Python agents

GenPark AI Agent Skill - Detects LLM hallucinations and confabulations by clustering sampled responses into semantic equivalence classes and computing semantic entropy.

GenPark AI Agent Skill - Computes Personalized PageRank (PPR) over agent memory graphs for context-sensitive entity relevance and associative recall.

GenPark AI Agent Skill - Dynamically synthesizes and evaluates runtime assertions, pre/post-conditions, and state invariants to detect data corruption before crashes occur.

GenPark AI Agent Skill - Pairwise Bradley-Terry and Elo rating tournament engine for ranking multi-agent strategies, prompt mutations, and generated tool solutions.

GenPark AI Agent Skill - Radix tree prefix caching simulator for prompt templates and agent system instructions, maximizing KV-cache hit rates and cutting TTFT latency.

GenPark AI Agent Skill - First-Order Logic (FOL) resolution theorem prover applying Most General Unification (MGU) and refutation proof trees.

GenPark AI Agent Skill - Automated program repair (APR) engine mutating Python ASTs, applying template-driven bug fixes, and validating candidate patches.

GenPark AI Agent Skill - Radix tree prefix caching simulator for prompt templates and agent system instructions, maximizing KV-cache hit rates and cutting TTFT latency.

GenPark AI Agent Skill - First-Order Logic (FOL) resolution theorem prover applying Most General Unification (MGU) and refutation proof trees.

GenPark AI Agent Skill - Autonomous OpenAPI 3.0 specification parser and tool generator synthesizing type-annotated Python tool classes with schema validation.

GenPark AI Agent Skill - Iterative self-rewarding LLM judge scoring multi-turn agent outputs and synthesizing contrastive hard-negative prompt variations.

GenPark AI Agent Skill - Decomposes total prediction uncertainty into epistemic (model knowledge void) vs aleatoric (inherent task ambiguity) components via Shannon mutual information.

GenPark AI Agent Skill - Belief revision logic engine (AGM postulates) detecting factual and logical contradictions, pruning obsolete beliefs, and preserving consistent world states.

GenPark AI Agent Skill - In-memory runtime hotpatching and method swapper allowing dynamic agent self-adaptation with deterministic rollback checkpoints.

GenPark AI Agent Skill - Mixture-of-Agents (MoA) multi-layer aggregator synthesizing diverse candidate proposals from heterogeneous sub-agents into high-consensus outputs.

GenPark AI Agent Skill - Simple Temporal Network (STN) constraint solver checking temporal consistency, calculating earliest/latest event bounds, and propagating deadlines via Floyd-Warshall.

GenPark AI Agent Skill - Post-processing confidence calibration using temperature scaling, expected calibration error (ECE), and Brier score evaluation.

GenPark AI Agent Skill - Resolves and fuses fragmented entity mentions into unified canonical nodes using Jaro-Winkler string similarity and connected component clustering.

GenPark AI Agent Skill - Gradient Episodic Memory (GEM / A-GEM) projection engine constraining parameter updates to prevent interference with past task gradients.

GenPark AI Agent Skill - Parses Python stack traces into structured traceback frames, calculates Tarantula/Ochiai line suspiciousness scores, and isolates root-cause bug locations.

GenPark AI Agent Skill - In-memory runtime hotpatching and method swapper allowing dynamic agent self-adaptation with deterministic rollback checkpoints.

GenPark AI Agent Skill - Dynamic AST transformer rewriting Python abstract syntax trees to inject telemetry probes, execution timers, and call graph interceptors.

GenPark AI Agent Skill - Synaptic Intelligence (SI) online path integral engine accumulating parameter trajectory contributions to protect vital synaptic pathways across tasks.

GenPark AI Agent Skill - Pure Python parser converting Planning Domain Definition Language (PDDL 2.1) domains, action schemas, and problem goals into structured JSON AST objects.

GenPark AI Agent Skill - Synthesizes property-based and counterfactual unit test inputs (fuzzing boundary values, null states, edge cases) to reproduce runtime tool bugs.

GenPark AI Agent Skill - Continual learning experience replay buffer with streaming reservoir sampling and priority weighting to balance past vs new agent trajectories.

GenPark AI Agent Skill - Gradient Episodic Memory (GEM / A-GEM) projection engine constraining parameter updates to prevent interference with past task gradients.

GenPark AI Agent Skill - Autonomous OpenAPI 3.0 specification parser and tool generator synthesizing type-annotated Python tool classes with schema validation.

GenPark AI Agent Skill - Parses Python stack traces into structured traceback frames, calculates Tarantula/Ochiai line suspiciousness scores, and isolates root-cause bug locations.

