Python agents

Izhikevich phenomenological spiking neuron model reproducing tonic spiking, phasic spiking, and chattering bursting patterns via two coupled 2D ODEs.

GenPark AI Agent Skill - Gale-Shapley deferred acceptance algorithm ensuring stable, envy-free, and Pareto-efficient bipartite matching between autonomous agents and task markets.

Autonomous Agent Aho-Corasick Multi-Pattern String Matching Trie Automaton with Failure Links

Autonomous Agent Lamport Vector Clock Causality Tracker & Partial Order Concurrency Engine

GenPark AI Agent Skill - Bimatrix normal-form game solver identifying pure Nash equilibria and calculating 2x2 mixed-strategy Nash equilibria.

Spike-Timing-Dependent Plasticity (STDP) unsupervised Hebbian synaptic learning rule with asymmetric exponential long-term potentiation and depression.

Autonomous Agent Byte-Pair Encoding (BPE) Subword Tokenizer Training & Compression Engine

Autonomous Agent Max-Sum Factor Graph Belief Propagation Engine for Decentralized Coordination

Autonomous Agent Min-Cost Max-Flow (MCMF) Solver via Successive Shortest Path and Residual Network SPFA

Autonomous Agent Canonical Huffman Prefix Code Generator & Optimal Bitstream Serialization Engine

Autonomous Agent Shannon Entropy, Mutual Information, Kullback-Leibler Divergence & Jensen-Shannon Estimator

Autonomous Agent Non-Interactive Schnorr Zero-Knowledge Proof & Fiat-Shamir Heuristic Engine

Autonomous Agent Evolutionary Stable Strategy (ESS) & Replicator Dynamics Population ODE Solver

GenPark AI Agent Skill - Constraint Satisfaction Problem (CSP) solver implementing Arc Consistency AC-3 and Minimum Remaining Values (MRV) backtracking search.

Autonomous Agent 32-bit Finite-Precision Arithmetic Coding Lossless Compression Engine with Underflow Prevention

Autonomous Agent Practical Byzantine Fault Tolerance (PBFT) Three-Phase Consensus Protocol

Autonomous Agent Non-Interactive Schnorr Zero-Knowledge Proof & Fiat-Shamir Heuristic Engine

Bennett-Brassard 1984 (BB84) Quantum Key Distribution protocol simulator featuring conjugate basis encoding, sifting, and quantum eavesdropping detection.

Autonomous Agent Asynchronous Weak-Commitment Search (AWCS) for Real-Time Dynamic DisCSP Solvers

Generate conventional commit messages from your staged git changes using Model Context Protocol (MCP)

Autonomous Agent Michael-Scott Lock-Free Concurrent FIFO Queue with Two-Pointer Linearization

Autonomous Agent Sutherland-Hodgman Polygon Clipping Engine for Viewport & Spatial Boundary Truncation

Autonomous Agent Sutherland-Hodgman Polygon Clipping Engine for Viewport & Spatial Boundary Truncation

Bennett-Brassard 1984 (BB84) Quantum Key Distribution protocol simulator featuring conjugate basis encoding, sifting, and quantum eavesdropping detection.

Autonomous Agent Content-Addressable Network (CAN) Multi-Dimensional Torus Coordinate Routing Engine

Autonomous Agent Distributed Breakout Algorithm (DBA) for Distributed Constraint Satisfaction (DisCSP)

Autonomous Agent FIPA Contract Net Protocol (CNP) Multi-Round Task Clearing & Bid Evaluation Engine

Autonomous Agent FIPA Contract Net Protocol (CNP) Multi-Round Task Clearing & Bid Evaluation Engine

Autonomous Agent Modified Gram-Schmidt QR Factorization for Orthogonal Projections & Least-Squares Solvers

GenPark AI Agent Skill - Graph-theoretic backdoor criterion validator and minimal confounder adjustment set identifier ensuring unconfounded causal effect estimation.

Autonomous Agent Pastry Overlay Network with Base-16 Prefix Routing & Proximity Leaf Sets

GenPark AI Agent Skill - Exact probabilistic inference engine for discrete Bayesian networks computing posterior marginals via factor product and variable elimination.

Autonomous Agent Epidemic Anti-Entropy Gossip Dissemination & Peer State Synchronization Engine

Autonomous Agent Lock-Free Treiber Stack with Atomic Compare-and-Swap (CAS) & ABA Mitigation

Autonomous Agent Dynamic Time Warping (DTW) Non-Linear Temporal Sequence Alignment Engine

Autonomous Agent Cryptographic Merkle Tree Engine with SHA-256 Audit Path Generation & Proof Verification

Biological Leaky Integrate-and-Fire (LIF) neuromorphic simulator with membrane potential dynamics, refractory period, and discrete event spike emission.

Autonomous Agent Cholesky Decomposition LL^T Solver for Symmetric Positive-Definite Covariance Matrices

Autonomous Agent Conjugate Gradient Krylov Subspace Iterative Solver for SPD Linear Systems

Autonomous Agent Butterworth Infinite Impulse Response (IIR) Digital Low-Pass Filter Designer

Autonomous Agent Practical Byzantine Fault Tolerance (PBFT) Three-Phase Consensus Protocol

GenPark AI Agent Skill - Infinite-horizon Rubinstein alternating-offers bargaining protocol determining Subgame Perfect Equilibrium (SPE) surplus shares under discounting.

GenPark AI Agent Skill - Hidden Markov Model (HMM) Viterbi dynamic programming decoder determining the most probable sequence of hidden states from noisy observation streams.

Autonomous Agent Radix-2 Cooley-Tukey Fast Fourier Transform (FFT) & Inverse Spectral Synthesis Engine

Rank Order Temporal Spike Encoder converting continuous multi-dimensional sensory features into exact millisecond spike arrival sequences.

