MCP servers for zero-dependency

🦀⚡ Community skill pack & CLI for Genspark Claw, OpenClaw & Hermes agents — 5 production-ready SKILL.md skills (deep research, reports, slides, browser automation, AI call prep), zero-dependency Node.

麦当劳 MCP 订单可视化 · WorkBuddy 开发的九幕长卷生成器 —— 调用麦当劳中国官方 MCP 只读接口 order-list，把历史订单做成《重庆森林》质感的九幕图文长卷（1080×1440 竖图 / 长图 / PDF）

The Brain of Theseus — a plain-text roguelike written to be played by an AI, over MCP (stdio). Reincarnation, memory, and irreversible cyberization. Zero dependencies, Python 3. 给 AI 玩的中文纯文本 roguelike

Role-playing autonomous agent orchestrator managing crews (CrewAI style)

Real-time neural 3D asset generator and PBR texture synthesizer (Luma Genie style)

Multivariate ad creative fatigue auditor & refresh triggers (AdEspresso style)

Personalized video sales outreach script & storyboard planner (Tavus style)

Chunked prefill speculative inference server with paged KV cache (vLLM style)

Earned Media Value (EMV) econometric ROI synthesizer (Captiv8 style)

Programmatic landing page CRO variant synthesizer & A/B testing (Unbounce style)

Automated benchmark patch verification harness & fail-to-pass matrix (SWE-bench)

Cross-platform creator audience demographic matcher (Grin / CreatorIQ)

Multiresolution editorial book cover typesetter & spine calculator (AI Book Cover)

Vector promotional poster and banner layout synthesizer & golden ratio (AI Poster)

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

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

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

Zero-shot cross-lingual voice cloning translator & lip-sync engine (HeyGen style)

Test-time compute search tree verifier & reward model pruner (o3-mini style)

Screen UI bounding box and icon parser & Set-of-Mark coordinates (OmniParser)

Venture pitch deck narrative synthesizer & TAM market modeler (AI Pitch Deck)

Automated enterprise case study ROI evidence synthesizer (AI Case Study)

Corporate identity stationery and business card synthesizer & NFC (Business Card)

Multimetric rhyme cadence rap lyric synthesizer & MIDI rhythm flow (AI Rap)

Duplex telephony voice agent turn orchestrator & SIP dialer (AI Phone Call)

Creator rate card CPM valuation estimator (Mavrck / Traackr)

Event invitation and greeting card vector typesetter & die-cut mask (AI Invitation)

Multi-source competitive market intelligence synthesizer (Market Research Tools)

Repository scoped agentic rule indexer & architecture guideline injector (Cursor Rules)

Causal flow high motion video diffusion synthesizer (Wan2.1 style)

Paged attention virtual memory allocator & non-contiguous KV cache (vLLM style)

Open model registry & license compliance auditor (OpenCSG Starship style)

Hierarchical multi-agent consensus research engine & refutation validator (DeepResearch)

Zero-trust terminal session multiplexer & WebRTC streamer (Share Terminal)

Creator paid ad whitelisting token broker & Spark Ads (Lumanu style)

Deterministic tool-call guardrail firewall & injection interceptor (NeMo Guardrails)

Spaced repetition Anki flashcard synthesizer & SM-2 algorithms (AI Flashcard)

Viral sentiment velocity crisis sentinel & PR holding statement (Talkwalker)

Dynamic browser sandbox E2E test synthesizer & HAR verifier (Playwright style)

Event-driven omnichannel lifecycle nudge dispatcher & SMS push (Klaviyo style)

Flash-attention dense passage ranker & sequence embedding extractor (Hugging Face TEI)

Influencer affiliate attribution conversion aggregator (Impact.com style)

Group Relative Policy Optimization (GRPO) engine (DeepSeek-R1 style)

LinkedIn carousel growth narrative generator & PDF slide deck (Carousel Generator)

Neural speech codec full duplex dialogue engine & live audio streamer (Moshi style)

3D Gaussian splatting radiance field reconstructor (3DGS / PostShot style)

Visual DAG agent workflow tool chainer & state checkpointer (Dify / Flowise style)

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

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

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

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

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

Cross-encoder reranker document store engine for high precision RAG (Haystack style)

Dual-track vector quantized acoustic codec & low-bitrate neural audio (Fish-Speech)

Pedagogical lesson plan curriculum synthesizer & Bloom objectives (AI Lesson Plan)

Procedural AST flowchart & logic diagram synthesizer (AI Flowchart Generator)

Prompt to 3D CAD STEP solid generator & B-Rep synthesizer (Text-to-CAD style)

RL mathematical reasoning synthesizer & step-by-step theorem prover (DeepSeek-R1 style)

Creator audience authenticity anomaly auditor (HypeAuditor / Modash)

Adaptive periodized workout fitness regimen synthesizer & RPE curve (AI Workout)

Hierarchical corporate organization chart synthesizer & DAG tree (AI Org Chart)

Lightweight local model daemon lifecycle manager & hot-swapper (Ollama style)

Cryptographic verifiable credential certificate builder & Merkle hash (Certificate)

Spatial semantic interior design layout synthesizer & 3D floorplan (AI Room Design)

UGC licensing rights ledger & creator media clearance (Bazaarvoice / Tagger)

Neural audio stem separation and remastering engine (Demucs / Moises style)

Autonomous inbox triage email dispatcher & smart responder (AI Email Agent)

Conversational lead qualification & routing agent (Drift / Qualified style)

Conversational B2B deal velocity scoring engine & sales intelligence (G2.com Leader)

Cross-platform meeting action item extractor & workspace synchronizer (Product Hunt)

Dynamic browser stealth fingerprint randomizer (Stealth Playwright style)

Generative Engine Optimization (GEO) citation visibility auditor (AI Search SEO)

Multi-head latent attention (MLA) KV cache compressor (DeepSeek-V3 style)

1.58-bit ternary weight GEMM kernel for high efficiency inference (BitNet style)

Print-ready vector brochure and catalog typesetter & CMYK (AI Brochure/Catalog)

B2B dark funnel intent surge scorer & ABM triggers (6sense / Demandbase)

Influencer outreach seeding campaign dispatcher (Aspire / Upfluence)

Dynamic aspect ratio visual patch tokenizer & 2D RoPE (Qwen2.5-VL style)

Realtime hallucination fact checker & primary citation verifier (AI Fact Checker)

Declarative form schema builder & dynamic input validator (AI Form Builder)

Autonomous legal contract clause synthesizer & compliance checker (AI Contract Generator)

Pose-guided temporal video motion transfer & character animator (Viggle style)

Sponsored campaign regulatory FTC compliance sentinel (Klear / Brand24)

Automated secret detection & SAST security gatekeeper (GitLab SAST style)

Autonomous generalist browser workflow executor & artifact generator (Manus style)

Conversational podcast dialogue audio synthesizer & multi-speaker banter (NotebookLM)

Culinary restaurant menu synthesizer & allergen matrix (AI Menu Maker)

Isolated ephemeral code execution sandbox client & microVM runner (E2B style)

Multi-tenant federated RAG privacy enclave & ZK attestation (Confidential RAG style)

Multimodal document layout AST parser & table extractor (Docling style)

First-party multi-touch Shapley attribution allocator (Triple Whale style)

Multi-architecture low-bit quantization compiler for GGUF kernels (Llama.cpp style)

Sandboxed interactive artifact canvas executor & live component renderer (Claude Artifacts style)

Prompt-guided video color grading & 3D LUT matrix generator (Colorlab.ai style)

Autonomous software engineering lifecycle agent & automated PR builder (Devin style)

Agent-Computer Interface SWE patch synthesizer & automated bug fixer (SWE-agent style)

Vision-Language-Action robotic trajectory planner (OpenVLA / RT-2 style)

Photorealistic prompt expansion director & volumetric lighting enricher (Midjourney style)

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

Browser-native WebAssembly microcontainer node runtime (Bolt.new WebContainers style)

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

Schema-enforced structured LLM extraction engine with validation retries (Instructor style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-tenant GitLab webhook event router & CI/CD trigger (GitLab Webhook style)

Modular RAG pipeline engine coordinating retrieval & reranking (Haystack style)

Edge-quantized multimodal spatial point locator (MiniCPM-V / Molmo style)

Distributed model serving platform & Elo benchmark arena (FastChat style)

Autonomous meta-agent skill synthesizer & self-evolution engine (1000th Milestone)

Dual-track neural codec voice clone synthesizer (Fish Audio / CosyVoice style)

Unified GitLab CI pipeline analyzer & stage optimizer (GitLab CI Lint style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-token speculative FIM code generator & syntax verifier (DeepSeek-Coder V2 style)

Radix tree KV cache prefix caching manager for fast decoding (SGLang style)

Million-token multimodal needle-in-a-haystack retriever (Gemini 1.5 Pro style)

Git-native multi-file pair programmer & tree-sitter refactor executor (Aider style)

Multimodal meeting audio scribe & agenda task extractor (Granola AI style)

Multi-backend quantized model loader supporting GGUF & EXL2 (Oobabooga style)

Dynamic screen recording summarizer & interactive step extractor (Screenity style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

3D parallelism tensor, pipeline & sequence topology mapper (Megatron-LM style)

Unified memory MoE expert offload runtime with PCIe prefetch (KTransformers style)

Columnar embedded vector analytical store with predicate pushdown (Chroma DuckDB style)

Kubernetes GitOps manifest drift reconciliation & security scanner (GitLab Agent style)

Duplex low-latency conversational voice agent & WebRTC stream manager (ElevenLabs style)

MCTS guided chain-of-thought reasoning tree explorer (OpenAI o1 / o3 style)

Acoustic latent neural speech synthesizer & audio tokenizer (WhisperSpeech style)

Iterative multi-step web research synthesizer & deep citation co-pilot (Perplexity style)

Hierarchical knowledge graph community detection & global RAG synthesizer (GraphRAG style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Unified LLM alignment suite orchestrating DPO & LoRA runs (Llama-Factory style)

Dependency firewall package proxy & CVE quarantine gatekeeper (GitLab Firewall style)

Multi-tenant hybrid vector database engine with GraphQL (Weaviate style)

Instruction-guided dense text embedding generator (Instructor / BGE style)

Dynamic vision patch tokenizer & spatial grounding locator (Qwen2.5-VL style)

GenPark AI Agent Skill - Distilled capability for reliable agent workflows.

