AI & ML

agentpmt Bundle

Quantum Circuit Builder with Proof: Use this product when a quantum circuit needs verifiable evidence, not just. Use when an agent needs quantum circuit builder with proof, formally verified quantum circuit design, proof carrying quantum circuit certificates (qpcert), independent verification of a quantum proof certificate from another party, audit ready quantum computing artifacts for research and compliance, certify circuit, circuit, claims through AgentPMT-hosted remote tool calls.

agentpmt Skill

Connect an agent, app, or integration to AgentPMT with an AgentPMT account Bearer Token. Use when configuring the hosted MCP server, the local npm MCP router, or direct REST API calls for tools, skills, workflows, and agents.

agentpmt Bundle

Federal and State Education Data Hub: Natural language interface to World Bank education statistics. Query by country and education level, get enrollment rates, literacy, gender parity indices. Use when an agent needs federal and state education data hub, education statistics literacy, education policy analysis, school performance benchmarking, literacy and enrollment trends, regional equity reporting, query education data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Flower, Fruit Basket, Balloon Delivery: Search Florist One products, place flower, balloon, or fruit basket delivery orders with card messages. Use when an agent needs flower, fruit basket, balloon delivery, flower fruit basket balloon delivery, send birthday flowers with a personalized message, order sympathy arrangements for a funeral home, browse anniversary and romance collections, schedule flower delivery for a specific date, get order, orderno through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Quantum Cryptographic Seed Generator: Generate cryptographic seeds, UUIDs, tokens, passwords, and prime numbers using quantum-derived randomness with verification certificates. Use when an agent needs quantum cryptographic seed generator, key derivation and encryption seed generation, session tokens and api key creation, secure password generation, unique identifier production for databases and distributed systems, password, source, length through AgentPMT-hosted remote tool calls.

wahidyankf Bundle

Complete methodology for spec-aware, contract-aware session-based exploratory testing of a live REST or GraphQL API — inputs, relationships, non-destructive constraint, charter/tour/SFDIPOT methodology, test dimensions, mandatory systematic sweeps, driving the API, contract-and-specs ground truth, defect anatomy, and output modes. Backs the api-exploratory-tester agent.

wahidyankf Bundle

Shared repository vocabulary — what "repo rules", the four content trees, delivery units, and governance surfaces actually cover. Auto-loads when a task involves repository rules, governance scope, plans, delivery units, agent or skill boundaries, or any judgement about whether a rule reaches a given file.

richfrem Bundle

Distills uncached files into the Recursive Language Model(RLM) Summary cache Ledger. You (the agent) ARE the distillation engine. Read each file deeply, write a high-quality 1-sentence summary, inject it via inject_summary.py. The purpose is if you read the full file once and produce a great summary once it will avoid the need to read the file every time you need to know what the script does or what the details of the file are. most cases the RLM summary should be sufficient. Use when files are missing from the ledger and need to be summarized. <example> user: "Summarize these new plugin files into the RLM ledger" assistant: "I'll use rlm-distill-agent to read and summarize each file into the cache." </example> <example> user: "The RLM ledger is missing 40 files -- fill the gaps" assistant: "I'll use rlm-distill-agent to process the missing files." </example>

richfrem Bundle

Removes stale and orphaned chunks from the ChromaDB vector store for files that have been deleted or renamed. Use after files are removed or moved to keep the vector index in sync with the filesystem. <example> user: "Clean up the vector store after I deleted some files" assistant: "I'll use vector-db-cleanup to remove orphaned chunks." </example> <example> user: "The vector database has chunks for files that no longer exist" assistant: "I'll run vector-db-cleanup to prune them." </example>

richfrem Bundle

This skill should be used when the user asks to "audit a plugin", "validate my plugin", "check plugin structure", "verify plugin is correct", "validate .claude-plugin/plugin.json", "check if my plugin is compliant", "review plugin components", or mentions plugin validation or structure compliance. Also trigger proactively after the user creates or modifies any plugin component (commands, agents, skills, hooks, .claude-plugin/plugin.json). Use this skill even when the user says "check my work" or "make sure this is right" in a plugin context. Do NOT use this for auditing individual skills only (use skill-reviewer for that).

