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npow/README.md

Nissan Pow

๐Ÿ ML & Systems Engineer ยท Waterloo & McGill alum

Toronto โ†’ Waterloo โ†’ Montreal โ†’ New York โ†’ Seattle โ†’ San Francisco

Makes things. Some of them even useful.

Core contributor to Metaflow.

Tokens Burned

โš™๏ธ Agent Infrastructure

  • ๐Ÿ“Š agent-insights โ€” Persistent dashboard that scores agent coding sessions and auto-applies instruction-file fixes.
  • ๐Ÿ”„ claude-relay โ€” Drop-in OpenAI and Anthropic API proxy server routing through Claude Code.
  • ๐Ÿงฉ claude-skills โ€” Reusable slash-command workflows that make Claude Code reliable on complex multi-step tasks.
  • ๐Ÿ”€ interchange โ€” Policy-based routing of multi-agent tasks to optimal AI models automatically.
  • ๐Ÿ—œ๏ธ kompact โ€” LLM context compression proxy โ€” 40โ€“70% token savings with zero code changes.
  • ๐ŸŽจ oh-my-claude โ€” Statusline framework for Claude Code with live context, spend, CI, and runtime signals.
  • โš™๏ธ rampart โ€” Durable LLM agent runtime with built-in crash recovery, budget enforcement, and permission gates.
  • ๐Ÿงต sagaflow โ€” Run long-lived, durable agent workflows that outlive individual sessions.
  • ๐Ÿ” session-sync โ€” Switch from Claude Code to Codex or any AI coding agent without losing your active session.
  • ๐Ÿ”ญ sessionlog โ€” Real-time ingestion and storage to see every tool call, error, and decision your agent made.
  • ๐Ÿ swarmd โ€” Mission-enforced Claude agent runner โ€” refuses to stop until success criteria pass, durable across crashes.

๐Ÿ›ก๏ธ AI Security

  • ๐Ÿ”“ clawbreaker โ€” Dynamic adversarial sandbox scanner that executes untrusted agent skills before install.
  • ๐Ÿšฉ ctfbench โ€” Automated benchmark evaluating autonomous AI coding agents against capture-the-flag security challenges.
  • ๐Ÿ›ก๏ธ memshield โ€” Stop memory poisoning and state corruption attacks on persistent AI agent memory.
  • ๐Ÿค  outclaw โ€” Inline content firewall for OpenClaw: secrets, prompt injection, unsafe domains, and tool risks.

๐ŸŒ Telemetry, Simulation & Forensics

  • ๐ŸŽญ botc-ai โ€” Blood on the Clocktower AI spectator: browser simulation with LLM players, lock-based discussion, and real-time voting.
  • ๐Ÿค– g1-expedition โ€” Unitree G1 alpine autonomy: MuJoCo recovery, cooperative Isaac Lab MAPPO, and LiveKit telemetry.
  • ๐Ÿฆž moltbook-analysis โ€” Forensic network teardown of Moltbook, an AI-only social network of 41k+ agents. (Read the report)
  • โœˆ๏ธ skypulse โ€” Zero-setup 3D browser globe tracking 6,000+ commercial aircraft in real time.
  • ๐Ÿšข spyglass โ€” Real-time global maritime traffic map with live AIS tracking and vessel emissions estimation.

๐ŸŒŠ Metaflow Ecosystem

Developer Tools

  • ๐Ÿ”ฌ metaflow-dataprofiler โ€” Instant EDA reports on every DataFrame in your Metaflow steps โ€” zero code changes.
  • ๐Ÿ““ metaflow-jupyter โ€” Jupyter-native Metaflow: multi-cell flows, DAG widgets, inline artifacts, and notebook-to-flow export.
  • ๐Ÿ“œ metaflow-logs โ€” Ship Metaflow task logs to any OpenTelemetry-compatible backend.
  • ๐Ÿ”ง metaflow-mcp-server โ€” Inspect runs, logs, and artifacts directly from your AI coding agent.
  • ๐Ÿ”” metaflow-notifications โ€” Step failure alerts and run lifecycle webhooks for Metaflow pipelines.
  • ๐Ÿ“Š metaflow-observability โ€” Zero-config OpenTelemetry step metrics (duration, CPU, memory, disk, GPU).
  • ๐Ÿ”ฅ metaflow-profiler โ€” Interactive flamegraph profiling card for Metaflow steps.
  • ๐Ÿ“ˆ metaflow-traincard โ€” Live loss curves, GPU telemetry, and checkpoints in your Metaflow run card.

