-even point, and prints a verdict + shareable …

    Python