Skill rating

Auto-improve any OpenClaw skill using Karpathy's autoresearch loop. Runs skill repeatedly against test inputs, scores against a yes/no checklist, makes one targeted change, keeps if better, reverts if

Conduct comprehensive research independently. Find information, analyze sources, synthesize findings, and create detailed reports without human guidance.

General-purpose Coda document manager via REST API v1. Supports listing/creating/updating/deleting docs, managing tables/rows/pages, triggering automations, and exploring doc structure. Requires CODA_

Manage Microsoft 365 work/school account services (Exchange, OneDrive for Business, SharePoint) via the m365-cli command-line tool. Use for corporate email, calendar, OneDrive, SharePoint, and organiz

Send emails through the Resend API. Use when the user wants to send an email, deliver a report by email, forward generated content to an inbox, or trigger an email notification. Trigger on phrases lik

Read and query Monday.com boards, items, workspaces, and users directly via the Monday.com GraphQL API. Use when you need project/task data, board contents, or team info. Calls api.monday.com directly

腾讯云 COS 向量桶全功能管理技能。覆盖向量桶、索引、向量数据的全生命周期管理，包括创建/删除/查询向量桶、创建/管理索引、插入/查询/搜索/删除向量数据、策略管理等 16 个核心能力。Trigger phrases: vector bucket, vector index, vector search, 向量桶, 向量索引, 向量搜索, 向量存储, 插入向量, 相似度搜索, COS vecto

Audit and slim down always-loaded context files (AGENTS.md, TOOLS.md, USER.md, MEMORY.md, HEARTBEAT.md, SOUL.md, IDENTITY.md). Use when asked to reduce token usage, audit context files, optimize conte

结构化问题诊断与解决方法论。 Use when: (1) 问题原因不明需要调查/"分析一下这个问题"/"排查一下", (2) 之前的修复尝试失败了, (3) 问题涉及多个组件交互/"为什么会这样"/"调查一下原因", (4) 修改有风险或副作用/"诊断一下", (5) 用户明确要求先分析再修复。 NOT for: 明显的一行修复、错误信息清晰且有已知方案的问题、 用户说"直接修"的简单问题。

Intelligent memory layer for Clawdbot using Mem0. Provides semantic search and automatic storage of user preferences, patterns, and context across conversations. Use when (1) User explicitly says "rem

Google Indexing API tool. Use when user wants to submit URLs for Google indexing. Supports two modes: "auto-index" (fetch sitemap, diff against cache, submit new URLs) and "index-now" (submit specific

API-key-free online research via the built-in browser tool. Use this skill when web_search fails due to missing keys, and you still need web evidence.

Discover trending, must-have, and topic-specific high-value skills from ClawHub. Use when the user asks to see hot/popular/trending OpenClaw skills, wants a ranked shortlist of worth-installing skills

This skill should be used when the user asks to test OpenClaw recovery readiness, rehearse backup/restore, run a disaster-recovery drill, validate operator recovery playbooks, check restore confidence

Generate Ecto migrations from natural language or schema descriptions. Handles tables, columns, indexes, constraints, references, enums, and partitioning. Supports reversible migrations, data migratio

Generate a full Phoenix JSON API from an OpenAPI spec or natural language description. Creates contexts, Ecto schemas, migrations, controllers, JSON views/renderers, router entries, ExUnit tests with

Activate when: user asks whether their system/business/portfolio would survive a crisis; user says 'this has been fine for years but I'm nervous'; user wants to stress-test a plan against worst-case s

LinkedIn job search assistant that scrapes listings, filters by technologies and countries, and scores matches with AI. Use when the user wants to find jobs, search for job openings, look for work, jo

Run a local script to fetch current stock prices. Use the read tool to load this SKILL.md, then exec the uv run command inside it. Do NOT use sessions_spawn or web search. Triggers: stock price, share

Extract structured data from Office documents (DOCX, PPTX, XLSX, HWP, HWPX) using the Polaris AI DataInsight Doc Extract API. Use when the user wants to parse, analyze, or extract text, tables, charts

Activate when: user says 'we keep hearing about X so it must be common', 'that just happened so it's risky', 'the news is full of stories about this', 'I've seen this a lot lately so it's probable', o

How to use the internet_search tool effectively — category routing, query formulation, and multi-search strategies. Use whenever web search is needed: current events, research papers, community opinio

Plan travel price monitoring and visa or document reminders with safe, read-only guidance. Use when a user wants price drop alerts, travel checklists, or visa timelines without booking or payment acti

Development and management of the Luban CLI for MLOps. Use this skill when building or using the Luban CLI to manage experiment environments, training tasks, and online services.