Backends

  • ๐ŸŒ metaflow-akash โ€” Run Metaflow steps on Akash's decentralized cloud without vendor lock-in.
  • ๐ŸŸ metaflow-bacalhau โ€” Run Metaflow steps on distributed Bacalhau compute without rewriting your workflow.
  • ๐Ÿ—๏ธ metaflow-gha โ€” Run Metaflow steps on free GitHub Actions VMs with no cloud account needed.
  • โšก metaflow-modal โ€” Run Metaflow steps on serverless GPUs with zero infrastructure overhead.
  • ๐Ÿ” metaflow-phala โ€” Run Metaflow steps inside Phala Cloud TEE Confidential VMs with one decorator.
  • ๐Ÿ–๏ธ metaflow-sandbox โ€” Millisecond-start Daytona/E2B cloud sandboxes with consistent dependencies.

Coordination & Services

  • ๐Ÿ“œ metaflow-contracts โ€” Catch bad data between Metaflow steps before it corrupts your pipeline.
  • ๐Ÿšฆ metaflow-coordinator โ€” Coordinate shared services across parallel workers (queues, rate limiters, barriers, Redis, Postgres).
  • โœ‹ metaflow-hitl โ€” Pause Metaflow pipelines for human review with zero compute cost while waiting.
  • ๐Ÿ—„๏ธ metaflow-local-service โ€” Track Metaflow runs anywhere without a database โ€” starts on demand, stops when idle.
  • ๐ŸŽ›๏ธ metaflow-optuna โ€” Parallel hyperparameter tuning with true adaptive TPE โ€” no sequential bottleneck.
  • ๐Ÿš€ metaflow-serve โ€” Deploy ML models from Metaflow flows with full lineage tracking.
  • ๐Ÿชถ metaflow-serverless โ€” Serverless Metaflow metadata service on free-tier Postgres with zero setup.

Orchestrators & Kits

  • ๐Ÿ”ฉ metaflow-backend-kit โ€” Scaffold, validate, and compliance-test Metaflow compute backends.
  • ๐Ÿ”ท metaflow-dagster โ€” Dagster scheduling, observability, and UI for your Metaflow pipelines.
  • ๐Ÿฆ… metaflow-flyte โ€” Schedule and monitor your Metaflow pipelines through Flyte without rewriting them.
  • ๐ŸŒŠ metaflow-kestra โ€” Kestra scheduling, triggers, and UI for your Metaflow pipelines.
  • ๐Ÿง™ metaflow-mage โ€” Mage pipeline orchestration and UI for your Metaflow flows.
  • ๐Ÿงฐ metaflow-orchestrator-kit โ€” Build correct Metaflow orchestrators with a compliance test suite and scaffold.
  • ๐Ÿ›ฐ๏ธ metaflow-prefect โ€” Prefect scheduling, deployments, and UI for your Metaflow pipelines.
  • โฑ๏ธ metaflow-temporal โ€” Temporal scheduling, durable workflows, and UI for your Metaflow pipelines.
  • ๐ŸŒช๏ธ metaflow-windmill โ€” Windmill 8000 workflow automation and UI for your Metaflow pipelines.

โญ Awesome Lists

  • โญ awesome-metaflow โ€” Every Metaflow extension, compute backend, orchestrator, and resource worth knowing, curated and organized.
  • ๐Ÿš€ awesome-tenstorrent โ€” Curated academic research bibliography, peer-reviewed publications, and systems guide for Tenstorrent hardware, Tensix spatial cores, and TT-Metalium.

๐Ÿ’ก Product Intelligence

  • ๐Ÿ“ context-bench โ€” Benchmark any system that transforms LLM context: compressors, RAG rerankers, and memory managers.
  • ๐Ÿ—บ๏ธ deeprecon โ€” Map markets, score white-space opportunities, and generate diligence reports before you build.
  • ๐Ÿงญ elicit โ€” Synthesize user interviews to discover exact customer pain points and feature priorities.
  • ๐Ÿ”Ž evidencekit โ€” Multi-provider web search fanout across 12+ providers with policy routing, deduplication, and reranking.
  • ๐Ÿ‘ป ghostwriter โ€” Autonomous AI content engine with anti-slop quality validation gates.
  • ๐Ÿ•ต๏ธ github-roast โ€” Detect PR farming and rank OSS contributors for program admissions in minutes.
  • ๐Ÿ’ฌ morphly โ€” Adapt messages to each recipient's communication style โ€” write once, land differently for everyone.
  • ๐Ÿ“ skill-bench โ€” A/B test Claude Code skills and prompts with statistical rigor.
  • ๐Ÿ’ณ stripe-analytics-mcp โ€” 30-second morning SaaS health check via MCP (MRR, churn, failed payments, trial risk).
  • ๐Ÿช„ summon โ€” Scaffold and generate a working full-stack project from a single sentence.
  • ๐Ÿ“ฐ upshot โ€” Deduplicate, cluster, and prioritize daily newsletters and RSS feeds into one brief.