Multi-file context graph patch composer & atomic refactorer (Cursor Composer style)

Multi-perspective autonomous research & Wikipedia report synthesizer (Stanford STORM style)

Parametric camera orbit cinematic video director & physics agent (Runway Gen-3 style)

High-fidelity neural world dynamics simulator & physics solver (Kling / Sora style)

Neural form auto-filler & schema field compliance extractor (Fillout style)

Stateful OS-tier memory virtualization agent with auto-paging (Letta / MemGPT style)

Batched speech recognition & CTranslate2 phoneme aligner (WhisperX style)

Context-aware voice dictation and real-time intent formatter (Wispr Flow style)

Multi-model unified prompt workspace synchronizer & diff matrix (TypingMind style)

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

Natural language full-stack web application architect & scaffolder (Lovable style)

Structured meeting note refinement & action item synthesizer (Granola style)

Spatial concept mapping card cluster & thematic grouping (Heptabase style)

Deep research curation interactive web article publisher (Perplexity Pages style)

Real-time canvas brushstroke video diffuser & live latent streamer (Krea style)

Vocal timbre preserving video lip-sync localizer & multilingual dub (Captions style)

Responsive wireframe & sitemap component builder (Relume style)

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

Vision-guided browser DOM navigation agent & multi-step workflow executor (Skyvern style)

Layered Mixture-of-Agents consensus synthesizer & quality amplifier (Together MoA style)

Grounded multi-step tool execution engine & token citation matcher (Cohere style)

Memory-efficient LoRA kernel gradient optimizer saving 80% VRAM (Unsloth style)

Interleaved multimodal document parser with formula & chart recognition (Pixtral style)

Multi-scene video storyboard compiler & latent interpolator (Morph/Pika style)

Autonomous agent evaluation framework tracking hallucination & loops (AgentOps style)

Serverless GPU micro-container autoscaler & sub-second cold start (Modal/Baseten style)

Real-time interactive world model neural simulator at 60 FPS (Oasis style)

Enterprise autonomous support ticket resolver & deterministic CRM agent (Decagon style)

Resilient agentic document parser & schema drift workflow automaton (Gumloop style)

Autonomous affective NPC brain and dynamic behavior tree engine (Inworld style)

Generative isometric tilemap and sprite world level synthesizer (Rosebud style)

Neural garment drape synthesizer and photorealistic virtual try-on (Kopia style)

Full-codebase dependency graph indexer & automated PR synthesizer (Greptile style)

GenPark AI Agent Skill - Agentcard autonomous AI agent wallet, programmatic virtual card issuing & MCP payment protocol.

Physics-guided generative 3D character animator and keyframe balancer (Cascadeur style)

Local quantized GGUF model runtime server and REST endpoints (Ollama style)

Declarative signature prompt optimizer & MIPROv2 compiler (DSPy style)

Multi-role standard operating procedure software company simulator (MetaGPT style)

Standardized agent interaction protocol and SSE event gateway (Agent Protocol style)

Systematic prompt engineering taxonomy and CoT evaluator (Prompt Guide style)

Hierarchical node index and hybrid retrieval synthesizer for advanced RAG (LlamaIndex style)

Billion-scale distributed vector partitioner and IVF-PQ indexer (Milvus style)

Composable runnable expression language and streaming chain orchestrator (LangChain LCEL style)

Modular node-graph DAG executor for latent image & video workflows (ComfyUI style)

Enterprise semantic kernel plugin connector and stepwise planner (Semantic Kernel style)

Embedded vector HNSW approximate nearest neighbor index (Chroma style)

Personalized episodic memory store & preference graph (Mem0 style)

Multi-agent conversational group chat manager and speaker router (AutoGen style)

Self-learning semantic schema analyzer and verified SQL compiler (Vanna style)

Quantized tensor compute engine optimizing SIMD integer matrix math (llama.cpp style)

Sandboxed terminal code interpreter and computer control automator (Open Interpreter style)

Continuous dynamic batching and iteration-level scheduler (vLLM style)

OpenAPI spec automated mock server & schema validator (Postman / Spectral)

Hierarchical HNSW vector index approximate nearest neighbor searcher (Qdrant)

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

LLM trace latency breakdown & token cost anomaly detector (LangSmith style)

Bootstrap teleprompter automated prompt optimization (DSPy style)

Autonomous multi-agent debate consensus protocol & planning (AutoGPT / CAMEL)

Complex PDF layout semantic chunker & markdown table parser (LlamaParse style)

Multi-token speculative tree drafting accelerator (Medusa / Eagle style)

Constraint satisfaction timeblock schedule planner & deep work optimizer (Schedule)

Hierarchical creator tiering matrix allocator & media mix (Kolsquare style)

Hierarchical Sankey flow graph synthesizer & vector SVG generator (Sankey Generator)

Rectified flow diffusion transformer sampler & linear vector field (Flux.1 DiT style)

Tree-of-thought multi-agent debate verifier & consensus engine (ToT Debate style)

Declarative design-to-fullstack app scaffolder (v0 / Replit Agent style)

Tree-structured synthetic curriculum & textbook synthesizer (Cosmopedia style)

State-space Mamba architecture voice synthesizer with sub-95ms TTFT (Cartesia style)

Unified streaming AI gateway with automated provider fallback & schema stream (Vercel style)

Creator affiliate GMV tracking & return-adjusted commission ledger (LTK)

Event-driven webhook signature verifier & HMAC replay protection

UGC creator brief programmatic auction & video matchmaking (Cohley)

Creator audience lookalike cluster finder & affinity overlap (Modash style)

Automated red teaming adversarial safety probe & jailbreak fuzzer

Agentic tabular SQL schema linking synthesizer & query verification

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

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

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

Cross-border agentic tax & tariff duty calculator (TaxJar / Avalara style)

Supply-chain malicious package quarantine & SBOM auditor (Snyk / Socket.dev)

Multi-model prompt regression & golden dataset evaluator (Promptfoo / DeepEval)

Hybrid dense-sparse BM25 rerank fusion & Reciprocal Rank Fusion

Financial earnings call transcript tone shift & guidance sentiment tracker (Finnhub)

High-throughput API rate limit token bucket throttle & burst quotas

Ecommerce customer review veracity & bot rating detector (Fakespot style)

Creator short video 3s hook retention & scroll-stop scorer (HypeAuditor)

High-cardinality distributed agent structured log indexer (Axiom / Better Stack)

Enterprise LLM PII masking & reversible redaction privacy gateway (Kindo/Lakera)

Quantized model VRAM footprint & tensor parallelism estimator (llama.cpp)

Influencer brand share of voice & creator mention sentiment monitor (Meltwater)

Customer interview pain-point clusterer & roadmap theme synthesizer (Fathom)

Creator MSA contract & deliverable milestone escrow broker (Impact.com)

Realtime WebSocket heartbeat reconnector & state resync stream

AST code fault localization & regression test patch synthesizer (SWE-Bench)

Realtime multi-party audio transcript diarization & speaker assigner (Deepgram)

Agent session replay behavioral audit recorder & anomaly detector (AgentOps)

Hierarchical episodic & semantic user profile memory graph synthesizer (Mem0)

Agentic machine micropayment escrow settlement gateway (Stripe Agent Toolkit)

Autonomous DOM state tree mutation observer & selector healer (Browser Use)

Fullstack UI component AST patch generator with Tailwind tokens (v0 / Lovable)

Realtime duplex voice agent turn-taking & barge-in interruption detector (LiveKit)

ReBAC relationship-based authorization policy evaluator (Permify / Cerbos)

Cross-merchant SKU specification validator & compatibility check (Amazon Rufus)

Creator product seeding parcel dispatcher & unboxing automation (Grin style)

Multi-tenant LLM token budget allocation & cost anomaly circuit breaker (Helicone)

Executive meeting action item matrix & decision accountability extractor (Granola)

B2B lead waterfall enrichment cascade & technographic stack verifier (Clay)

Structured synthetic data evolution generator & complexity scaling (Evol-Instruct)

Verifiable AI agent zero-knowledge proof attestation generator (EZKL style)

Agentic browser vision grounding actor & DOM action executor (Browser-use)

Influencer brand safety & multi-year controversy history auditor (Traackr)

Self-hosted isolated code sandbox runner & ephemeral execution jail (E2B style)

Synthetic customer persona conversation trajectory generator (MosaicML)

Autonomous prompt loss gradient & few-shot exemplar compiler (DSPy / TextGrad)

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

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

Real-time toxicity score analyzer & sentiment drift monitor (WhyLabs / LangKit)

Multi-modal travel-time isochrone reachability boundary analyzer (Targomo)

Multi-merchant shopping cart landed cost arbitrage optimizer (Honey / Capital One)

Codebase architectural invariant assertion sentinel (Codex Astra)

Searchable historical context & raw telemetry retriever (Codex Astra)

Turn-by-turn spoken dialogue entity & slot filler (ThunderPhone / Vapi)

Voice activity detection silence threshold calibrator (ElevenLabs / Deepgram)

Review sentiment authenticity & FTC compliance detector (Bazaarvoice / Yotpo)

Conversational SMS abandoned browse recovery copy generator (Attentive / Postscript)

Natural language to validated GeoJSON FeatureCollection compiler (Atlas.new)

Multi-step web form fill orchestrator with validation (Playwright / Puppeteer)

Real-time storefront hero banner & copy personalization engine (Dynamic Yield)

Dynamic multi-tool execution dependency DAG topological sorter (Semantic Kernel)

Pull request semantic risk blast-radius & breaking change scorer (Qodo)

Text-to-wireframe responsive UI component layout tree generator (Figma AI)

Edge-case unit test suite synthesizer & branch coverage optimizer (CodiumAI)

Conversational multi-turn gift & aesthetic style consultation matcher (Claude)

Negative hypothesis & failed patch indexer preventing loops (Codex Astra)

Headless delegated payment token vault for autonomous agents (Bolt / Fast.co)

Multi-criteria automated LLM judge scoring engine & rubric evaluator (Braintrust)

Real-time competitor MAP price violation monitor & enforcement (Prisync)

Self-healing DOM semantic selector resilient to class mutations (Tabbit / Stagehand)

Automated promo code & coupon cascade tester for checkout discounts (Honey/Perplexity)

CoAgents / CopilotKit bidirectional human-agent workspace state sync coordinator

Natural language to validated GeoJSON FeatureCollection compiler (Atlas.new)

Pre-purchase return fraud propensity & wardrobing scorer (Gorgias / Yotpo)

SKU attribute extraction & Google taxonomy categorization (Anthropic Merchant)

Cross-border landed cost customs duty & tariff estimator (Bold Commerce)

Headless delegated payment token vault for autonomous agents (Bolt / Fast.co)

Visual shoppable look reverse search attribute parser (Daydream / Syte)

Visual viewport element occlusion resolver & modal dismiser (Computer Use)

Searchable historical context & raw telemetry retriever (Codex Astra)

Conversational apparel sizing & fit recommender (Rufus / Shop AI)

Brand icon vector SVG coordinate normalizer & path optimizer (Recraft)

Goal-driven multi-item basket planner within budget ceilings (Anthropic Shopping)

Turn-by-turn spoken dialogue entity & slot filler (ThunderPhone / Vapi)

Google Virtual Try-On (VTO) sizing & garment stretch attribute matcher

Price elasticity optimizer & gross margin floor protection (Anthropic Merchant)

Multi-repo cross-codebase API migration impact mapper & codemod (Greptile)

Design system token transformer & Tailwind component palette builder (v0.dev)

LangGraph human-in-the-loop breakpoint pause & state mutation patcher

Multi-file code workspace symbol AST resolver & semantic rename (Cursor Composer)

A2A standardized protocol capability negotiation & JWT auth handshake

LLM-guided Tree-of-Thought Monte Carlo search & reasoning planner (ToT / MCTS)

Autonomous distributed agent deadlock & race condition detector (ThreadSanitizer)

Autonomous SLA breach incident escalator & canary rollback playbook

PagedAttention chunked prefill KV cache & GPU memory allocator (vLLM)

Topical dialog boundary enforcer & safety deflection router (NeMo Guardrails)

OpenTelemetry distributed agent span trace annotator & latency profiler (Arize Phoenix)

