MCP servers for agent-skills

Daily radar for new AI terms: names of new models, products and repos, caught on X, Hugging Face, GitHub and sitemaps before keyword tools list them.

Local-first conversational AI video editor with a professional multi-track timeline, Agent Skills, MCP integration, and Remotion-powered rendering.

Neuro-symbolic agents with verified memory. MCP math tools, an algebra repair Skill, and an open challenge. Verify solutions, learn checked rules, and reuse.

19 open-source MCP servers (308 tools) that give AI agents the Iranian web: Digikala, Snappfood, Jabama, MrBilit, Paziresh24, Taaghche and more. Prices in Toman.

用 git 命令点麦当劳：add 放购物车，rebase 凑最省，push 确认后才下单；card 生成 1024 吃麦贡献图（3D 汉堡天际线 / 年度小票）。基于麦当劳 MCP Server，附 --demo 无 Token 试玩和 Agent Skill。非官方参赛作品。

A local video studio for your coding agent. Describe a video in one sentence: your agent directs, your machine renders. Claude Code, Codex, Cursor, Devin and more. No API keys, no uploads.

🦀⚡ 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.

The Arabic AI ecosystem as a map, a list, and a skill your agent can install.

Turn PDF and EPUB books into cached AI analysis, Obsidian notes, and installable Codex/Claude Agent Skills through an open MCP server.

Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to th

AI-assisted PCB design for KiCAD 10. Native KiCAD plugin — a single Rust binary exposing 171 schematic, layout, routing, design-review, and manufacturing tools to Claude, or the LLM of your choosing

🍟 麦当劳中国官方 MCP 智能助手技能：把 35 个原子工具编排成 4 条业务流 —— 活动推送 · 联名关注 · 最优惠点餐 · 多人群点聚合账单。算价用 calculate-price 真算，下单必二次确认。｜McDonald's China MCP agent skill: campaigns, collab watch, best-value ordering, group bill s

Tested MCP server, MCPB, Docker, and OpenAPI for annotated post-trade candlestick charts from broker or exchange fills.

Terminal discovery hub and package manager for AI coding tools, MCP servers, and agent skills. Built with Python & Textual

Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in openc

16 reusable skills and 6 agents for Codex, Claude Code, Cursor, OpenCode and Grok Bot: Humanizer, ML debugging, PR review and Skill Watch.

Guide pédagogique non officiel en français sur REA (Reverse Engineer Anything) : analyser des applications et des binaires avec un agent de code via MCP et CLI, Hopper ou Ghidra, preuves à l'appui. In

MCP server: turn narrated screen recordings into agent-ready data — local Whisper transcript, scene keyframes, OCR, wall-clock anchoring. Record your screen, talk — your AI agent files the bugs.

Your agent cannot listen to audio. harken fixes that — locally. MCP server + CLI, one 13 MB binary, fully offline: no Python, no ffmpeg, no API key.

Brakes for your AI agents: every tool call is checked against your rules, held for human approval when risky, and recorded in a tamper-evident audit trail. Works with Claude Code and any MCP app.

GitHub-native Loop Engineering skill: evidence-gated Issues and Projects workflows over the official GitHub MCP Server.

Universal Agent Plugin for safe BLE diagnostics and automation, with Agent Plugins 1.0.0 metadata, a portable Skill, deterministic CLI, local MCP, and evidence capture/diff/replay.

Curated list of AI tools for Magento 2, Adobe Commerce & Mage-OS — agent skills, MCP servers, modules, CLIs, starter kits

A DAW for AI agents: write music as text, read the audio back as text. MCP server, CLI and an agent skill.

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)

MCP server and design skill that grounds coding-agent UI work in real product screens. Two tools, npx-installable.

Small, calibrated decision models on your own machine: systemone-compatible local server, 6 agent skills, Claude Code guard, MCP tools. Weights on Hugging Face.

麦门点餐议事会：用官方 MCP 整单核价，让预算、口味、营养数据三种意见透明比较。免 Token 网页体验，Python 零依赖。

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

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

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)

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)

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)

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)

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

Sponsored campaign regulatory FTC compliance sentinel (Klear / Brand24)

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)

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)

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)

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)

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)

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

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

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)

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)

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)

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)

Let AI watch videos: local files or YouTube/Bilibili URLs -> timestamped transcript + keyframes + contact sheets. Offline, no API key. MCP server + CLI + agent skill.

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.

