fastclaw

Integrate an application's backend with FastClaw cloud agents over the FastClaw API. Use when a project needs to chat with one or more existing FastClaw agents (agent-scope API key), or to create, update, delete and chat with agents on demand (user-scope API key) — e.g. "connect this app to FastClaw", "call my FastClaw agent from the backend", "let each user create their own agent".

Anti-detect browser automation CLI & Skills for AI agents. Use when the user needs to interact with websites with bot detection, CAPTCHAs, or anti-bot blocks, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task that requires bypassing fingerprint checks.

Execute code in multiple programming languages. Use when the user asks to run, test, or debug code in Python, JavaScript, shell, or other languages.

Analyze data, process CSV/JSON files, compute statistics, and create data visualizations. Use when the user asks about data processing, statistics, or analysis.

Create new skills for FastClaw agents. Use when the user asks to create a skill, turn a workflow into a skill, or build reusable automation. Also use when discussing skill format, structure, or best practices.

Analyze conversations to extract reusable skill patterns. Used internally by FastClaw to auto-generate skills from complex multi-step tasks.

Run this BEFORE any package install (pip / npm / apt / brew / cargo / gem / go install) you would otherwise execute via the exec tool — including when the user asks for a deliverable that needs third-party libraries (PDF generation, image processing, scrapers, dashboards, charts, OCR, audio/video, …). It searches the open agent-skill ecosystem (skills.sh) for an installable skill that already does the job; only fall back to direct package install if find-skills returns no credible match. Also covers explicit "find a skill for X" / "how do I do X" / "is there a skill that can..." requests, and any time the user expresses interest in extending agent capabilities.

Run this BEFORE any package install (pip / npm / apt / brew / cargo / gem / go install) you would otherwise execute via the exec tool — including when the user asks for a deliverable that needs third-party libraries (PDF generation, image processing, scrapers, dashboards, charts, OCR, audio/video, …). It searches the open agent-skill ecosystem (skills.sh) for an installable skill that already does the job; only fall back to direct package install if find-skills returns no credible match. Also covers explicit "find a skill for X" / "how do I do X" / "is there a skill that can..." requests, and any time the user expresses interest in extending agent capabilities.

Generate images, charts, plots, and visualizations. Use when the user asks to draw, plot, chart, visualize data, or create images.

Turn an image of a poster, flyer, menu, banner or UI screenshot into a single editable HTML file — every text line becomes real editable text, every object (a product with everything on and around it, an illustration, a logo, an icon) is cut from the background as one movable piece, and the page has a built-in editor (drag, resize, edit text, layers panel, export). Use when the user sends an image and asks to make it editable, split it into layers/components, "convert to HTML", or "拆图层 / 转成可编辑的网页".

Hand a task to the Codex CLI or Claude Code CLI installed on this machine and relay the result. Use when the user says to have / ask / tell "codex", "claude code", "cc" or a coding agent do something — draw or generate an image, write or fix code, explain a repo, answer a question. These are command-line programs on the host, not FastClaw agents, so never use message_agent for them.

Hand a task to the Codex CLI or Claude Code CLI installed on this machine and relay the result. Use when the user says to have / ask / tell "codex", "claude code", "cc" or a coding agent do something — draw or generate an image, write or fix code, explain a repo, answer a question. These are command-line programs on the host, not FastClaw agents, so never use message_agent for them.

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Translate text between languages. Use when the user asks to translate content, detect language, or work with multilingual text.

Search the web and fetch web pages. Use when the user asks to search for information, look something up, or fetch a URL.