Multi-merchant shopping cart landed cost arbitrage optimizer (Honey / Capital One)

Review sentiment authenticity & FTC compliance detector (Bazaarvoice / Yotpo)

Multi-stop vehicle delivery route optimizer & TSP solver (Route4Me / OSRM)

Post-call structured summary & CRM webhook dispatcher (Synthflow / Bland)

Automated GDPR/CCPA DSAR data subject compliance exporter (OneTrust)

Multi-file git workspace dependency diff & refactor sequence synthesizer (Replit)

Creator paid amplification, spark ads & whitelisted ROAS modeler (Emplifi)

CrewAI / AutoGen hierarchical swarm task delegation & role governor

Infinite whiteboard spatial clustering engine & theme aggregator (Miro Assist)

Negative hypothesis & failed patch indexer preventing loops (Codex Astra)

Autonomous post-purchase RMA tracking broker & label generator (Gorgias style)

ChatGPT Search semantic product spec tradeoff matrix comparison synthesizer

Google Shopping Graph real-time price drop radar & historic deal tracker

Cross-border landed cost customs duty & tariff estimator (Bold Commerce)

Multi-channel sales velocity & return anomaly diagnostics (Anthropic Merchant)

Semantic catalog search with dynamic faceted attribute filtering (Anthropic Shopping)

Autonomous B2B procurement contract price negotiator (Pactum / Nibble AI)

Real-time toxicity score analyzer & sentiment drift monitor (WhyLabs / LangKit)

Ground-truth factuality validator & contradiction detector (Cleanlab)

Post-call structured summary & CRM webhook dispatcher (Synthflow / Bland)

A2A standardized protocol capability negotiation & JWT auth handshake

Multi-criteria automated LLM judge scoring engine & rubric evaluator (Braintrust)

Autonomous BNPL installment schedule & credit term optimizer (Klarna / Affirm)

Cross-window structured persistent notes ledger (Codex Astra)

3PL fulfillment warehouse distance & split-shipment minimizer (Flexport / ShipBob)

Real-time storefront hero banner & copy personalization engine (Dynamic Yield)

Topical dialog boundary enforcer & safety deflection router (NeMo Guardrails)

Visual viewport element occlusion resolver & modal dismiser (Computer Use)

LangGraph human-in-the-loop breakpoint pause & state mutation patcher

Tabular spreadsheet data sanitization normalizer (Livedocs / Julius)

Multi-dimensional anomaly and IQR outlier detector (Hex / Julius AI)

Brand icon vector SVG coordinate normalizer & path optimizer (Recraft)

Google Local store inventory locator & curbside pickup route planner

Relational database foreign key & ERD path inferrer (Dataherald)

Autonomous BNPL installment schedule & credit term optimizer (Klarna / Affirm)

3PL fulfillment warehouse distance & split-shipment minimizer (Flexport / ShipBob)

Executive BI KPI metric narrative brief synthesizer (Tableau Pulse)

Pull request semantic risk blast-radius & breaking change scorer (Qodo)

Autonomous telephone IVR menu navigator & DTMF tone emitter (Twilio)

Real-time competitor MAP price violation monitor & enforcement (Prisync)

Multi-marketplace SKU taxonomy transformer & feed validator (ChannelEngine)

Multi-touch ad attribution Shapley value & ROAS contribution resolver (Triple Whale)

CoAgents / CopilotKit bidirectional human-agent workspace state sync coordinator

React SSR client-side hydration error triager & fix generator (v0.dev / Next)

Full-stack cross-tier environment variable drift auditor (Bolt.new / Supabase)

Multi-touch ad attribution Shapley value & ROAS contribution resolver (Triple Whale)

Conversational apparel sizing & fit recommender (Rufus / Shop AI)

Retail commercial catchment area & foot-traffic profiler (Carto / Atlas)

React SSR client-side hydration error triager & fix generator (v0.dev / Next)

Tabular spreadsheet data sanitization normalizer (Livedocs / Julius)

AST-level React JSX component and Tailwind CSS patcher (Lovable.dev / Bolt)

Full-stack cross-tier environment variable drift auditor (Bolt.new / Supabase)

Multi-dimensional anomaly and IQR outlier detector (Hex / Julius AI)

Full-duplex telephony voice interruption coordinator (Bland AI / Retell)

Voice activity detection silence threshold calibrator (ElevenLabs / Deepgram)

Multi-stop vehicle delivery route optimizer & TSP solver (Route4Me / OSRM)

Behavioral cohort funnel retention & churn hazard rate (Mixpanel / Amplitude)

Multi-product purchase research trade-off & spec analyzer (Anthropic Shopping)

Multi-step web form fill orchestrator with validation (Playwright / Puppeteer)

Ground-truth factuality validator & contradiction detector (Cleanlab)

Autonomous telephone IVR menu navigator & DTMF tone emitter (Twilio)

Inventory stockout risk & purchase order reorder calculator (Anthropic Merchant)

Generative video keyframe 3D camera trajectory spline planner (Runway Gen-3 / Luma)

Agent budget metering prepaid credit wallet & velocity caps (Skyfire style)

Agentic zero-friction checkout voucher & passkey tokens (Bolt / Privy style)

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

Cinematic storyboard scene sequence synthesizer & shot continuity (AI Storyboard)

Algorithmic PPC bid pace optimizer & target ROAS (Smartly / Optmyzr style)

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

Natural language to complex CTE ANSI SQL synthesizer (Julius AI / SQL)

AST-level React JSX component and Tailwind CSS patcher (Lovable.dev / Bolt)

Omnichannel retail marketing campaign & copy designer (Anthropic Merchant)

Self-healing DOM semantic selector resilient to class mutations (Tabbit / Stagehand)

Autonomous lost-in-transit shipping claim resolver & auto-reship (Route / Seel)

Generative video keyframe 3D camera trajectory spline planner (Runway Gen-3 / Luma)

Multi-marketplace SKU taxonomy transformer & feed validator (ChannelEngine)

Zero-dependency pure-Python spherical DBSCAN spatial clustering (Uber H3)

Browser bot defense detector identifying Cloudflare & CAPTCHAs (Browserbase)

Predictive customer lifetime value (pLTV) churn re-engagement trigger (Klaviyo)

Conversational SMS abandoned browse recovery copy generator (Attentive / Postscript)

Multi-modal travel-time isochrone reachability boundary analyzer (Targomo)

Prompt injection & jailbreak firewall sentinel (Llama Guard / Lakera)

Deep research evidence synthesis graph & citation verification (MindSearch)

RAG retrieval faithfulness & hallucination score auditor (Ragas / TruLens)

Universal agentic cart checkout broker & UCP gateway (Shopify Agentic)

Agentic cart bundle affinity recommender & AOV optimization (Rebuy style)

Natural language to complex CTE ANSI SQL synthesizer (Julius AI / SQL)

Edge-case unit test suite synthesizer & branch coverage optimizer (CodiumAI)

Claude Computer Use storefront cart action sequence & HITL approval planner

CrewAI / AutoGen hierarchical swarm task delegation & role governor

Infinite whiteboard spatial clustering engine & theme aggregator (Miro Assist)

Post-purchase delivery milestone exception predictor (Narvar / parcelLab)

Pre-purchase return fraud propensity & wardrobing scorer (Gorgias / Yotpo)

Subscription churn mitigation & dynamic delivery frequency tuner (Recharge / Smartrr)

Browser bot defense detector identifying Cloudflare & CAPTCHAs (Browserbase)

Complex document OCR layout & tabular structure extractor (Unstructured.io)

Executive BI KPI metric narrative brief synthesizer (Tableau Pulse)

OpenAPI schema to in-memory MSW client mock service synthesizer (MirageJS)

Relational database foreign key & ERD path inferrer (Dataherald)

Cumulative Layout Shift (CLS) web vitals optimizer (v0.dev / Lighthouse)

OpenAPI schema to in-memory MSW client mock service synthesizer (MirageJS)

Long-horizon intent drift aligner & scope creep guard (Codex Astra)

Codebase architectural invariant assertion sentinel (Codex Astra)

Cross-window structured persistent notes ledger (Codex Astra)

SPA network idle & DOM mutation settlement waiter (Cypress / Playwright)

Retail commercial catchment area & foot-traffic profiler (Carto / Atlas)

Zero-dependency pure-Python spherical DBSCAN spatial clustering (Uber H3)

Deterministic AST tool-call schema auto-repair & parameter projection guard (AutoGen / LangGraph)

Multimodal OCR table grid & merged-cell reconstruction into Markdown (MinerU / Marker)

Cross-border Geo-IP currency converter & dynamic VAT/tax nexus calculator (Stripe Tax)

Zero-dependency heuristic adversarial prompt injection & override neutralizer (Lakera / NeMo)

Long-horizon conversational memory compaction & episodic anchor extractor (Mem0 / LangMem)

Deterministic JSON schema extraction and coercing engine for product hardware

Real-time in-memory unified diff & change telemetry generator for live artifacts

Multi-perspective synthetic consumer focus group simulator for market sentiment

Dynamic search synthesis and Sparkpage layout compiler generating comparison matrices & HTML UI

Autonomous multi-stage prompt-to-DAG planner resolving dependency topologies

Dynamic intent and budget-aware multi-model Pareto router selecting from 70+ LLMs

Autonomous web browser action planner mapping goals into resilient selector action sequences

Customer review aspect-level sentiment mining engine extracting satisfaction radar breakdown

Deep research multi-source consensus arbitration engine evaluating authority & contradictions

Deep research multi-source cross-citation graph analyzer and consensus resolver

Adaptive token bucket concurrency rate limiter and backoff scheduler preventing HTTP 429 exceptions

Reciprocal Rank Fusion (RRF) and hybrid search rank fusion engine

E-commerce advertising policy scanner detecting prohibited claims and trademarks

Query-guided contextual document compression engine pruning irrelevant web noise

Autonomous web checkout form field analyzer and heuristic autofill engine resolving buyer parameters

Minimal JSON Patch (RFC 6902) operational differential engine supporting atomic state sync

Stateful workflow checkpoint manager calculating state hashes and rollback points

Real-time acoustic noise floor estimator and spectral gate suppressing ambient reverberation

Semantic prompt cache deduplicator calculating Jaccard token overlap to prevent redundant LLM cost

Multimodal visual spec grounding engine calculating physical dimensions and DoF

Dynamic price elasticity of demand calculator deriving marginal revenue maxima

Dynamic session context window tokenizer and dialogue compaction manager

Multi-tenant security isolation guard enforcing memory boundary compartmentalization

Customer lead scoring and interaction velocity evaluator predicting conversions

Generative Schema.org Product and FAQPage JSON-LD rich snippet generator

Categorized index of 718 public GenPark AI agent skills, with tested Python packages and MCP integrations.

Draft-target model speculative decoding verification engine with rejection sampling, acceptance rate telemetry, and dynamic speedup ratio estimation.

Draft-target model speculative decoding verification engine with rejection sampling, acceptance rate telemetry, and dynamic speedup ratio estimation.

