AI & ML

agentpmt Bundle

Global Labor & Employment Data: Query labor force participation, unemployment rates, sector employment breakdowns, gender gaps, and youth employment for. Use when an agent needs global labor & employment data, labor market employment, research labor force participation rates by country, compare unemployment rates across regions, analyze employment by sector breakdown, study gender gaps in workforce participation, query labor data, country or region through AgentPMT-hosted remote tool calls.

wahidyankf Bundle

The task-list obligation every agent carries — open the harness's native task list before any task, conversational ones included, and keep it in sync with actual progress. Auto-loads whenever work is about to begin.

wahidyankf Bundle

Complete validation methodology for repository-wide governance consistency — file naming/linking/emoji, agent-Skill and Skill-to-Skill duplication/consolidation, governance word budgets, rules-governance contradictions/traceability/licensing/dependency-bump-policy, and software-engineering documentation quality. Used by rules-checker.

wahidyankf Bundle

Complete methodology for design-aware live-site evaluation — inputs, the swe-ui-checker boundary, non-destructive constraint, design-fidelity + design-practice evaluation, the five ground-truth sources, dimensions checklist, mandatory systematic checks, browser driving, finding anatomy, and output modes. Backs the web-design-tester agent.

swaylq Bundle

用 AI agent 赚钱 / agent 商业化 (创业 + 副业 + 咨询 + indie hacker) (Monetizing AI agents — building businesses (B2B SaaS / B2C tools / consulting / indie hacker / API arbitrage) around AI agent products and services) Master OS — automated mastery of Monetizing AI agents — building businesses (B2B SaaS / B2C tools / consulting / indie hacker / API arbitrage) around AI agent products and services: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on Monetizing AI agents — building businesses (B2B SaaS / B2C tools / consulting / indie hacker / API arbitrage) around AI agent products and services problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「agent business」「monetize agents」「AI agent SaaS」「agent creator」「agent indie hacker」

richfrem Bundle

Synchronizes the agent environments. Looks at the inventory (plugin-sources.json) and reinstalls all skills and plugins from the sources indicated. Also cleans up any orphaned artifacts from removed plugins. Trigger when the user asks to "sync plugins", "update all plugins", "refresh environment", or "run the sync script".

richfrem Bundle

SME-facing front-door skill for Agentic OS ecosystem evolution. Invokes the os-architect interview flow: classifies intent, audits existing capabilities, proposes evolution path (orchestrate / update / create), and dispatches work. Use when evolving plugins, skills, or agents — whether applying a new pattern, setting up an improvement lab, filling a capability gap, or coordinating multiple loops.

richfrem Bundle

Ingests repository files into the ChromaDB vector store. Builds or updates the vector index from a manifest or directory scan using ingest.py. Use when new files need to be indexed or the vector store is out of date. <example> user: "Index these new plugin files into the vector database" assistant: "I'll use vector-db-ingest to add them to the vector store." </example> <example> user: "The vector store is missing recent files -- update it" assistant: "I'll use vector-db-ingest to re-index the changes." </example>

richfrem Bundle

Start the Native Python ChromaDB background server. Use when semantic search returns connection refused on port 8110, or when the user wants to enable concurrent agent read/writes.

richfrem Bundle

Semantic search skill for retrieving code and documentation from the ChromaDB vector store. Use when you need concept-based search across the repository (Phase 2 of the 3-phase search protocol). V2 includes L4/L5 retrieval constraints.

richfrem Bundle

(Industry standard: Sequential Agent / Agent as a Tool) Primary Use Case: Delegating a well-defined task to a worker agent, verifying its execution, and repeating if necessary. Inner/outer agent delegation pattern via strategy packets, with verification and correction loops.

richfrem Bundle

Audits and aligns individual agent skills and sub-agents against ecosystem evolution standards, verifying line budgets, evals schemas, and hub-and-spoke isolation.

richfrem Bundle

Scaffolds a new event-driven hook in a plugin. NOT for creating interactive slash commands (use `create-command`) and NOT for GitHub Actions agentic workflows (use `create-agentic-workflow`).

wahidyankf Bundle

Complete methodology for re-validating and applying docs-checker factual-accuracy findings without web access — the trust model, domain-specific confidence examples, per-finding-type re-validation guidance, fix application patterns, the fix report format, and convergence safeguards. Backs the docs-fixer agent.

wahidyankf Bundle

Complete methodology for safely renaming, moving, and deleting files/directories in docs/ — file naming review, the four-phase systematic process, deletion safety, link updates, git operations, index updates, validation checklists, safety guidelines, edge cases, and integration with other agents. Backs the docs-file-manager agent.