richfrem Bundle

Creates a new skill in an existing plugin. Skills are the universal capability primitive across all modern AI platforms (automatically callable as slash commands, agent skills, and prompt tools). Use this as the primary default for procedural capabilities. NOT for isolated multi-turn wizards or adversarial swarm agents (use `create-sub-agent`), and NOT for stateful counters (use `create-stateful-skill`).

swaylq Bundle

AI 产品经理 (LLM 应用 / 生成式 AI / Agent 产品 / Copilot 嵌入 — 跨模型评估 / 工作流设计 / 产品-工程协同) (AI Product Manager — LLM application / generative AI / agent product 的产品经理实战) Master OS — automated mastery of AI Product Manager — LLM application / generative AI / agent product 的产品经理实战: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「AI 产品经理」「AI PM」「LLM 产品」「Generative AI product」「RAG 产品」

wahidyankf Bundle

Complete authoring methodology for Annotated-concept tutorials on ayokoding-web — mode selection (standard vs. no-code sub-mode), worked-example/scenario requirements, diagram requirements, the content-creation workflow, and quality standards. Backs the apps-ayokoding-www-annotated-concept-maker agent.

bobmatnyc Skill

Access Claude MPM functionality and manage multi-agent orchestration

bobmatnyc Bundle

Hybrid code search (BM25 + vector + KG) with RRF fusion. Single daemon serves multiple named indexes. Replaces mcp-vector-search.

bobmatnyc Skill

Orchestrate ticketing agent for project management workflows

bobmatnyc Bundle

Re-authenticate Google Workspace MCP in-flight - refresh tokens, setup OAuth, check status

richfrem Bundle

Safely removes all agent lock files from the context/.locks/ directory to resolve deadlocks caused by crashed agents leaving stale locks behind. Use when the user says "/os-clean-locks", "clear all locks", "reset agent locks", or when an agent is deadlocked and cannot acquire a lock because a previous agent crashed and left a stale lock behind in context/.locks/. Verifies lock existence, discovers and removes stale lock directories, updates OS state via kernel.py, and emits event bus notifications. Requires Python 3.8+ standard library only.

richfrem Bundle

Stateless evaluation engine that scores and gates skill improvement iterations using headless Python evaluation scripts. Use when the user says "evaluate this skill", "run autoresearch loop on", "optimize this skill", "run the eval loop", or when another agent proposes a change and needs validation.

agentpmt Bundle

Global Agriculture & Food Security Data: Query agricultural production, food security, malnutrition, land use, and productivity indicators for any. Use when an agent needs global agriculture & food security data, agriculture food security, research food security levels by country, track crop yield trends over time, analyze agricultural productivity across regions, study undernourishment and malnutrition rates, query agriculture data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Location Street View & Satellite Imagery: Get Street View panoramas, satellite/aerial imagery, and geocode. Use when an agent needs location street view & satellite imagery, location street view satellite imagery, real estate property visual verification and assessment, virtual site inspections for remote evaluation, travel itinerary generation with location previews, geographic data validation with visual confirmation, geocode, address through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Global Financial Inclusion & Banking Data: Query bank account ownership, credit access, financial inclusion gender gaps, stock market. Use when an agent needs global financial inclusion & banking data, financial sector banking, research bank account ownership rates by country, compare financial inclusion across regions, analyze credit access and lending conditions, study gender gaps in financial services, query financial data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Real Estate Sales Leasing and Valuations: Look up US property records, get value and rent estimates with comparable properties, search sale and rental listings with agent info, and retrieve aggregated market statistics by zip code. Use when an agent needs real estate sales leasing and valuations, property value estimates, rent estimates with comparables, property record lookups, sale listing search, market statistics, zip code, data type through AgentPMT-hosted remote tool calls.