Enterprise Agentic RBAC/ABAC Least-Privilege Policy Synthesizer & Blast-Radius Auditor. Analyzes historical agent tool call audit logs, detects over-permissioned wildcards (*), synthesizes strict leas

Vision-to-DOM element anchor resilient against click drift (Genspark Claw / Computer Use)

Multi-agent debate cross-examination & consensus arbitration (Super Agent / DeepSeek-R1)

Long-horizon conversational memory compaction & episodic anchor extractor (Mem0 / LangMem)

Sub-100ms conversational turn-taking & barge-in handler (Cartesia Sonic / ElevenLabs)

Sub-100ms conversational turn-taking & barge-in handler (Cartesia Sonic / ElevenLabs)

Autonomous merchant checkout token & velocity limit guardrail (Agentcard / Stripe)

Heterogeneous search synthesis to interactive comparison layout (Genspark Sparkpages)

Cross-border Geo-IP currency converter & dynamic VAT/tax nexus calculator (Stripe Tax)

Zero-dependency heuristic adversarial prompt injection & override neutralizer (Lakera / NeMo)

Multi-agent debate cross-examination & consensus arbitration (Super Agent / DeepSeek-R1)

Vision-to-DOM element anchor resilient against click drift (Genspark Claw / Computer Use)

Multimodal OCR table grid & merged-cell reconstruction into Markdown (MinerU / Marker)

Deterministic AST tool-call schema auto-repair & parameter projection guard (AutoGen / LangGraph)

Heterogeneous search synthesis to interactive comparison layout (Genspark Sparkpages)

Autonomous merchant checkout token & velocity limit guardrail (Agentcard / Stripe)

Deterministic JSON schema extraction and coercing engine for product hardware

Autonomous web browser action planner mapping goals into resilient selector action sequences

Autonomous multi-stage prompt-to-DAG planner resolving dependency topologies

Deep research multi-source consensus arbitration engine evaluating authority & contradictions

Customer review aspect-level sentiment mining engine extracting satisfaction radar breakdown

Real-time in-memory unified diff & change telemetry generator for live artifacts

Multi-perspective synthetic consumer focus group simulator for market sentiment

Deep research multi-source cross-citation graph analyzer and consensus resolver

Dynamic intent and budget-aware multi-model Pareto router selecting from 70+ LLMs

Dynamic search synthesis and Sparkpage layout compiler generating comparison matrices & HTML UI

Autonomous web checkout form field analyzer and heuristic autofill engine resolving buyer parameters

Adaptive token bucket concurrency rate limiter and backoff scheduler preventing HTTP 429 exceptions

E-commerce advertising policy scanner detecting prohibited claims and trademarks

Stateful workflow checkpoint manager calculating state hashes and rollback points

Query-guided contextual document compression engine pruning irrelevant web noise

Semantic prompt cache deduplicator calculating Jaccard token overlap to prevent redundant LLM cost

Reciprocal Rank Fusion (RRF) and hybrid search rank fusion engine

Minimal JSON Patch (RFC 6902) operational differential engine supporting atomic state sync

Real-time acoustic noise floor estimator and spectral gate suppressing ambient reverberation

Multimodal visual spec grounding engine calculating physical dimensions and DoF

Multi-tenant security isolation guard enforcing memory boundary compartmentalization

Customer lead scoring and interaction velocity evaluator predicting conversions

Generative Schema.org Product and FAQPage JSON-LD rich snippet generator

Dynamic price elasticity of demand calculator deriving marginal revenue maxima

Dynamic session context window tokenizer and dialogue compaction manager

Sentence-level RAG factual grounding and hallucination detection engine

Autonomous refund and dispute arbitration engine validating carrier proofs and policies

Acoustic vocal emotion, prosodic valence, and customer frustration analyzer

Autonomous refund and dispute arbitration engine validating carrier proofs and policies

Cross-category e-commerce product bundle pricing optimizer maximizing AOV

Speculative decoding draft-model verification engine calculating acceptance probabilities

Acoustic vocal emotion, prosodic valence, and customer frustration analyzer

Sentence-level RAG factual grounding and hallucination detection engine

Speculative decoding draft-model verification engine calculating acceptance probabilities

Cross-category e-commerce product bundle pricing optimizer maximizing AOV

Real-time prepaid credit burn velocity tracker calculating runway days, health scores, and upsell triggers inspired by Metronome

Real-time usage event ingestion, multi-tier metric aggregation, and precise invoice calculation engine inspired by Metronome

Side-by-side seat-based, usage-based, and hybrid pricing revenue simulator with elasticity scoring inspired by Metronome

Real-time usage event ingestion, multi-tier metric aggregation, and precise invoice calculation engine inspired by Metronome

Real-time prepaid credit burn velocity tracker calculating runway days, health scores, and upsell triggers inspired by Metronome

Side-by-side seat-based, usage-based, and hybrid pricing revenue simulator with elasticity scoring inspired by Metronome

Multi-persona deliberation and Bayesian weighted consensus engine resolving complex agent decision ambiguities

Biological chronotype and circadian rhythm personal scheduler maximizing deep cognitive analytical output

Real-time spend clarity anomaly detector identifying runaway agent token burn spikes with statistical Z-scores

Protocol schema negotiator and capability handshake engine ensuring secure interoperability between agents

Pre-commit diff safety scanner preventing destructive shell commands, API token leaks, and disk corruptions

Multi-turn autonomous agent trajectory evaluator measuring step redundancy and tool choice efficiency

Fault-tolerant tool execution circuit breaker detecting cascading upstream errors and triggering fallback routing

Multi-agent swarm combinatorial auctioneer decomposing objectives and allocating subtasks based on bids

Executive boundary defense and communication arbitrator deflecting non-urgent real-time interruptions to async channels

Personal cognitive load and attention fragmentation index analyzer restructuring daily agendas into deep work blocks

Long-horizon context window compression and semantic deduplicator eliminating redundant tool outputs

Verifiable agent reputation ledger tracking cryptographic task receipts and enforcing slashable staking penalties

Multi-dimensional pricing matrix evaluator resolving dynamic pricing rates across region, SLA tiers, and commitments

Fault-tolerant tool execution circuit breaker detecting cascading upstream errors and triggering fallback routing

Pre-commit diff safety scanner preventing destructive shell commands, API token leaks, and disk corruptions

Long-horizon context window compression and semantic deduplicator eliminating redundant tool outputs

Multi-persona deliberation and Bayesian weighted consensus engine resolving complex agent decision ambiguities

Swarm resource deadlock detector constructing Wait-For-Graphs to detect cycles and trigger preemption

Personal cognitive load and attention fragmentation index analyzer restructuring daily agendas into deep work blocks

Swarm resource deadlock detector constructing Wait-For-Graphs to detect cycles and trigger preemption

Distributed swarm state snapshotting and transactional rollback engine restoring consistent states upon failure

Verifiable agent reputation ledger tracking cryptographic task receipts and enforcing slashable staking penalties

Multi-turn autonomous agent trajectory evaluator measuring step redundancy and tool choice efficiency

Protocol schema negotiator and capability handshake engine ensuring secure interoperability between agents

Multi-dimensional pricing matrix evaluator resolving dynamic pricing rates across region, SLA tiers, and commitments

Real-time spend clarity anomaly detector identifying runaway agent token burn spikes with statistical Z-scores

Multi-agent swarm combinatorial auctioneer decomposing objectives and allocating subtasks based on bids

Distributed swarm state snapshotting and transactional rollback engine restoring consistent states upon failure

Biological chronotype and circadian rhythm personal scheduler maximizing deep cognitive analytical output

Epistemic belief state updater and contradiction detector resolving knowledge graph assertion conflicts

Epistemic belief state updater and contradiction detector resolving knowledge graph assertion conflicts

Mathematical consistency and formula balancing auditor for extracted balance sheets, income statements, and cash flow reports.

Continual few-shot exemplar distiller mining high-scoring execution trajectories into prompt demonstrations

Ebbinghaus forgetting curve auditor calculating retention probabilities and executing garbage collection

Indirect prompt injection sanitizer and delimiter boundary firewall neutralizing embedded command overrides

Adversarial prompt jailbreak detector analyzing framing evasion, hypothetical bypasses, and token smuggling

High-speed document PII redaction and credential sanitizer featuring Luhn credit-card verification, reversible salt hashing, and audit logs.

High-speed document PII redaction and credential sanitizer featuring Luhn credit-card verification, reversible salt hashing, and audit logs.

Adversarial prompt jailbreak detector analyzing framing evasion, hypothetical bypasses, and token smuggling

Two-tier memory consolidation engine distilling ephemeral working memory into persistent episodic knowledge

Real-time acoustic VAD & semantic turn-completion endpoint detector distinguishing mid-sentence hesitation pauses from finished speech turns.

Mathematical consistency and formula balancing auditor for extracted balance sheets, income statements, and cash flow reports.

Geometric spatial relationship grounding evaluator verifying relative positional assertions between objects and UI controls

Ebbinghaus forgetting curve auditor calculating retention probabilities and executing garbage collection

Set-of-Marks (SoM) bounding box resolution and relative viewport coordinate mapper for computer-use vision agents

Continual few-shot exemplar distiller mining high-scoring execution trajectories into prompt demonstrations

Full-duplex conversational barge-in arbitrator classifying user interruptions, backchannels, and acoustic echo with context rollback.

End-to-end conversational voice agent latency telemetry profiler tracking VAD, STT, LLM-TTFT, TTS-TTFB, and playout bottlenecks.

Egress data exfiltration firewall detecting obfuscated credentials, private keys, and API tokens in payloads

Multimodal chart coordinate calibration and tabular dataset recovery engine transforming visual bar, line, and scatter charts into structured numbers.

Indirect prompt injection sanitizer and delimiter boundary firewall neutralizing embedded command overrides

Role-based access control and tool privilege attenuator preventing unauthorized tool invocations

Real-time acoustic VAD & semantic turn-completion endpoint detector distinguishing mid-sentence hesitation pauses from finished speech turns.

Two-tier memory consolidation engine distilling ephemeral working memory into persistent episodic knowledge

Set-of-Marks (SoM) bounding box resolution and relative viewport coordinate mapper for computer-use vision agents

Multi-frame GUI computer-use action trajectory summarizer detecting dead clicks and UI rendering latency stalls

Browser DOM accessibility tree pruner filtering non-interactive noise and generating dense actionable trees for web agents

Multimodal visual hallucination verifier cross-checking vision model claims against ground-truth OCR and bounding box metadata

Hierarchical semantic chunk re-ranker evaluating hybrid keyword and dense relevance scores for agentic RAG

Adaptive WebRTC audio packet jitter buffer and packet loss concealment (PLC) engine maintaining smooth voice playout over volatile network streams.

Low-latency streaming prosody, SSML, and emotion pacing modulator dynamically tailoring speech pitch, cadence, and pause inflections.

Contract cross-reference resolver and defined-term graph analyzer detecting circular references and substituting statutory definitions.

Multi-frame GUI computer-use action trajectory summarizer detecting dead clicks and UI rendering latency stalls

Deterministic 2D bounding-box spatial clustering and table reconstruction engine recovering multi-column layouts, merged headers, and grid hierarchies.

Browser DOM accessibility tree pruner filtering non-interactive noise and generating dense actionable trees for web agents

Low-latency streaming prosody, SSML, and emotion pacing modulator dynamically tailoring speech pitch, cadence, and pause inflections.

Packet ordering simulation and inter-arrival jitter telemetry.

Deterministic 2D bounding-box spatial clustering and table reconstruction engine recovering multi-column layouts, merged headers, and grid hierarchies.