agentpmt Bundle

Space & Earth Science Explorer: Search and retrieve space imagery, scientific datasets, earthquake events, and earth observation data. Use when an agent needs space & earth science explorer, space earth science explorer, search space and astronomy imagery, discover scientific research datasets, track real time earthquake activity, explore climate and weather observation data, query space science data, query through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Binary To/From File Converter: Convert between base64, hex, and binary. Use when an agent needs binary to/from file converter, binary to from file converter, encoding image or document uploads for api transmission in multi agent pipelines, decoding base64 email attachments and converting them to downloadable files, analyzing binary file signatures by converting file headers to hexadecimal for format detection, preparing binary payloads for webhook integrations that require hex or base64.

agentpmt Bundle

GitHub Repo Browser - Read Only: Read-only GitHub access for agents. Use when an agent needs github repo browser read only, github repo browser read only, browse your private github repositories from a chat agent, explore any public repository's folder structure and source files, read readme files and documentation from any repo, search for code patterns across your repositories or any public project, download repo to storage, owner through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Global Energy & Power Grid Data: Query electricity access rates, renewable vs fossil energy mix, per capita consumption, energy intensity, and clean. Use when an agent needs global energy & power grid data, energy access production, research electricity access rates by country, compare renewable energy adoption across regions, track fossil fuel vs clean energy trends, analyze urban vs rural electricity gaps, query energy data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Pocket: Search, list, and read the user's Pocket recordings including transcripts and AI summaries; create audio download links; save recording audio to file storage; upload new audio recordings; list tags. Use when an agent needs pocket, pocket recordings transcripts, search recordings by topic, pull meeting transcripts, get ai summaries of conversations, upload audio files for transcription, get audio download url, recording id through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Quantum-Safe File Attestation: Issue and verify formally verified. Use when an agent needs quantum safe file attestation, sign software releases with formally verified post quantum cryptography, create proof carrying attestation certificates with lean 4 verified acceptance kernels, verify file integrity with nist standardized ml dsa 65 digital signatures and pqclean runtimes, generate compliance evidence for soc 2 sox hipaa and regulatory audits with cryptographic proof chains, attest.

agentpmt Bundle

Air Quality & Pollen Information: Get air quality indices, pollutant levels, pollen forecasts, and historical data worldwide. Use when an agent needs air quality & pollen information, air quality pollen information, health and safety monitoring for outdoor activities, allergy management and pollen level tracking, travel planning and destination air quality assessment, environmental monitoring and pollution trend analysis, create map, locations through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Global Poverty & Inequality Data: Query World Bank poverty and inequality data by country or region name. Returns poverty headcount at $2.15/$3.65/$6.85 thresholds, Gini index, income shares by quintile/decile, and extreme poverty metrics. Use when an agent needs global poverty & inequality data, global poverty inequality data, development analysis, poverty research, inequality studies, sdg monitoring, query poverty data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Quantum Distribution Generator: Sample from probability distributions (exponential, Poisson, binomial, beta, gamma) with Monte Carlo and. Use when an agent needs quantum distribution generator, monte carlo simulations for risk analysis and option pricing, queuing theory modeling with poisson and exponential distributions, a/b testing and conversion rate analysis using binomial and beta distributions, stochastic process simulation, beta, source, count through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Text Manipulation and Converter: Manipulate text: case conversion (11 formats), whitespace handling, line operations, sorting, deduplication, wrapping, character counts. Use when an agent needs text manipulation and converter, converting variable names between programming language conventions, cleaning and normalizing imported data, meeting word or character count requirements, formatting text to specific column widths, add quotes, text, quote type through AgentPMT-hosted remote tool calls.

richfrem Bundle

Scaffolds a lean, invariant-driven agent rule following universal best practices. Enforces hard constraints, zero incident post-mortems, zero dates, zero usernames, high information density, and strict separation between rules (constraints) and skills (procedures).

richfrem Bundle

Interactively select and uninstall agent plugins and skills from the local .agents/ environment.

richfrem Bundle

Converts temperatures between Celsius and Fahrenheit for the evolution end-to-end smoke test harness.

richfrem Bundle

Zero-dependency, filesystem-native 3-Layer Memory Engine based on Google WikiSkill and Stanford graph-planning principles.