GenPark AI Agent Skill - Risk-coverage trade-off optimization; controls agent abstention, fallback escalation, and human-in-the-loop triggers under dynamic risk budgets.

GenPark AI Agent Skill - Computes Personalized PageRank (PPR) over agent memory graphs for context-sensitive entity relevance and associative recall.

GenPark AI Agent Skill - Python bytecode disassembler analyzing opcode sequences, jump offsets, and security hot-spots to prevent arbitrary unsafe execution.

GenPark AI Agent Skill - Elastic Weight Consolidation (EWC) engine calculating Fisher Information Matrix diagonal penalties to prevent catastrophic forgetting during sequential task learning.

GenPark AI Agent Skill - Resolves and fuses fragmented entity mentions into unified canonical nodes using Jaro-Winkler string similarity and connected component clustering.

GenPark AI Agent Skill - Elastic Weight Consolidation (EWC) engine calculating Fisher Information Matrix diagonal penalties to prevent catastrophic forgetting during sequential task learning.

GenPark AI Agent Skill - Risk-coverage trade-off optimization; controls agent abstention, fallback escalation, and human-in-the-loop triggers under dynamic risk budgets.

GenPark AI Agent Skill - Hierarchical Task Network (HTN) decomposition engine recursively expanding compound high-level goals into primitive executable action sequences.

GenPark AI Agent Skill - High-speed forward chaining expert system implementing the Rete pattern matching algorithm across working memory facts.

GenPark AI Agent Skill - Simple Temporal Network (STN) constraint solver checking temporal consistency, calculating earliest/latest event bounds, and propagating deadlines via Floyd-Warshall.

GenPark AI Agent Skill - Prioritized experience replay buffer for agent reinforcement fine-tuning (RFT / GRPO) with advantage estimation and importance sampling weights.

GenPark AI Agent Skill - Kahneman-Tversky Optimization (KTO) loss evaluator aligning agents directly on unpaired binary feedback (thumbs-up / thumbs-down) using prospect theory loss aversion.

GenPark AI Agent Skill - Decomposes total prediction uncertainty into epistemic (model knowledge void) vs aleatoric (inherent task ambiguity) components via Shannon mutual information.

GenPark AI Agent Skill - DPLL (Davis-Putnam-Logemann-Loveland) Boolean satisfiability solver with unit clause propagation and pure literal elimination for agent policy verification.

GenPark AI Agent Skill - Linear Temporal Logic (LTL) symbolic model checker verifying safety (G), liveness (F), and response (G(p -> Fq)) across finite state transition graphs.

Latent Graph Engine: non-autoregressive concept-to-knowledge-graph decoding in the SONAR space

LangGraph-powered enterprise assistant that combines RAG over your own documents, MCP tools (tickets, employee lookup, company policies, internal knowledge), Self-RAG / CRAG verification

See what your agent sees. Self-hosted Chrome for AI agents with bounded API control, live noVNC takeover, npm/PyPI clients, and MCP servers.

Open-source Grok bot with a FastAPI API, Next.js UI, governed computer use, Docker/remote runtimes, approvals, connectors, and local-first state.

Turns Claude into the world's best sidekick. Standards, skills, subagents, hooks, MCP, and macOS tools that install themselves. Nothing to remember, nothing to type.

炒股/量化交易/选股 AI Skill 合集：收录国内外 GitHub 上的股票分析、量化交易、选股策略 Agent Skills，附索引与合规转载

TravelBrain is a multi-agent AI travel planning system that works together to create personalized, efficient, and complete travel plans based on the user’s preferences, budget, and schedule. It can coordinate different agents for destinations, transportation, accommodation, activities, and itinerary planning to deliver a seamless travel experience.

GenPark AI Agent Skill - Maximal Marginal Relevance (MMR) diversity-aware vector reranker balancing query relevance vs intra-result redundancy.

GenPark AI Agent Skill - Hierarchical Navigable Small World (HNSW) multi-layer vector index, greedy beam routing, and nearest neighbor search.

GenPark AI Agent Skill - Hierarchical Navigable Small World (HNSW) multi-layer vector index, greedy beam routing, and nearest neighbor search.

GenPark AI Agent Skill - Maximal Marginal Relevance (MMR) diversity-aware vector reranker balancing query relevance vs intra-result redundancy.

Affiliate creator discovery engine & commission negotiator (Influx style)

Predictive customer churn & 12M CLV regression synthesizer (Pecan / Julius)

GenPark AI Agent Skill - Practical capability for commerce and influencer workflows.