Use when the user asks to create, improve, fix, or audit a README.md file, score their README, document an open source project, or set up new project docs. Provides 8-dimension 0-100 quality scoring,

Generate Excalidraw diagrams (.excalidraw files) from natural language descriptions. Use this skill whenever the user asks to create, draw, or visualize a diagram, flowchart, architecture diagram, min

Trading strategy development sandbox. User describes trading intent in natural language, agent writes a Python backtest strategy and returns results.

Persistent memory and identity continuity for AI agents. Combines Second Brain (PROOF_OF_LIFE, daily logs, long-term MEMORY.md) with SOULS session lineage. Each session absorbs the previous soul and c

Activate when: user says 'everyone is working hard but results are flat', 'where is our bottleneck', 'we keep adding capacity but throughput doesn't improve', 'backlog piling up at one stage', 'Goldra

Query TechSnif tech news intelligence via bundled CLI. Continuously updated articles across AI, Startups, Venture, and Robotics. Use when asked about tech news, AI news, startup funding, robotics, ven

Generate professional advertising images with AI models holding/wearing products. ✅ USE WHEN: - Need a person/model in the image WITH a product - Creating fashion ads, product campaigns, commercial p

MTA system train departures (NYC Subway, LIRR, Metro-North). Use when the user wants train times, schedules, or service alerts for MTA transit. Covers MTA Subway, LIRR, and Metro-North across the grea

Agent 执行循环控制。当 agent 提前停止、偏离任务、或在 headless 模式下需要执行控制时使用。不适用于工具重试（用 tool-governance）。参见 context-memory（阶段边界 handoff）、quality-verification（编辑后检查）。

Operate YouTube Music via natural language. Search songs, artists, albums, playlists, lyrics, charts, recommendations, and control playback. Browse personal library, manage playlists, rate tracks, and

Structured 8-step framework for building production AI agents. Use when designing a new AI agent, planning agent architecture, building an automated workflow, or reviewing an existing agent's design.

Define and manage cloud infrastructure with code. Use when writing Terraform, CloudFormation, or Pulumi configs, managing state, planning deployments, setting up networking/compute/storage resources,

Install and configure headless Chrome for OpenClaw browser tool in environments without root/sudo access (cloud containers, VPS, sandboxed hosts). Use when: (1) browser tool fails with No supported br

Call EngageLab WhatsApp Business REST APIs to send WhatsApp messages (template, text, image, video, audio, document, sticker), manage WABA message templates, and handle callback webhooks for delivery

Literature review paper writing assistant — guides you through the full lifecycle: (1) Systematic search using PICO/Boolean/MeSH frameworks across arXiv, Semantic Scholar, OpenAlex, CrossRef & PubMed;

Free multi-engine web search via ddgs CLI (DuckDuckGo, Google, Bing, Brave, Yandex, Yahoo, Wikipedia) + arXiv API search. No API keys required. Use when user needs web search, research paper discovery

Generate images via OpenRouter (google/gemini-2.5-flash-image) and send to Telegram. Use when user asks for AI-generated images in TG.

Send email through Proton Mail Bridge (localhost SMTP) using age-encrypted credentials. Use when setting up Proton Bridge for an agent mailbox, encrypting Bridge credentials (no 1Password), or sending

WHAT: Universal release workflow with auto-detection, multi-language changelogs, semantic versioning, and git tagging. WHEN: User wants to create a release, bump version, update changelog, push a new

Tavily AI search API integration for OpenClaw. Provides web search functionality with AI-powered summarization optimized for RAG and question answering. Use when you need web search and the default we

Measure and verify AI agent autonomy using the Agentic Verifiable Independence (AVI) framework. Use when agents need to assess their own autonomy, verify other agents' independence levels, or generate

Generate AI podcast episodes from PDFs, text, notes, and links using MagicPodcast in OpenClaw. Creates natural two-person dialogue audio, supports custom language, and returns podcast links with progr

Official skill for recognizing handwritten text from images using ZhiPu GLM-OCR API. Supports various handwriting styles, languages, and mixed handwritten/printed content. Use this skill when the user

This skill should be used when the user asks to "research web data", "scrape websites", "extract web data", "perform market research", "analyze competitors", "monitor prices", "collect product informa

Handle Tamil, Tanglish and code-mixed text messages - spoken-register replies, spelling-tolerant matching, plain-text formatting, and cultural greetings for Tamil Nadu users.

Fetch and analyze peer reviews from OpenReview for any academic paper. Use this skill when the user mentions OpenReview, asks about reviews for a paper, wants a review summary or synthesis, provides a