Dynamic honeypot and cryptographic canary token sentinel detecting prompt extraction and triggering session freezes

Role-based access control and tool privilege attenuator preventing unauthorized tool invocations

Geometric spatial relationship grounding evaluator verifying relative positional assertions between objects and UI controls

Full-duplex conversational barge-in arbitrator classifying user interruptions, backchannels, and acoustic echo with context rollback.

End-to-end conversational voice agent latency telemetry profiler tracking VAD, STT, LLM-TTFT, TTS-TTFB, and playout bottlenecks.

Egress data exfiltration firewall detecting obfuscated credentials, private keys, and API tokens in payloads

Hierarchical semantic chunk re-ranker evaluating hybrid keyword and dense relevance scores for agentic RAG

Multimodal visual hallucination verifier cross-checking vision model claims against ground-truth OCR and bounding box metadata

Multimodal chart coordinate calibration and tabular dataset recovery engine transforming visual bar, line, and scatter charts into structured numbers.

Contract cross-reference resolver and defined-term graph analyzer detecting circular references and substituting statutory definitions.

Dynamic honeypot and cryptographic canary token sentinel detecting prompt extraction and triggering session freezes

Cross-platform personal episodic memory and context graph synthesizer compiling recency-decayed briefings for interactions

Native Model Context Protocol (MCP) server exposing HubX's mobile-first multimodal toolchain: vision diagnostics, voice transcription, photo-realistic generation, and spatial design.

Native Model Context Protocol (MCP) server exposing HubX's mobile-first multimodal toolchain: vision diagnostics, voice transcription, photo-realistic generation, and spatial design.

Native Model Context Protocol (MCP) server providing typed state-action schema arbitration, deterministic action dispatch, and token-saving pre-escalation filters.

Native Model Context Protocol (MCP) server fusing Meta ambient multimodal perception with Muse continuous episodic memory streams and Ebbinghaus recency decay.

Native Model Context Protocol (MCP) server providing typed state-action schema arbitration, deterministic action dispatch, and token-saving pre-escalation filters.

Native Model Context Protocol (MCP) server fusing Meta ambient multimodal perception with Muse continuous episodic memory streams and Ebbinghaus recency decay.

Personal digital asset decluttering agent classifying orphaned downloads, duplicate screenshots, and stale browser bookmarks.

Multi-strategy anomaly detector computing standard Z-score, modified median absolute deviation (MAD), and Tukey IQR fences on numerical streams.

Radix trie-based prompt prefix cache optimizer matching longest common prompt token prefixes to eliminate redundant prefill computation and reduce TTFT.

Token-safe AST import re-aliasing and dependency migration engine safely replacing module paths and callsites without regex bugs.

Entity-relation-object triplet extractor and multi-hop path reasoning kernel with Cypher and JSON-LD graph generation.

Zero-dependency hybrid retrieval engine fusing sparse lexical BM25 Okapi and dense Cosine vector similarities via Reciprocal Rank Fusion.

Personal inbox cognitive triage engine classifying actionability, effort duration, and urgency to prevent attention fragmentation.

Nelson-Siegel parametric zero-coupon yield curve modeling engine fitting spot rates, decay factor, level, slope, and curvature components.

Token-safe AST import re-aliasing and dependency migration engine safely replacing module paths and callsites without regex bugs.

Cryptographic double-entry bookkeeping engine enforcing sum(Debits) == sum(Credits) invariants and hash-chained audit trails.

Context window attention optimizer reordering retrieved documents to place critical evidence at prompt boundaries, mitigating lost-in-the-middle degradation.

Trajectory state entropy and cyclic repetition detector identifying autonomous agent infinite tool loops and planning deadlocks.

Peer-to-peer epidemic gossip protocol engine with token-bucket rate limiting for bounded network dissemination in autonomous agent swarms.

High-throughput semantic query cache and approximate deduplicator combining exact SHA-256 and cosine similarity threshold matching with LRU eviction.

Autonomous web form inspector and schema auto-mapper matching input attributes, autocomplete hints, and regex validations to agent state.

GenPark AI Agent Skill - Multimodal ambient visual anchoring connecting physical AI Gadgets with digital Services inspired by Meta Ray-Ban / Muse.

Autonomous web form inspector and schema auto-mapper matching input attributes, autocomplete hints, and regex validations to agent state.

Cognitive multi-tier memory kernel managing working scratchpad, sliding dialogue buffer, and episodic memories with exponential recency decay.

Cryptographic JSON Web Token (JWT) engine with RFC 7519 HMAC-SHA256 signature verification, claims validation, and expiration enforcement.

Portfolio Value-at-Risk (VaR) and Conditional VaR (Expected Shortfall) engine calculating tail risk across parametric and historical loss distributions.

Graph pathfinding engine implementing Dijkstra's shortest path and A* heuristic routing with priority queues for agent planning.

High-throughput semantic query cache and approximate deduplicator combining exact SHA-256 and cosine similarity threshold matching with LRU eviction.

Distributed Two-Phase Commit (2PC) transaction coordinator with prepare/vote phase, unanimous consensus commit/abort logic, and failure recovery.

Virtual paged attention KV-cache memory manager with logical block mapping, non-contiguous physical page allocation, and zero-copy fragmentation tracking.

Symmetric INT8 per-tensor and per-channel quantization engine for LLM weights and activations, with SNR and MSE reconstruction telemetry.

AST-level static call-graph analyzer and dead code pruner identifying orphaned functions, unreachable methods, and token-bloat clusters.

Real-time transaction velocity profiler and fraud sentinel detecting card-testing clusters, abnormal volume spikes, and account takeovers.

Multi-vector heuristic prompt injection and jailbreak detector analyzing system overrides, delimiter breakouts, and base64 payload evasion.

Geometric Brownian Motion (GBM) Monte Carlo stochastic path simulation engine with normal Box-Muller variates and tail percentile bounds.

Anti-fragile habit tracker and elastic degradation engine preventing streak-break abandonment through adaptive micro-fallbacks.

Instinct AI-inspired zero-prompt proactive personal agent detecting user attention cues, computing intent probabilities, and executing guarded dry-run actions.

Minimum Spanning Tree (MST) solver using Kruskal's disjoint-set union-find for optimal multi-agent communications backbones.

Side-channel timing attack defense primitive providing constant-time bitwise and string digest comparison for agent security credentials.

Cognitive multi-tier memory kernel managing working scratchpad, sliding dialogue buffer, and episodic memories with exponential recency decay.

Grover's quantum search amplitude amplification engine demonstrating quadratic speedup for unstructured database queries via phase inversion oracles.

High-precision edge and on-device LLM inference profiler calculating TTFT, TPOT, tokens/second throughput, and percentile jitter distributions (P50/P90/P99).

Raft consensus state machine managing election timers, randomized backoff, candidate vote counting, and leader quorum transition.

Sliding-window nonce ledger and replay attack detector invalidating duplicated agent API requests and token reflections.

Black-Scholes-Merton European option analytical pricing and first/second-order Greeks (Delta, Gamma, Vega, Theta, Rho) engine.

Zero-dependency Markdown table to structured JSON transformer with automated column type inference and format normalization.

Execution trajectory evaluator computing action-level precision, recall, and Levenshtein sequence edit distance against gold benchmarks.

Anti-fragile habit tracker and elastic degradation engine preventing streak-break abandonment through adaptive micro-fallbacks.

Zero-dependency HTML DOM semantic tree pruner compressing web markup into accessibility-friendly clean trees with 80%+ token reduction.

Multi-strategy anomaly detector computing standard Z-score, modified median absolute deviation (MAD), and Tukey IQR fences on numerical streams.

Execution trajectory evaluator computing action-level precision, recall, and Levenshtein sequence edit distance against gold benchmarks.

Semantic versioning (SemVer 2.0) breaking change auditor inspecting AST public API surface diffs, parameter reordering, and removed exports.

Portfolio Value-at-Risk (VaR) and Conditional VaR (Expected Shortfall) engine calculating tail risk across parametric and historical loss distributions.

Directed acyclic graph (DAG) topological sorting and Tarjan's strongly connected components (SCC) engine for agent dependency resolution.

Personal digital asset decluttering agent classifying orphaned downloads, duplicate screenshots, and stale browser bookmarks.

Master dual-process cognitive orchestrator uniting Meta ambient perception, Muse episodic memory, Instinct proactive agency, and Jev System-1 decision routing.

Zero-dependency AST & heuristic bash command sandbox guard blocking destructive system mutations, path traversals, and reverse shells.

Zero-dependency Holt linear exponential smoothing engine forecasting numerical trends with multi-step horizon and variance confidence bands.

Conflict-free Replicated Data Type (CRDT) Last-Write-Wins element set with Lamport timestamps and deterministic two-way state merge.

AST McCabe cyclomatic complexity and cognitive nesting depth evaluator identifying refactoring hotspots and decomposition plans.

Web URL canonicalization and anti-crawler trap detector identifying circular paths, infinite paginations, and tracking parameter bloat.

GenPark AI Agent Skill - Safe micro-action delegation with user guardrails and token budget gating inspired by Instinct.

Categorized index of 718 public GenPark AI agent skills, with tested Python packages and MCP integrations.

Jev-inspired System-1 subconscious cognitive decision layer resolving typed routing, loop-stall arbitration, and tool safety checks at sub-millisecond latency.

Context window attention optimizer reordering retrieved documents to place critical evidence at prompt boundaries, mitigating lost-in-the-middle degradation.

Distributed Two-Phase Commit (2PC) transaction coordinator with prepare/vote phase, unanimous consensus commit/abort logic, and failure recovery.

Edmonds-Karp network flow engine with BFS augmenting paths computing maximum flow and minimum cut bottlenecks for multi-agent routing.

Cryptographic Merkle tree constructor and inclusion proof generator/verifier with SHA-256 state leaves for immutable agent state attestation.

Zero-dependency hybrid retrieval engine fusing sparse lexical BM25 Okapi and dense Cosine vector similarities via Reciprocal Rank Fusion.

Jev-inspired System-1 subconscious cognitive decision layer resolving typed routing, loop-stall arbitration, and tool safety checks at sub-millisecond latency.

Vector clock implementation for tracking causal event ordering, distributed concurrency, and happens-before relations across agent networks.

Fixed-income bond pricing engine computing cash flow present values, Macaulay duration, modified duration, and price convexity.

Two-sample Welch's t-test hypothesis evaluator computing Satterthwaite degrees of freedom and two-tailed p-values for A/B testing.

Grover's quantum search amplitude amplification engine demonstrating quadratic speedup for unstructured database queries via phase inversion oracles.

Differential privacy epsilon-noise generator and quasi-identifier redaction kernel protecting tabular data releases from re-identification.

Master dual-process cognitive orchestrator uniting Meta ambient perception, Muse episodic memory, Instinct proactive agency, and Jev System-1 decision routing.

Trajectory state entropy and cyclic repetition detector identifying autonomous agent infinite tool loops and planning deadlocks.

Entity-relation-object triplet extractor and multi-hop path reasoning kernel with Cypher and JSON-LD graph generation.

Chronotype-aligned circadian sleep architecture calculator optimizing 90-minute ultradian cycles, caffeine cutoffs, and light exposure.

Atomic claim decomposition and cross-context fact verification engine detecting ungrounded claims, numerical contradictions, and hallucinated entities against reference knowledge.