Omnichannel social shop product catalog synchronizer (ShopSync style)

AI security questionnaire and RFP auto-responder grounding responses in SOC 2/ISO policies (AutoRFP style)

Generative cinematography 3D camera trajectory controller (Runway Gen-3 style)

Source-grounded notebook and audio overview podcast synthesizer (NotebookLM style)

Unified multi-channel commerce orchestrator and 3PL warehouse fulfillment (Cart.com style)

Fast unstructured PDF & multi-column table extractor to Markdown/JSON

Universal LLM proxy load balancer with failover & rate limits (LiteLLM style)

Visual workflow canvas orchestrator for modular LLM pipelines (Dify style)

🐑 Fleece Radar — 薅羊毛雷达 - Automated radar & passive intelligence pipeline for 200+ Chinese AI gateways and free API relays. Zero-auth model probing, free tier telemetry, and instant OmniRoute upstream exports.

Agent Skills-compatible skill: batch-rename, annotate & tag untagged design assets in Eagle via eagle-mcp. Works with Claude Code, Codex CLI, Gemini CLI, GitHub Copilot, Cursor & WorkBuddy.

A Telegram-native AI agent and the runtime to build your own: Bot API and your own account over MTProto with rooms, forum topics, durable outbox and archives; files, coding, computer use via UIA, sandbox and Session 0; ~100 tools always in frame; byte-exact capture of every model call. Hélène is its Windows edition.

GenPark AI Agent Skill - Concolic testing and symbolic branch inversion engine recording concrete-symbolic execution paths and targeting unvisited code branches.

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

GenPark AI Agent Skill - Propensity score matching and Inverse Probability Weighting (IPW) estimator calculating Average Treatment Effect (ATE) under conditional ignorability.

Autonomous Agent Tapestry Decentralized Object Location and Routing (DOLR) Mesh Protocol

GenPark AI Agent Skill - Concolic testing and symbolic branch inversion engine recording concrete-symbolic execution paths and targeting unvisited code branches.

GenPark AI Agent Skill - Truthful Vickrey-Clarke-Groves (VCG) auction mechanism with Clarke pivot payments guaranteeing dominant-strategy incentive compatibility.

GenPark AI Agent Skill - Presburger linear integer arithmetic decision procedure solving systems of linear inequalities for agent safety guard synthesis.

GenPark AI Agent Skill - Instrumental Variable (IV) Two-Stage Least Squares (2SLS) causal estimator isolating unobserved confounding and testing instrument strength.

GenPark AI Agent Skill - Instrumental Variable (IV) Two-Stage Least Squares (2SLS) causal estimator isolating unobserved confounding and testing instrument strength.

GenPark AI Agent Skill - Infinite-horizon Markov Decision Process (MDP) solver computing optimal state-value functions and greedy action policies via Bellman value iteration.

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

Autonomous Agent Double Ratchet Key Derivation & Forward-Secret End-to-End Secure Channel Engine

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

Grover amplitude amplification search algorithm providing quadratic speedup O(sqrt(N)) for unstructured databases and combinatorial satisfaction problems.

Autonomous Agent Shamir (k, n) Secret Sharing Threshold Scheme with Polynomial Interpolation

GenPark AI Agent Skill - Truthful Vickrey-Clarke-Groves (VCG) auction mechanism with Clarke pivot payments guaranteeing dominant-strategy incentive compatibility.

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

Autonomous Agent Lempel-Ziv-Welch (LZW) Adaptive Lossless Dictionary Compression & Decompression Engine

Echo State Network (ESN) reservoir computing framework mapping temporal sequences into high-dimensional non-linear dynamical recurrent states.

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

Autonomous Agent Consistent Hashing Ring with Virtual Nodes for Bounded-Load Distributed Sharding

GenPark AI Agent Skill - 1D linear Kalman filter performing optimal state estimation, noisy sensor fusion, and recursive error covariance minimization.

GenPark AI Agent Skill - Dijkstra's Weakest Precondition (wp) predicate transformer calculus engine backward-propagating postconditions through assignment statements and branch conditions.

Autonomous Agent Discrete Wavelet Transform (DWT) Multi-Resolution Subband Decomposition Engine

Autonomous Agent Singular Value Decomposition (SVD) Power Iteration for Low-Rank Dimensionality Reduction

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

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

Autonomous Agent Discrete Wavelet Transform (DWT) Multi-Resolution Subband Decomposition Engine

Autonomous Agent Tapestry Decentralized Object Location and Routing (DOLR) Mesh Protocol

Quantum Phase Estimation (QPE) and Quantum Fourier Transform (QFT) solver recovering eigenphases of unitary operators with arbitrary precision.

Autonomous Agent Fictitious Play Empirical Belief Learning & Nash Equilibrium Convergence Engine