richfrem Bundle

Removes stale and orphaned entries from the RLM Summary Ledger. Use after files are deleted, renamed, or moved to keep the ledger in sync with the filesystem. <example> user: "Clean up the RLM cache after I renamed some files" assistant: "I'll use rlm-cleanup-agent to remove stale entries from the ledger." </example> <example> user: "The RLM ledger has entries for files that no longer exist" assistant: "I'll run rlm-cleanup-agent to prune orphaned entries." </example>

swaylq Bundle

知乎 AI 自媒体博主 (知乎 AI 自媒体博主 (从业者视角) — 在知乎做『AI 赛道』内容的自媒体博主，重点是**怎么写文案、怎么制作内容**。覆盖: (a) AI 赛道选题 — AI 工具实测 / 大模型解读 / prompt 工程 / AI 副业与变现 / AI 编程 / AI 行业分析 / AI 资讯解读，按知乎用户(偏高学历、理性、求深度、爱较真)重构选题; (b) 文案与内容结构(核心) — 知乎体回答/文章(开头钩子『先说结论/抛反常识/讲故事』、逻辑论证、数据与案例、分点小标题、配图与代码块、结尾升华或金句)、标题(问题型/数字型/反差型/痛点型)、专业感与『讲人话』的平衡、人设 voice、引用与举证(知乎读者吃『有理有据』); (c) 内容制作工作流 — 找问题/选题(热榜/搜索流量词/对标高赞)→搭框架(论点+论据+案例)→写初稿→配图配数据→排版→发布→盐选/付费咨询/带货沉淀; (d) AI 工具用于内容生产 — 找选题与资料(GPT/Claude/Kimi/秘塔)、写作辅助与改写、配图(即梦/MJ)、代码与图表、英文一手编译; (e) 平台机制与涨粉 — 知乎推荐算法(赞同/收藏/想法/盐值/专业徽章/搜索长尾)、热榜与问题流量、好物推荐/知乎带货、盐选专栏、创作者激励、垂直度与权重、避坑(折叠/限流/广告判定); (f) 变现(次要) — 盐选专栏 / 好物推荐带货 / 付费咨询 / 知乎知学堂引流 / 私域 / 商业合作。学派分歧: 长答案深度干货 vs 短平快蹭热榜、专业严肃 vs 故事化通俗、原创 vs 编译搬运洗稿、真人专业人设 vs AI 批量生产、回答优先 vs 文章优先、纯涨粉 vs 直奔盐选变现。不含: 通用知乎运营、电商带货全流程、其他平台(小红书/推特另有 sister skill)、AI 工具本身技术原理。) Master OS — automated mastery of 知乎 AI 自媒体博主 (从业者视角) — 在知乎做『AI 赛道』内容的自媒体博主，重点是**怎么写文案、怎么制作内容**。覆盖: (a) AI 赛道选题 — AI 工具实测 / 大模型解读 / prompt 工程 / AI 副业与变现 / AI 编程 / AI 行业分析 / AI 资讯解读，按知乎用户(偏高学历、理性、求深度、爱较真)重构选题; (b) 文案与内容结构(核心) — 知乎

wahidyankf Bundle

The docs-tutorial-maker agent's structural methodology - the seven tutorial types and coverage levels, the tutorial-specific diagram orientation override (LR default, not the general TD default), the seven-section tutorial template (frontmatter through troubleshooting), and the create/update workflows with tutorial-specific quality requirements. Use when creating or updating tutorial documentation under docs/tutorials/.

wahidyankf Bundle

Three-stage content quality workflow pattern (Maker creates, Checker validates, Fixer remediates) with detailed execution workflows. Use when working with content quality workflows, validation processes, audit reports, or implementing maker/checker/fixer agent roles.

agentpmt Bundle

Global Health & Public Health Data: Query life expectancy, mortality rates, immunization coverage, health expenditure, infectious disease. Use when an agent needs global health & public health data, healthcare demographics data, research life expectancy by country, compare infant and child mortality rates across regions, track immunization coverage trends, analyze health expenditure as percentage of gdp, query health data, country or region through AgentPMT-hosted remote tool calls.

agentpmt Bundle

Zip / Unzip - File Compression < 100MB: Compress/decompress large archives. Use when an agent needs zip / unzip file compression < 100mb, zip unzip file compression 100mb, bundling large datasets or machine learning model files into distributable zip archives, extracting bulk media uploads containing high resolution images or video assets, compressing extensive log file collections for long term storage and archival, unpacking large software distribution packages for automated deployment.

agentpmt Skill

Machine Payment Endpoint Preflight: Inspect one public HTTPS endpoint without credentials or payment. Validate the URL, make one bounded GET request, and report whether its HTTP 402 x402 or MPP payment offers are parseable and internally consistent. Return protocols, prices, currencies, networks, recipients, expiries, conflicts, and a safe next action. Never sign, pay, or broadcast a transaction. Use when an agent needs to run this published AgentPMT workflow with 2 linked tool skills, workflow.