Atomic claim decomposition and cross-context fact verification engine detecting ungrounded claims, numerical contradictions, and hallucinated entities against reference knowledge.

Instant zero-LLM deterministic JSON extractor & schema auto-repair engine healing truncated braces, markdown wrappers & invalid types.

Production-grade hybrid sparse-dense memory retrieval engine combining BM25 keyword search, semantic n-gram cosine similarity, and recency decay ranking for agent episodic long-term memory.

Master cognitive personal copilot integrating Today AI (agenda), Manus (autonomous sandbox), Cue (ambient cues), Instinct (fast reflex), and Muse (episodic memory).

Dynamic few-shot in-context exemplar selector utilizing semantic token overlap, cosine similarity and Maximal Marginal Relevance (MMR) diversity ranking for prompt optimization.

Topological tool dependency DAG scheduler and speculative prefetcher resolving agent tool execution graphs with parallel batching and speculative argument evaluation.

Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).

Multi-file AST dependency graph parser & minimum context slicer extracting symbol call-trees for coding agents.

Topological tool dependency DAG scheduler and speculative prefetcher resolving agent tool execution graphs with parallel batching and speculative argument evaluation.

Instinct AI-inspired zero-prompt proactive personal agent detecting user attention cues, computing intent probabilities, and executing guarded dry-run actions.

Multivariate linear regression engine computing MSE loss, analytical gradient descent weights, and R-squared coefficient of determination.

Cryptographic Merkle tree constructor and inclusion proof generator/verifier with SHA-256 state leaves for immutable agent state attestation.

Real-time transaction velocity profiler and fraud sentinel detecting card-testing clusters, abnormal volume spikes, and account takeovers.

Projective quantum measurement engine sampling qubit collapses via Born's rule with Monte Carlo shot histograms.

Deterministic sandboxed virtual code execution engine and AST security analyzer verifying multi-language agent code, blocking dangerous syscalls, and capturing isolated execution telemetry.

Ambient desktop context listener, screen text & clipboard change trigger, and non-intrusive proactive intent predictor (inspired by Cue).

Heuristic and pattern-based agent prompt injection sanitizer and LLM jailbreak firewall detecting adversarial jailbreaks, system prompt exfiltration, and tool hijacking.

Dynamic long-horizon context window compression engine pruning verbose tool outputs, HTML boilerplate & semantic redundancy by 40-70%.

Multimodal sensory grounding (Meta Ray-Ban audio/vision) integrated with long-term episodic life memory graphs and empathetic emotional resonance (Muse).

Dynamic long-horizon context window compression engine pruning verbose tool outputs, HTML boilerplate & semantic redundancy by 40-70%.

Instant zero-LLM deterministic JSON extractor & schema auto-repair engine healing truncated braces, markdown wrappers & invalid types.

Human-in-the-Loop policy gatekeeper enforcing risk tiers, reversible checkpoints & token approval bounds for autonomous agents.

General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).

Multi-modal speech prosody and vocal sentiment analyzer detecting speech rate, pitch variance, and user cognitive fatigue to dynamically calibrate agent response pacing.

Universal Cross-Platform Commerce Inventory & Price Arbitrage Engine (inspired by Meta Muse, Shopify, Walmart, Instacart). Performs real-time multi-merchant price comparison, coupon stacking, delivery

Multi-agent recursive self-critique and reflection engine executing iterative evaluation-revision loops to autonomously repair logic defects, test failures, and hallucinations.

Enterprise Work Agent Goal-to-Artifact DAG Pipeline (inspired by WorkBuddy, Tencent Docs, WeChat Work Multi-Agent). Decomposes high-level business objectives into topological sub-tasks and directly sy

Universal Agentic Travel & Multi-Leg Hospitality Itinerary Synthesizer (inspired by Meta Muse, Expedia, Booking). Translates natural language vacation and business travel goals into multi-leg flight s

Enterprise Knowledge Graph Provenance & Anti-Hallucination Tracer (inspired by Tencent Docs, Meeting & Enterprise Knowledge Bases). Provides cryptographic chunk hashing, reverse claim-to-source attrib

Cryptographic Delegated Agentic Commerce Escrow & Settlement Ledger (inspired by Mastercard Agent Connect & Stripe Split-Settlements). Provides multi-party conditional escrow locking, autonomous proof

Universal Agentic Commerce Multi-Merchant Cart & Checkout Engine (inspired by Meta Muse, Shopify, Instacart, Walmart, Expedia). Translates consumer intent into aggregated item discovery, cross-merchan

Dynamic Cognitive Load, Latency & Token Budget Router. Monitors running agent loops, estimates token consumption and monetary cost, prunes verbose thinking chains when nearing limits, and routes sub-t

Cryptographic Agent Delegated Payment Authorization & Tokenized Checkout Sentinel (inspired by Mastercard Agent Connect, Stripe Agent Delegation, Visa Virtual Cards). Enforces spend limits, velocity t

Enterprise Private Context & Role-Based Access Control (RBAC) Governance Sentinel (inspired by WeChat Work, Tencent Docs enterprise permissions). Inspects ingested context, classifies security clearan

Enterprise Managed Agent Fleet Lifecycle Supervisor (inspired by Tencent WorkBuddy & Anthropic Managed Agents). Orchestrates worker agent registration, capability-based task dispatch, continuous heart

Universal Agentic Commerce Multi-Merchant Cart & Checkout Engine (inspired by Meta Muse, Shopify, Instacart, Walmart, Expedia). Translates consumer intent into aggregated item discovery, cross-merchan

Enterprise Presentation & Slide Deck Narrative Structure Compiler (inspired by Tencent WorkBuddy Goal-to-PPT Workflows). Transforms raw enterprise documents, meeting transcripts, and KPI metrics into

Universal Agentic Travel & Multi-Leg Hospitality Itinerary Synthesizer (inspired by Meta Muse, Expedia, Booking). Translates natural language vacation and business travel goals into multi-leg flight s

Multi-modal speech prosody and vocal sentiment analyzer detecting speech rate, pitch variance, and user cognitive fatigue to dynamically calibrate agent response pacing.

Universal Cross-Platform Commerce Inventory & Price Arbitrage Engine (inspired by Meta Muse, Shopify, Walmart, Instacart). Performs real-time multi-merchant price comparison, coupon stacking, delivery

Enterprise Spreadsheet Financial Model & Formula DAG Synthesizer (inspired by Tencent WorkBuddy Goal-to-Excel Workflows). Synthesizes multi-tab financial models, detects circular references, compiles

Enterprise Spreadsheet Financial Model & Formula DAG Synthesizer (inspired by Tencent WorkBuddy Goal-to-Excel Workflows). Synthesizes multi-tab financial models, detects circular references, compiles

Cryptographic Agent Delegated Payment Authorization & Tokenized Checkout Sentinel (inspired by Mastercard Agent Connect, Stripe Agent Delegation, Visa Virtual Cards). Enforces spend limits, velocity t

Sponsored Agent Intent Auction & Privacy-Preserving Ad Monetization Router (inspired by Sponsored Agents, Meta AI Ad Platform). Runs second-price Vickrey auctions matching consumer query intent with b

Autonomous Agentic Recurring Subscription Governance & Price Hike Autopilot (inspired by Stripe Billing, Mastercard Agent Connect recurring mandates, and SaaS spend optimizers). Detects recurring char

Real-time Multimodal Spatial Audio-Visual Grounding Engine (inspired by Meta Ray-Ban & Meta Muse). Fuses 2D/3D visual bounding boxes, user head-pose gaze vectors, and acoustic beamforming azimuth angl

Proactive High-Stakes Intent Disambiguator & Option Clarifier. Detects under-specified user goals, assesses reversibility and risk, and constructs minimal multiple-choice clarifications before trigger

Enterprise Regulatory Compliance & Multi-Pattern PII Redaction Sentinel (inspired by Tencent Cloud Data Governance & GDPR/HIPAA Enterprise Policies). Detects and sanitizes personally identifiable info

Autonomous Agentic Post-Purchase Tracking & Delivery Dispute Arbiter (inspired by Meta Muse, Shopify, Walmart, Instacart Post-Checkout Operations). Ingests carrier webhook events, tracks transit anoma

Enterprise Executive Briefing & Strategic Memo Deliverable Synthesizer (inspired by Tencent WorkBuddy Goal-to-Document Workflows). Transforms raw multi-source enterprise findings into comprehensive, s

Enterprise Private Context & Role-Based Access Control (RBAC) Governance Sentinel (inspired by WeChat Work, Tencent Docs enterprise permissions). Inspects ingested context, classifies security clearan

Heuristic and pattern-based agent prompt injection sanitizer and LLM jailbreak firewall detecting adversarial jailbreaks, system prompt exfiltration, and tool hijacking.

Proactive daily agenda and cognitive briefing synthesizer for personal agents (inspired by Today.ai), orchestrating circadian energy focus blocks, asynchronous task triage, and meeting prep.

Heuristic multi-column document and tabular markdown extractor converting ASCII/OCR text dumps, aligned spacing, and CSV/TSV into clean GitHub Flavored Markdown and typed JSON.

GenPark AI Agent Skill - Zero-prompt proactive intent anticipation, activity & cursor context sensing inspired by Instinct.

Multi-vector heuristic prompt injection and jailbreak detector analyzing system overrides, delimiter breakouts, and base64 payload evasion.

GenPark AI Agent Skill - Continuous hierarchical episodic memory stream, preference decay, contextual memory anchor inspired by Meta Muse.

Quantum unitary gate engine applying single-qubit (Hadamard, Pauli-X/Y/Z) and two-qubit entangling (CNOT) matrix operators.

Fixed-income bond pricing engine computing cash flow present values, Macaulay duration, modified duration, and price convexity.

Enterprise Regulatory Compliance & Multi-Pattern PII Redaction Sentinel (inspired by Tencent Cloud Data Governance & GDPR/HIPAA Enterprise Policies). Detects and sanitizes personally identifiable info

Biological Sleep-Cycle & Ebbinghaus Forgetting Curve Episodic-to-Semantic Memory Consolidation Engine. Decays stale transient interactions and consolidates frequent episodic events into enduring seman

Local-first zero-knowledge personal vault encryptor and PII sanitizer masking credentials, credit cards, and addresses before cloud LLM dispatch with client-side rehydration.

Multi-Agent Divergence-Convergence Debate Engine (MAD / Society of Mind). Coordinates multiple specialized personas to debate high-stakes decisions and aggregate into an explainable consensus with dis

Deterministic sandboxed virtual code execution engine and AST security analyzer verifying multi-language agent code, blocking dangerous syscalls, and capturing isolated execution telemetry.

Cryptographic JSON Web Token (JWT) engine with RFC 7519 HMAC-SHA256 signature verification, claims validation, and expiration enforcement.

Quantum unitary gate engine applying single-qubit (Hadamard, Pauli-X/Y/Z) and two-qubit entangling (CNOT) matrix operators.

Projective quantum measurement engine sampling qubit collapses via Born's rule with Monte Carlo shot histograms.

High-precision edge and on-device LLM inference profiler calculating TTFT, TPOT, tokens/second throughput, and percentile jitter distributions (P50/P90/P99).

Interactive Schnorr Zero-Knowledge Identification (ZKP) protocol proving private key knowledge via 3-pass commitment, challenge, and response.