Autonomous Agent Distributed Breakout Algorithm (DBA) for Distributed Constraint Satisfaction (DisCSP)

Autonomous Agent Normalized Compression Distance (NCD) & Kolmogorov Complexity Universal Metric

Autonomous Agent Dynamic Time Warping (DTW) Non-Linear Temporal Sequence Alignment Engine

Loopy Belief Propagation (LBP) engine on general factor graphs with sum-product message passing and damping to solve approximate inference on cyclic topologies.

Production-grade genpark-recursive-descent-ast-parser-skill skill for AI agents

gguf glm codegeex thudm quantized GGUF

Production-grade genpark-recursive-descent-ast-parser-skill skill for AI agents

Production-grade genpark-cky-probabilistic-grammar-parser-skill skill for AI agents

Production-grade genpark-cky-probabilistic-grammar-parser-skill skill for AI agents

Decentralized AI

Free, open source REAPER MCP server that lets an AI agent (Claude or any MCP client) drive REAPER: read every plugin and parameter, set FX values, write automation, and measure a mix move before and after. MIT. macOS, Windows, Linux.

LlamaIndex integration for Infino — vector, BM25, hybrid (RRF), and SQL retrieval over one engine on object storage.

Auto-permission engine for Antigravity CLI (agy): deterministic AST parser + LLM classifier

static region:us

A voice and chat food-ordering assistant that answers only from a real database. Toggle its guardrails live and watch it hallucinate or get prompt-injected, then hold the line. React/TS, FastAPI, Postgres.

Deployable agent harness for Cursor, Claude, and AGENTS.md playbooks—with MCP tools, AG-UI, durable pause/resume, and any LiteLLM model.

My Claude Code (MCC) is a local multi-provider LLM proxy, model router and control plane for Claude Code, Codex, OpenCode, Gemini CLI and other AI coding agents — 57 providers, fallback routing, credential health, a native web-search tool proxy, and exhaustive analytics with cost provenance in one local dashboard.

Local-first AI assistant for Spyder IDE: chat panel, Copilot-style inline completions, and live kernel/variable inspection via Ollama or OpenAI-compatible endpoints. Also exposes Spyder as an MCP server for Claude Code, Codex, and OpenCode.

A voice assistant that sees your screen — hold a key, ask, and it answers out loud on the ChatGPT plan you already pay for. Local speech-to-text + neural TTS, on-screen agent, private local memory. Open source, macOS.

This demonstrates how to built an agent using LangGraph with stateful memory capabilities backed by Redis Agent Memory

A lightweight, zero-dependency Python checkpoint layer for structured LLM output reliability.

RAG-Powered Healthcare Assistant is an AI-driven tool using Retrieval-Augmented Generation (RAG) with multilingual support (Darija, Arabic, English) to provide personalized health info. It features Prescription OCR, multilingual queries, and a Pharmacy Locator to offer tailored, accurate healthcare responses and services.

Graph engineering for software supply-chain exposure: which CVE, through which dependency path, and the safe fix, with the path as proof. Zero-LLM graph construction, deterministic alerting.

Generative Shadcn/Tailwind React TSX component compiler (v0 style)

Global creator network campaign matcher & ROI predictor (SparkFly style)

Semantic clipboard history vector buffer & secret redaction (Clipboard Manager)

Stateful autonomous AI employee lifecycle supervisor & task worker (AI Employee)

Sparse Mixture-of-Experts (MoE) router and code reasoning engine (Mistral style)

Joint-embedding predictive architecture (JEPA) world representation (V-JEPA style)

Localized creator PR outreach & digital media amplification orchestrator

LLM distributed trace analyzer & latency bottleneck detector (TraceLLM style)

Marketing Mix Modeling (MMM) adstock & saturation estimator (Robyn style)

OS GUI desktop automation vision agent from screenshots (Computer Use style)

Realtime search reranking & factual citation grounder (Perplexity / SearchGPT)

Hierarchical HNSW vector index approximate nearest neighbor searcher (Qdrant)

Autonomous price negotiation discount broker & margin protection (Klarna AI)

Distributed multi-agent chaos latency injection & fault fuzzer (Chaos Mesh)

Agentic tabular SQL schema linking synthesizer & query verification

Multi-modal chart & graph visual data extractor to markdown tables

Real-time security guardrail enforcer for agent call chains intercepting tool cascades (AppSentinels style)

Multi-step deliberative reasoning search graph verifier (Perplexity Pro style)

Modular B2B procurement marketplace portal with cXML PunchOut (DJUST style)

Neural voiceprint speaker diarization & overlap resolver (PyAnnote style)

15-minute quick commerce warehouse order batching optimizer (Astro style)

Payload filtered HNSW vector similarity engine with quantization (Qdrant style)

Rapid high-FPS latent cinematic video renderer (Luma Dream Machine style)

Repository-aware AST context code search & syntax tree ranker (Phind style)

Symbolic step-by-step mathematical proof solver & LaTeX engine (AI Math Solver)

100% toxin-free natural cookware recommendation catalog and health profiler (The Indus Valley style)

Grammar-constrained token logits decoder & regex enforcer (Outlines style)

Lightweight multi-agent routine handoff orchestrator & tool swapper (Swarm style)

Localized motion path trajectory video director & motion brush (Kling style)

Real-time WebSocket connection mesh rebalancer and broker with sub-ms failover (Centrifugo style)

Spatial 3D room simulation and AR quicklook visualizer for designer rugs (Nordic Knots style)

Ultra-lightweight 82M edge neural speech synthesizer & 20x RTF TTS (Kokoro style)