๐ŸŽฒ Board Games

  • ๐Ÿญ brass-birmingham โ€” Full-fidelity digital adaptation of the top-ranked economic board game.
  • ๐Ÿ” food-chain-magnate โ€” Browser adaptation of Splotter's strategy classic with procedural maps.
  • ๐ŸŒŒ galactic-uprising โ€” Asymmetric strategy board game (Dominion vs. Liberation) in vanilla JavaScript.
  • โš”๏ธ mage-knight โ€” Solo deckbuilding conquest game with tactical combat and procedural map generation.
  • ๐ŸŽฒ too-many-bones โ€” Solo dice-builder RPG adaptation with tactical grid encounters.
  • ๐Ÿ’ war-of-the-ring โ€” Asymmetric epic with hidden Fellowship movement and Shadow AI.
  • ๐ŸŒฑ worldseed โ€” AI-generated infinite side-scrolling platformer powered by BytePlus Ark.

๐Ÿ› ๏ธ Tools & Systems

  • ๐Ÿท๏ธ airline-codes โ€” Lightweight npm dataset for airline IATA/ICAO code lookups.
  • ๐Ÿงฑ cssbox โ€” Fast embeddable Rust CSS layout engine for document rendering without a browser.
  • ๐Ÿ–ผ๏ธ giphy-mcp-server โ€” Search, trending, and random GIFs as MCP tools for AI coding agents.
  • ๐Ÿ”— ibc-explorer โ€” Trace multi-hop Cosmos IBC transfers, decode denom hashes, and catch stuck packets.
  • ๐Ÿ—œ๏ธ kompressor โ€” ~56ร— faster, byte-exact Rust rANS entropy coder for CompressAI neural image compression.
  • ๐Ÿ’ป localbatch โ€” Test AWS Batch workloads locally without an AWS account.
  • ๐Ÿ“ฆ nebraska-analysis โ€” Find the hidden packages your entire software supply chain depends on.
  • โšก nv-toplike โ€” Real-time NVIDIA GPU telemetry and performance monitor in the terminal.
  • ๐ŸŸ  ordisat โ€” Query Bitcoin addresses, Runes tokens, and Ordinals inscriptions in one unified API.
  • ๐Ÿš” oxicop โ€” 2โ€“30ร— faster RuboCop-compatible linter in Rust with native parallelism.
  • ๐Ÿ“‰ perpscan โ€” Cross-chain perpetual DEX analytics โ€” unified positions, liquidations, and funding rates.
  • ๐Ÿ”ฎ predictle โ€” Endless Wordle-style game ranking live Manifold prediction markets by probability.
  • ๐Ÿœ๏ธ sandrun โ€” Run code in fast, isolated cloud sandboxes โ€” swap execution providers with zero integration rewrites.

๐Ÿง  ML Research

  • ๐Ÿ  centris โ€” Montreal real estate valuation and price prediction pipeline.
  • ๐Ÿ“บ friends-chatbot โ€” Generative conversational agent trained on TV dialogue.
  • ๐Ÿง  MemN2N โ€” End-to-end Memory Networks in Theano.
  • ๐Ÿ’ก MemNN โ€” Memory Networks for question answering in Theano.
  • ๐Ÿงฌ RNN-EM โ€” Recurrent neural networks augmented with external memory structures.
  • ๐Ÿ—ฃ๏ธ ubottu โ€” Ubuntu dialogue corpus next-utterance classification.

GitHub Contribution Graph

GitHub

Pinned Loading

  1. MemN2N MemN2N Public

    End-To-End Memory Networks in Theano

    Python 130 41

  2. MemNN MemNN Public

    Theano implementation of Memory Networks

    Python 132 57

  3. ubottu ubottu Public

    Next Utterance Classification

    Python 136 44

  4. RNN-EM RNN-EM Public

    Recurrent Neural Networks with External Memory

    Python 30 10

  5. centris centris Public

    Predict real-estate prices in Montreal

    TeX 60 16

  6. friends-chatbot friends-chatbot Public

    A chatbot using the Friends TV Corpus

    Python 48 23

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