agentpmt Bundle

AstroBrowse - Authenticated Agentic Browser: Operate a real, authenticated web browser on the user's. Use when an agent needs astrobrowse authenticated agentic browser, astrobrowse authenticated agentic browser, post and schedule content across social media accounts, pull reports and update records in crms and erps, operate saas platforms and portals that have no api, fill and submit web forms on the user's behalf, close browser, browser session id through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Lean Proof To Code Translator - C Rust Wasm: Start asynchronous Lean proof export. Use when an agent needs lean proof to code translator c rust wasm, lean to code translator w proof c rust wasm, compile lean proof programs to c for native integration, generate rust exports from pinned lean proof bundles, produce constrained wasm artifacts from lean proof code, package code generation runs with certificates and logs, generate, source archive file id through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Global Governance & Institutional Quality Data: Query governance indicators including corruption control, rule of law, government. Use when an agent needs global governance & institutional quality data, governance institutional quality, research corruption control scores by country, compare rule of law rankings across regions, track government effectiveness over time, analyze political stability indicators, query governance data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Lean Proof To Solidity Smart Contract Generator: The tool allows you to validate Lean, generate Solidity from it, compile the. Use when an agent needs lean proof to solidity smart contract generator, fetch allowable advanced lean templates and snippets, validate advanced lean solidity ir before generation, generate solidity from advanced lean solidity ir, compile generated solidity to abi and bytecode, catalog, compile abi bytecode, soliditytext through AgentPMT-hosted remote tool calls.

richfrem Bundle

Deterministic graph-planned self-evolution engine. Enforces 6-node state transitions, worktree isolation, verifier sovereignty, and asymmetric Layer 2 knowledge persistence.

richfrem Bundle

(Industry standard: Parallel Agent) Primary Use Case: Work that can be partitioned into independent sub-tasks running concurrently across multiple agents. Parallel multi-agent execution pattern. Use when: work can be partitioned into independent tasks that N agents can execute simultaneously across worktrees. Includes routing (sequential vs parallel), merge verification, and correction loops.

richfrem Bundle

Scaffolds a new top-level agent plugin directory. NOT for scaffolding single skills (use `create-skill`) and NOT for adding MCP integrations to existing plugins (use `create-mcp-integration`).

bobmatnyc Skill

Protocol for tracking files immediately after agent creation

bobmatnyc Bundle

Model Context Protocol (MCP) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

kreuzberg-dev Skill

Use when splitting extracted text into chunks for LLM context windows or RAG ingestion. Covers chunk size, overlap, markdown/yaml/semantic chunkers, tokenizer-based sizing, and the standalone `chunk` command.

kreuzberg-dev Skill

Crawl, scrape, and convert websites to Markdown using the local crawlberg CLI and its MCP server. Use when the user wants to fetch a page, follow links across a domain, enumerate URLs, or drive a real browser. Covers installation, the subcommands (scrape, crawl, map, interact, batch-scrape, batch-crawl, download, citations, version, mcp, serve), output formats (JSON + Markdown), browser fallback, and when to prefer the MCP server over shelling out.

kreuzberg-dev Skill

Universal LLM API client for 143 providers with native bindings for 14 languages. Use when writing code that calls LLM APIs via liter-llm in Python, TypeScript, Rust, Go, Java, C#, Ruby, PHP, Elixir, WASM, or C, when running the OpenAI-compatible proxy, or when calling LLMs through the MCP server. Covers chat, streaming, tool calling, embeddings, image generation, speech, transcription, moderation, web search, OCR, reranking, provider routing, middleware, and configuration.

kreuzberg-dev Skill

Use when sending chat completions through liter-llm and routing to a specific provider via the `provider/model` prefix. Covers the chat call shape, provider routing, model_hint, message roles, and error categories.