Multi-qubit complex state vector simulator calculating superposition amplitudes, state fidelity, and probability distributions.

Proactive High-Stakes Intent Disambiguator & Option Clarifier. Detects under-specified user goals, assesses reversibility and risk, and constructs minimal multiple-choice clarifications before trigger

Cryptographic Delegated Agentic Commerce Escrow & Settlement Ledger (inspired by Mastercard Agent Connect & Stripe Split-Settlements). Provides multi-party conditional escrow locking, autonomous proof

GenPark AI Agent Skill - Milwaukee Tool M18 FUEL with ONE-KEY smart cordless hardware, BLE proximity tracking, torque calibration & jobsite lockout.

Behavioral personal spending impulse guard enforcing cooling-off friction timers and net work-hour wage conversions.

Personal inbox cognitive triage engine classifying actionability, effort duration, and urgency to prevent attention fragmentation.

Monorepo dependency cycle resolver and topological build-order planner using Tarjan SCC and Kahn algorithms.

Zero-dependency Holt linear exponential smoothing engine forecasting numerical trends with multi-step horizon and variance confidence bands.

Zero-dependency AST & heuristic bash command sandbox guard blocking destructive system mutations, path traversals, and reverse shells.

Intelligent payment recovery and smart dunning strategist optimizing decline-code retry windows and involuntary churn mitigation.

Differential privacy epsilon-noise generator and quasi-identifier redaction kernel protecting tabular data releases from re-identification.

Directed acyclic graph (DAG) topological sorting and Tarjan's strongly connected components (SCC) engine for agent dependency resolution.

Universal Autonomous Agent Runtime Self-Healing & Diagnostics Engine. Detects configuration drift, corrupted execution state, and missing runtime resources, executing automated root-cause classificati

Universal Autonomous Agent Runtime Self-Healing & Diagnostics Engine. Detects configuration drift, corrupted execution state, and missing runtime resources, executing automated root-cause classificati

Autonomous Agentic Multi-Turn Negotiator & Counter-Offer Strategist (inspired by Consumer Commerce & Contract Negotiations). Calculates Zone of Possible Agreement (ZOPA), concession decay curves, rese

Dynamic Agent Persona & Contextual Communication Style Adapter (inspired by Personal AI Copilots). Adapts communication formality, brevity, tone, and technical depth based on channel context, user cog

Multi-Modal Visual Diagram-to-Code Architecture Synthesizer. Translates geometric bounding boxes, flowchart node connections, and architectural sketches into clean Mermaid graphs, JSON topology matric

Cryptographic Enterprise Audit Trail Merkle Tree Anchor (inspired by Enterprise Work Agent & Regulatory Governance). Hashes agent execution logs into tamper-proof Merkle trees, computes cryptographic

Cryptographic Enterprise Audit Trail Merkle Tree Anchor (inspired by Enterprise Work Agent & Regulatory Governance). Hashes agent execution logs into tamper-proof Merkle trees, computes cryptographic

Long-Horizon Autonomous Task Checkpoint & Resumption Engine (inspired by Persistent Consumer & Enterprise Agents). Provides cryptographic event-sourcing state persistence, idempotency key deduplicatio

Dynamic Agent Persona & Contextual Communication Style Adapter (inspired by Personal AI Copilots). Adapts communication formality, brevity, tone, and technical depth based on channel context, user cog

Multi-Modal Visual Diagram-to-Code Architecture Synthesizer. Translates geometric bounding boxes, flowchart node connections, and architectural sketches into clean Mermaid graphs, JSON topology matric

Autonomous Agentic Multi-Turn Negotiator & Counter-Offer Strategist (inspired by Consumer Commerce & Contract Negotiations). Calculates Zone of Possible Agreement (ZOPA), concession decay curves, rese

Universal Multi-Agent Mesh State Blackboard & Conflict Deconfliction Engine. Coordinates shared multi-agent state spaces, detects concurrent mutation race conditions, executes vector clock synchroniza

Autonomous Agentic Post-Purchase Tracking & Delivery Dispute Arbiter (inspired by Meta Muse, Shopify, Walmart, Instacart Post-Checkout Operations). Ingests carrier webhook events, tracks transit anoma

Autonomous Just-In-Time MCP Tool Synthesizer & Sandboxed Compiler (inspired by Manus Generalist Sandbox). Dynamically generates typed MCP tool schemas, validates Python execution AST trees against uns

Universal Multi-Agent Mesh State Blackboard & Conflict Deconfliction Engine. Coordinates shared multi-agent state spaces, detects concurrent mutation race conditions, executes vector clock synchroniza

Enterprise Executive Briefing & Strategic Memo Deliverable Synthesizer (inspired by Tencent WorkBuddy Goal-to-Document Workflows). Transforms raw multi-source enterprise findings into comprehensive, s

Autonomous Just-In-Time MCP Tool Synthesizer & Sandboxed Compiler (inspired by Manus Generalist Sandbox). Dynamically generates typed MCP tool schemas, validates Python execution AST trees against uns

Personal knowledge vault graph compiler and bi-directional link indexer parsing [[wikilinks]], tags, and unlinked mentions across personal notes (inspired by Obsidian and Roam).

Enterprise Knowledge Graph Provenance & Anti-Hallucination Tracer (inspired by Tencent Docs, Meeting & Enterprise Knowledge Bases). Provides cryptographic chunk hashing, reverse claim-to-source attrib

Enterprise Managed Agent Fleet Lifecycle Supervisor (inspired by Tencent WorkBuddy & Anthropic Managed Agents). Orchestrates worker agent registration, capability-based task dispatch, continuous heart

Multi-agent recursive self-critique and reflection engine executing iterative evaluation-revision loops to autonomously repair logic defects, test failures, and hallucinations.

Autonomous Agent Tree-of-Thoughts (ToT) State Rollback Checkpointer. Allows long-running personal agents (Manus, Devin) to snapshot environment/context states, evaluate branch viability, and backtrack

Sponsored Agent Intent Auction & Privacy-Preserving Ad Monetization Router (inspired by Sponsored Agents, Meta AI Ad Platform). Runs second-price Vickrey auctions matching consumer query intent with b

Multi-Agent Divergence-Convergence Debate Engine (MAD / Society of Mind). Coordinates multiple specialized personas to debate high-stakes decisions and aggregate into an explainable consensus with dis

Autonomous personal communication and email triage sentinel performing multi-factor urgency scoring, VIP filtering, and context-aware executive auto-drafting.

Biological Sleep-Cycle & Ebbinghaus Forgetting Curve Episodic-to-Semantic Memory Consolidation Engine. Decays stale transient interactions and consolidates frequent episodic events into enduring seman

Autonomous Agentic Recurring Subscription Governance & Price Hike Autopilot (inspired by Stripe Billing, Mastercard Agent Connect recurring mandates, and SaaS spend optimizers). Detects recurring char

Real-time Multimodal Spatial Audio-Visual Grounding Engine (inspired by Meta Ray-Ban & Meta Muse). Fuses 2D/3D visual bounding boxes, user head-pose gaze vectors, and acoustic beamforming azimuth angl

Enterprise Presentation & Slide Deck Narrative Structure Compiler (inspired by Tencent WorkBuddy Goal-to-PPT Workflows). Transforms raw enterprise documents, meeting transcripts, and KPI metrics into

Personal knowledge vault graph compiler and bi-directional link indexer parsing [[wikilinks]], tags, and unlinked mentions across personal notes (inspired by Obsidian and Roam).

Enterprise Work Agent Goal-to-Artifact DAG Pipeline (inspired by WorkBuddy, Tencent Docs, WeChat Work Multi-Agent). Decomposes high-level business objectives into topological sub-tasks and directly sy

Long-Horizon Autonomous Task Checkpoint & Resumption Engine (inspired by Persistent Consumer & Enterprise Agents). Provides cryptographic event-sourcing state persistence, idempotency key deduplicatio

Autonomous Agent Tree-of-Thoughts (ToT) State Rollback Checkpointer. Allows long-running personal agents (Manus, Devin) to snapshot environment/context states, evaluate branch viability, and backtrack

Local-first zero-knowledge personal vault encryptor and PII sanitizer masking credentials, credit cards, and addresses before cloud LLM dispatch with client-side rehydration.

Dynamic Cognitive Load, Latency & Token Budget Router. Monitors running agent loops, estimates token consumption and monetary cost, prunes verbose thinking chains when nearing limits, and routes sub-t

Autonomous personal communication and email triage sentinel performing multi-factor urgency scoring, VIP filtering, and context-aware executive auto-drafting.

Heuristic multi-column document and tabular markdown extractor converting ASCII/OCR text dumps, aligned spacing, and CSV/TSV into clean GitHub Flavored Markdown and typed JSON.

Master cognitive personal copilot integrating Today AI (agenda), Manus (autonomous sandbox), Cue (ambient cues), Instinct (fast reflex), and Muse (episodic memory).

Proactive daily agenda and cognitive briefing synthesizer for personal agents (inspired by Today.ai), orchestrating circadian energy focus blocks, asynchronous task triage, and meeting prep.

Dynamic few-shot in-context exemplar selector utilizing semantic token overlap, cosine similarity and Maximal Marginal Relevance (MMR) diversity ranking for prompt optimization.

Multimodal sensory grounding (Meta Ray-Ban audio/vision) integrated with long-term episodic life memory graphs and empathetic emotional resonance (Muse).

Multi-provider token-bucket and sliding-window rate limiter preventing TPM/RPM throttling across LLM APIs with predictive token consumption budgeting.

General-purpose autonomous task decomposition, multi-modal web/sandbox execution loop, and self-correcting goal resolution (inspired by Manus AI).

Multi-provider token-bucket and sliding-window rate limiter preventing TPM/RPM throttling across LLM APIs with predictive token consumption budgeting.