麦当劳积分资产管家：剔假上架 · 性价比排序 · 抽奖参谋

Migrate your whole Claude Code or Codex setup into DeepSeek Harness (DSH) with one command. Import skills, slash commands, MCP servers, hooks, subagents, permission rules. 一键迁移导入 Claude Code 配置，从 Clau

Turn SOP, policy and regulatory documents into human-verified Open Knowledge Format (OKF) bundles — every claim carries its source span. Desktop app + CLI + MCP server.

Tested accessibility skills, CLI, MCP server, and GitHub Action for agent-assisted audits and regression checks.

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

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

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

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

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

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

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.

Log-Structured Merge-tree (LSM Tree) storage engine with in-memory MemTable, SSTables, and compaction.

Parametric polynomial curves and surfaces with de Casteljau's algorithm and bicubic Bézier patch evaluation.

Minimalist Lisp/Scheme interpreter with S-expression reader, lexical scope environments, and conditional forms.

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

Binary and grayscale mathematical morphology operators: dilation, erosion, opening, and closing.

Virtual memory page replacement algorithms: Least Recently Used (LRU) and Second-Chance Clock algorithm.

Tabular Q-learning temporal difference agent with epsilon-greedy exploration and Bellman state-action updates.

Virtual memory page replacement algorithms: Least Recently Used (LRU) and Second-Chance Clock algorithm.

Second-order Biquad Infinite Impulse Response (IIR) digital audio filter with frequency response Bode plotting.

Hough Transform parametric space voting accumulator for line and geometric shape detection.

Fundamental frequency (F0) pitch detector utilizing the YIN algorithm and cumulative mean normalized difference function.

Binary and grayscale mathematical morphology operators: dilation, erosion, opening, and closing.

3D polygon mesh processor with Wavefront .OBJ parsing, ear-clipping fan triangulation, and geometric bounds.

Belief-Desire-Intention (BDI) deliberative agent architecture with belief revision and commitment planning.

Advantage Actor-Critic (A2C) tabular updates with TD error advantage estimation and softmax policy gradients.

Write-Ahead Logging (WAL) crash recovery engine implementing ARIES redo and undo passes.

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

Two-pass connected-component labeling (CCL) with disjoint-set Union-Find for binary mask segment extraction.

MinHash and Locality-Sensitive Hashing (LSH) near-duplicate document clustering and Jaccard similarity estimation.

Preemptive CPU scheduling simulator implementing Round-Robin with configurable quantum and metrics tracking.

Homogeneous 4x4 matrix transformation pipeline with symmetrical perspective frustum projection and clipping.

Ant Colony Optimization (ACO) for travelling salesperson problem (TSP) and combinatorial path routing.

Second-order Biquad Infinite Impulse Response (IIR) digital audio filter with frequency response Bode plotting.

FIPA Contract Net Protocol (CNP) multi-agent negotiation engine with task announcement, bidding, and award.

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.

Multi-armed bandit decision engine with Upper Confidence Bound 1 (UCB1) and Bayesian Thompson Sampling.

Advantage Actor-Critic (A2C) tabular updates with TD error advantage estimation and softmax policy gradients.

Homogeneous 4x4 matrix transformation pipeline with symmetrical perspective frustum projection and clipping.

Two-pass connected-component labeling (CCL) with disjoint-set Union-Find for binary mask segment extraction.

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

Simulated Annealing global search with Metropolis probabilistic acceptance criterion and geometric cooling.

Cost-based relational query optimizer (CBO) evaluating nested loop, hash join, and sort-merge joins.

Cost-based relational query optimizer (CBO) evaluating nested loop, hash join, and sort-merge joins.

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

Virtual memory address translation simulator with Translation Lookaside Buffer (TLB) cache hit/miss tracking.

Harris corner and salient feature detector using spatial gradient autocorrelation matrix analysis.

Short-Time Fourier Transform (STFT), Hann windowing, and triangular Mel-filterbank log-energy audio feature extraction.

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

FIPA Contract Net Protocol (CNP) multi-agent negotiation engine with task announcement, bidding, and award.

3D Whitted-style ray tracer with sphere/plane geometric intersection and Phong reflection shading.

Minimalist Lisp/Scheme interpreter with S-expression reader, lexical scope environments, and conditional forms.

Hard disk drive arm scheduling algorithms: SCAN (Elevator algorithm) and head movement optimization.

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.

Sobel gradient operator, 2D convolution kernel filtering, and double-threshold Canny edge detection.

Hough Transform parametric space voting accumulator for line and geometric shape detection.

B+ Tree indexing engine with leaf key pagination, range queries, exact point lookups, and split rebalancing.

Brooks' Subsumption Architecture behavior coordination with priority-based suppression and inhibition.