Universal Agentic Webhook Signature Verifier & Ingress Multiplexer. Authenticates multi-provider webhooks (Shopify, Stripe, GitHub, Slack, PayPal) with HMAC-SHA256 constant-time verification, timestam

Universal Agentic Webhook Signature Verifier & Ingress Multiplexer. Authenticates multi-provider webhooks (Shopify, Stripe, GitHub, Slack, PayPal) with HMAC-SHA256 constant-time verification, timestam

Enterprise Multi-Modal Contract Clause Risk Auditor & Redline Synthesizer. Scans enterprise MSAs, NDAs, and Vendor SOWs in Tencent Docs, detects high-risk clauses (unlimited indemnity, one-sided IP as

Autonomous Multi-Channel Inventory Restock Predictive Balancer & PO Generator. Forecasts SKU sales velocity using exponential moving averages (EMA), calculates safety stock buffers ($SS = z \cdot \sig

Autonomous Commerce Dynamic Bundling & Cross-Sell Recommender (inspired by Meta Muse, Shopify & Instacart Smart Carts). Analyzes cart items and intent, computes product complementary affinity scores,

Dynamic Few-Shot Agentic Prompt Compression & Token Sieve. Compresses multi-turn conversation history, strips verbose boilerplate and filler tokens, retains critical tool parameters and named entities

Autonomous Multi-Channel Inventory Restock Predictive Balancer & PO Generator. Forecasts SKU sales velocity using exponential moving averages (EMA), calculates safety stock buffers ($SS = z \cdot \sig

Autonomous Post-Purchase Price Drop Monitor & Retailer Refund Claim Arbiter. Tracks online purchases across Shopify, Walmart, Best Buy, and Target, detects price drops within the merchant price-match

Multi-Agent Speculative Execution & Early Cancellation Coordinator. Spawns speculative candidate execution paths concurrently, tracks milestone validation scores, and broadcasts early cancellation sig

Multi-Agent Speculative Execution & Early Cancellation Coordinator. Spawns speculative candidate execution paths concurrently, tracks milestone validation scores, and broadcasts early cancellation sig

Enterprise Multi-Speaker Meeting Action Item Extractor & WeChat Work Task Dispatcher. Analyzes conversational meeting transcripts from Tencent Meeting, Zoom, and Teams, extracts explicit commitments,

Dynamic Few-Shot Agentic Prompt Compression & Token Sieve. Compresses multi-turn conversation history, strips verbose boilerplate and filler tokens, retains critical tool parameters and named entities

Enterprise Cross-System Identity & Token Exchange Bridge (inspired by WeChat Work, Tencent Cloud OAuth2 & WorkBuddy Delegated Execution). Safely manages on-behalf-of token exchange, scoped permission

Autonomous Commerce Dynamic Bundling & Cross-Sell Recommender (inspired by Meta Muse, Shopify & Instacart Smart Carts). Analyzes cart items and intent, computes product complementary affinity scores,

Enterprise Cross-System Identity & Token Exchange Bridge (inspired by WeChat Work, Tencent Cloud OAuth2 & WorkBuddy Delegated Execution). Safely manages on-behalf-of token exchange, scoped permission

Autonomous Shipment Exception Detection & Delivery Rescheduler. Ingests FedEx, UPS, DHL, and SF Express tracking webhooks, detects failed delivery attempts and customs delays, auto-negotiates delivery

Enterprise Multi-Speaker Meeting Action Item Extractor & WeChat Work Task Dispatcher. Analyzes conversational meeting transcripts from Tencent Meeting, Zoom, and Teams, extracts explicit commitments,

Autonomous Shipment Exception Detection & Delivery Rescheduler. Ingests FedEx, UPS, DHL, and SF Express tracking webhooks, detects failed delivery attempts and customs delays, auto-negotiates delivery

Enterprise Multi-Modal Contract Clause Risk Auditor & Redline Synthesizer. Scans enterprise MSAs, NDAs, and Vendor SOWs in Tencent Docs, detects high-risk clauses (unlimited indemnity, one-sided IP as

Autonomous Post-Purchase Price Drop Monitor & Retailer Refund Claim Arbiter. Tracks online purchases across Shopify, Walmart, Best Buy, and Target, detects price drops within the merchant price-match

Autonomous Long-Horizon Agentic Memory Pruning & Importance Attributor. Evaluates multi-turn episodic memory buffers, calculates multi-factor salience scores (recency decay, user priority pinning, emo

Autonomous Agentic Cart Abandonment Recovery Orchestrator. Monitors abandoned checkout sessions in Meta Muse, Shopify, and WhatsApp Commerce, diagnoses friction causes (shipping cost shock, size doubt

Autonomous Multi-Modal Invoice & Receipt Reconciler. Parses structured financial receipts, invoices, and bank statements, performs tolerance-based three-way reconciliation, detects tax calculation dri

Enterprise Agentic RBAC/ABAC Least-Privilege Policy Synthesizer & Blast-Radius Auditor. Analyzes historical agent tool call audit logs, detects over-permissioned wildcards (*), synthesizes strict leas

Autonomous Multi-Modal Invoice & Receipt Reconciler. Parses structured financial receipts, invoices, and bank statements, performs tolerance-based three-way reconciliation, detects tax calculation dri

Autonomous Long-Horizon Agentic Memory Pruning & Importance Attributor. Evaluates multi-turn episodic memory buffers, calculates multi-factor salience scores (recency decay, user priority pinning, emo

Autonomous Agentic Cart Abandonment Recovery Orchestrator. Monitors abandoned checkout sessions in Meta Muse, Shopify, and WhatsApp Commerce, diagnoses friction causes (shipping cost shock, size doubt

Distributed Agent Fleet Heartbeat & Liveness Watchdog. Monitors heartbeat signals across distributed autonomous agent nodes, dynamically computes jitter-aware failover deadlines ($T_{\text{timeout}} =

Distributed Agent Fleet Heartbeat & Liveness Watchdog. Monitors heartbeat signals across distributed autonomous agent nodes, dynamically computes jitter-aware failover deadlines ($T_{\text{timeout}} =

Zero-Trust Agentic Indirect Prompt Injection & Jailbreak Firewall Sentinel. Inspects untrusted external documents, emails, web pages, and user inputs for instruction-override attacks, system prompt le

Autonomous Cross-Border E-Commerce Customs Tariff & Landed Cost Calculator. Classifies Harmonized System (HS) codes, evaluates de minimis duty exemption thresholds across global jurisdictions (US, EU,

Enterprise Cloud FinOps & Multi-Model LLM Inference Cost Governor. Monitors tenant token burn rates across Tencent Cloud and multi-model runtimes, routes queries across Flash-Lite, Flash, and Pro reas

Enterprise Data Lineage & Schema Change Blast-Radius Impact Analyzer. Constructs column- and table-level Directed Acyclic Graphs (DAGs) across Tencent Cloud Data Warehouses, Tencent Docs spreadsheets,

Autonomous Loyalty Points & Airline Miles Redemption Arbitrage Optimizer. Evaluates Cents-Per-Point (CPP) valuations across credit card transfer partners (Chase UR, Amex MR, Citi, Bilt), airline allia

Autonomous Cross-Border E-Commerce Customs Tariff & Landed Cost Calculator. Classifies Harmonized System (HS) codes, evaluates de minimis duty exemption thresholds across global jurisdictions (US, EU,

Autonomous Loyalty Points & Airline Miles Redemption Arbitrage Optimizer. Evaluates Cents-Per-Point (CPP) valuations across credit card transfer partners (Chase UR, Amex MR, Citi, Bilt), airline allia

Multi-Agent Resource Lock & Wait-For Graph (WFG) Deadlock Resolver. Tracks exclusive resource locks held and requested by concurrent autonomous agents, executes directed cycle detection over the Wait-

Proactive Personal Agent Social Relationship CRM & Dunbar Cadence Nudger. Models concentric Dunbar social circles (Inner Circle 5, Close 15, Key Network 50, Active 150), tracks interaction recency and

Multi-Agent Resource Lock & Wait-For Graph (WFG) Deadlock Resolver. Tracks exclusive resource locks held and requested by concurrent autonomous agents, executes directed cycle detection over the Wait-

Proactive Personal Agent Biometric & Circadian Energy Scheduler. Models the Borbely Two-Process sleep/alertness dynamics (homeostatic sleep pressure Process S + circadian rhythm Process C) from wearab

Proactive Personal Agent Social Relationship CRM & Dunbar Cadence Nudger. Models concentric Dunbar social circles (Inner Circle 5, Close 15, Key Network 50, Active 150), tracks interaction recency and

Multi-Agent Byzantine Fault Tolerant (BFT) Quorum Voting Arbiter. Enforces 3f+1 Byzantine resilience across heterogeneous LLM verifier agents, filters hallucinating or adversarial outlier nodes using

Multi-Agent Byzantine Fault Tolerant (BFT) Quorum Voting Arbiter. Enforces 3f+1 Byzantine resilience across heterogeneous LLM verifier agents, filters hallucinating or adversarial outlier nodes using

Enterprise Cloud FinOps & Multi-Model LLM Inference Cost Governor. Monitors tenant token burn rates across Tencent Cloud and multi-model runtimes, routes queries across Flash-Lite, Flash, and Pro reas

Autonomous Subscription Churn Prediction & Dynamic Retention Negotiator. Evaluates subscriber telemetry (usage drop-off, support friction, billing price sensitivity, tenure LTV), diagnoses cancellatio

Zero-Trust Agentic Indirect Prompt Injection & Jailbreak Firewall Sentinel. Inspects untrusted external documents, emails, web pages, and user inputs for instruction-override attacks, system prompt le

Enterprise Data Lineage & Schema Change Blast-Radius Impact Analyzer. Constructs column- and table-level Directed Acyclic Graphs (DAGs) across Tencent Cloud Data Warehouses, Tencent Docs spreadsheets,

Proactive Personal Agent Biometric & Circadian Energy Scheduler. Models the Borbely Two-Process sleep/alertness dynamics (homeostatic sleep pressure Process S + circadian rhythm Process C) from wearab

Autonomous Subscription Churn Prediction & Dynamic Retention Negotiator. Evaluates subscriber telemetry (usage drop-off, support friction, billing price sensitivity, tenure LTV), diagnoses cancellatio

Automated Flight Delay & Cancellation EU261 / UK261 Regulatory Compensation Claimant. Computes flight route Great-Circle distances via Haversine geometry, applies statutory compensation tiers (up to E

Personal Agent Daily High-SNR Information Diet Synthesizer. Aggregates research papers, industry feeds, and executive memos, scores signal-to-noise ratios (SNR), penalizes clickbait and domain echo ch

Personal Agent Daily High-SNR Information Diet Synthesizer. Aggregates research papers, industry feeds, and executive memos, scores signal-to-noise ratios (SNR), penalizes clickbait and domain echo ch

AI Multimodal Wardrobe & Capsule Outfit Curator. Aligns digital wardrobe inventories with real-time weather forecasts, occasion formality constraints, and color harmony models (monochromatic, compleme

Enterprise SRE Incident Postmortem & Root Cause Synthesizer. Correlates distributed telemetry alarms across microservice dependency DAGs, isolates the First Bad Event root cause, traces downstream cas

Agentic Canary Deployment Drift & Metric Regression Guard. Conducts Welch's t-test statistical hypothesis testing between baseline and canary agent versions across P99 latency, error rates, and halluc

Agentic Canary Deployment Drift & Metric Regression Guard. Conducts Welch's t-test statistical hypothesis testing between baseline and canary agent versions across P99 latency, error rates, and halluc

Enterprise SRE Incident Postmortem & Root Cause Synthesizer. Correlates distributed telemetry alarms across microservice dependency DAGs, isolates the First Bad Event root cause, traces downstream cas

Automated Flight Delay & Cancellation EU261 / UK261 Regulatory Compensation Claimant. Computes flight route Great-Circle distances via Haversine geometry, applies statutory compensation tiers (up to E

AI Multimodal Wardrobe & Capsule Outfit Curator. Aligns digital wardrobe inventories with real-time weather forecasts, occasion formality constraints, and color harmony models (monochromatic, compleme

Personal recurring subscription auditor identifying dormant zombie services and recovering recurring annual spend

Hand-drawn morphing line animations from simple shapes. Zero-dependency JS engine + live studio, CLI, MCP server & Claude skill. Export animated SVG, Lottie, HTML or a shareable link.

Zero-dependency in-memory PII airgap & reversible masking proxy for Cloud LLMs (GDPR Art. 32 compliant MCP server)

Deterministic AST Safety Guard, High-Throughput Compound Pipelines, Bidirectional Intent Synthesizer, Polyglot Graph & Zero-Dependency MCP Server in Pure Safe Rust.

仕訳データの一次スクリーニングを行う MCP サーバー。依存ライブラリなし。/ A dependency-free MCP server for journal entry testing (JET).