Byte-Pair Encoding (BPE) subword tokenizer trainer and deterministic text encoder/decoder.

Harris corner and salient feature detector using spatial gradient autocorrelation matrix analysis.

Parametric polynomial curves and surfaces with de Casteljau's algorithm and bicubic Bézier patch evaluation.

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

Continuous domain Particle Swarm Optimization (PSO) with inertia weight decay and cognitive/social acceleration.

MinHash and Locality-Sensitive Hashing (LSH) near-duplicate document clustering and Jaccard similarity estimation.

Okapi BM25 information retrieval document scoring and search engine with document length normalization.

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

Blackboard pattern architecture for multi-agent coordination with Knowledge Sources and prioritized agenda controller.

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.

Ant Colony Optimization (ACO) for travelling salesperson problem (TSP) and combinatorial path routing.

Deterministic regex lexer and tokenizer generator with source line/column tracking and token stream output.

B+ Tree indexing engine with leaf key pagination, range queries, exact point lookups, and split rebalancing.

Unit quaternion 3D orientation engine with Hamiltonian multiplication, vector rotation, and SLERP interpolation.

Byte-Pair Encoding (BPE) subword tokenizer trainer and deterministic text encoder/decoder.

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).

RFC-compliant Server-Sent Events (SSE) streaming frame parser handling data, events, ids, and multi-line payloads

RFC-compliant Server-Sent Events (SSE) streaming frame parser handling data, events, ids, and multi-line payloads

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

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

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

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

Model Context Protocol (MCP) JSON-RPC 2.0 proxy router with capability negotiation and dynamic tool dispatch

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

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.

Tabular Q-learning temporal difference agent with epsilon-greedy exploration and Bellman state-action updates.

Hard disk drive arm scheduling algorithms: SCAN (Elevator algorithm) and head movement optimization.

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

Okapi BM25 information retrieval document scoring and search engine with document length normalization.

Directed Acyclic Graph (DAG) task scheduling engine implementing Critical Path Method (CPM) and slack computation.

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.

Sobel gradient operator, 2D convolution kernel filtering, and double-threshold Canny edge detection.

Directed Acyclic Graph (DAG) task scheduling engine implementing Critical Path Method (CPM) and slack computation.

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

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.

Damerau-Levenshtein edit distance metric with transposition detection and fuzzy string candidate ranker.

Model Context Protocol (MCP) JSON-RPC 2.0 proxy router with capability negotiation and dynamic tool dispatch

Deterministic regex lexer and tokenizer generator with source line/column tracking and token stream output.

Write-Ahead Logging (WAL) crash recovery engine implementing ARIES redo and undo passes.

Deadlock avoidance and safe state evaluation using Dijkstra's Banker's algorithm.

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

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

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

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

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.

RFC 6570 URI template parser and variable expansion engine for Model Context Protocol resources

RFC 6570 URI template parser and variable expansion engine for Model Context Protocol resources

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.

Manages MCP tool execution rate limits and compresses bloated tool response context payloads

Manages MCP tool execution rate limits and compresses bloated tool response context payloads

Audits OAuth 2.1 permission scopes for remote MCP servers and enforces least-privilege access policies

Audits OAuth 2.1 permission scopes for remote MCP servers and enforces least-privilege access policies

Skill router and context picker for Claude Code, Cursor, and Aider. Auto-picks the right skill for every prompt, with prompt-injection filtering for MCP.

Cẩm nang thực chiến Mastering Claude Code (tiếng Việt): 16 chương biên soạn từ tài liệu chính thức của Anthropic — CLI, workflows, MCP, subagents, skills, hooks, plugins, CI/CD & tối ưu context.

Agent Skills - 29 skills for AI agents (Sisyphus, opencode): frontend-perfection (Lighthouse audit), secret-scanner, security-review, version-bumper, commit-lint, coverage-analyzer, api-contract-testi

See and manage what your coding assistants load — skills, commands, subagents, plugins and MCP servers, with real usage.

Reuse Agent Skills across DeepSeek Harness and MCP. Check local SKILL.md files in the browser or CI, with parser diagnostics, file hashes and clear exit codes. Try the Hugging Face playground.

One entry point for Claude Code over pinned open-source Blender skill libraries: registry, workflows, profiles, single Blender MCP server

The AI game-modding toolkit from Fixed Seed: skills, the fsgc CLI, a FixedSeed MCP server and a shared knowledge base so any coding agent can mod almost any PC game you own.

Annotated screenshots for AI agents: Skitch-style arrows, numbered steps, boxes, labels, solid redaction

Codex ↔ Claude Code MCP bridge for AI agent orchestration: task delegation, event-driven handoffs, reasoning profiles and evidence reuse. Windows/macOS; optional Orca.｜Codex 指挥 Claude Code：会话管理、阶段交付与验

Agent skills and MCP server for Tough Tongue AI. Create voice-agent scenarios, refine them from real transcripts, and analyze session performance from Claude Code, Codex, or Cursor.

Adversarial security review for AI skills, repos, MCP servers, and packages before you install them. A read-only scanner plus a five-persona reasoning pass, ending in a GO / GO WITH MITIGATIONS / NO-G

A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.

Mira AI content generation skills: genre playbooks and prompting knowledge for AI agents that generate video and images through the Mira MCP server

Coordinate with other autonomous agents on Material Model: skill, MCP server manifest, and client packages.

AI agent skills for SMB e-signing and document workflows — build fillable PDF forms, send contracts for electronic signature, verify signers with BankID or an ID scan, and track everything after the s

Agent skills for the Semrush MCP server: Markdown playbooks for AI agents

An MCP server for discovering, ranking, and retrieving agent skills while minimizing context usage.

Local Laya System-1 judge MCP server + skill for oh-my-pi: typed decisions in milliseconds, zero LLM tokens

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

📬 A self-hosted mailbox for AI agents on Cloudflare Workers. Receive, search, wait for, send, reply and forward email over MCP or REST, behind one token.

BashCut's agent kit: editing skills (footage survey, beat cuts, audio mix, captions, colour, voiceover…) and the BashCut MCP server for Claude Code and Codex.

Configurable AI agent orchestration, delegation, memory, and project context through MCP.

AX-first computer use for AI agents on macOS with optional Jev (TypeSafe System One) semantic guards: calibrated target/input judgments before an irreversible action, decisions kept in code. Accessibi

Find which APIs of your pinned Python dependencies changed after your coding model's training cutoff, and give the agent short AGENTS.md / CLAUDE.md notes from a static API diff. No model calls, no AP

Claude Code & Codex plugin for the open-source ArtCraft Craft App Suite: one craft Skill drives 12 local, headless Craft MCP apps (photo, vector, video, RAW, PDF, layout, sheets, docs, slides, CAD, au

Portable CC Switch (CCS) operations skill for Codex / Claude Code: safe management of prompts, skills, MCP servers and providers. 可移植的 CC Switch 操作/维护技能。

Optimal-path problem solving for AI agents — triage, prune, investigate. MCP server + agent skill combining Newton's Analysis-Synthesis method, NASA P10 rules, and heuristic-search pruning so agents n

Connect your AI to Reanthesis — MCP server, agent skills, and plugins so Claude, ChatGPT, and Copilot can build flashcards from your notes and manage your study data. Your AI, your data, your cards.

The structurally-verified context layer for AI coding agents. Cut 50-90% of your agent's token spend.

Skill + browser MCP for Claude Code and Codex: your app and browser reach domestic services over the real ISP while the agent stays on the VPN. Per-socket binding, per-host routing, no admin, nothing

Five packaged federal acquisition agent previews for Codex and Claude Code.

Teach any coding agent the real s&box API: 17 source-verified reference files plus an 18-tool editor MCP toolset. Stops agents writing Unity code into Source 2 projects.

PL/SQL development for AI agents on Oracle Database - expert queries, impact analysis, and a snapshot-verified write path with honest rollback

Governance for agent instructions: audit, score, and pin MCP servers, Agent Skills, and prompts. Deterministic; findings carry a reference and a fix.

Agent skill for building and debugging AI tools on Pickaxe.co via its MCP server and HTTP API. Works with Claude Code, Codex, and Cursor.

Field-tested Agent Skill: run CarSim 2024.0 headless - batch scenarios, parameter & per-wheel torque control, SI-unit results, Simulink co-sim (vs_sf S-Function). No MCP server, no GUI after a one-tim

A host-side, scriptable command-line terminal for Segger-RTT; Also the AI-ready command line for embedded validation.

Let Claude, ChatGPT, Grok Bot and any MCP agent email you when something needs your attention. Private, free, one-click deploy to Cloudflare Workers.

Long-term memory for coding agents. The sepiace plugin for Claude Code and Codex.

The programmable era of ads. Video made in code for experts and their AI agents: a film is render(t). Determinism checks, H.264/ProRes rendering, review and per-placement delivery, with an MCP server

Plan, apply, and revert one agent development environment (MCP servers, skills, instructions, settings, plugins, and config files) across 10 coding agents. CLI and TypeScript SDK.