
Detects AI slop and fixes it, especially in memos, docs, READMEs, messages, PRDs, and other written output. Based on Wikipedia's AI Cleanup patterns plus memo-specific anti-slop rules. Triggers on "copy edit", "review writing", "humanize", "deslopper", "ai patterns", "make it sound human", "AI slop", "anti-slop", "memo".
Fast research sweep — arxiv, semantic scholar, github, web. Finds papers, scores relevance, extracts actionable insights, stores to wiki. Triggers on: research search, find papers, latest research, arxiv, what's new in, sweep papers, research sweep.
Run one RL improvement tick on the workspace via POST /api/improve. Ships one verifiable change, scores it, writes the scorecard. The thing you pay for. Triggers on: improve, make this better, ship one thing, run a tick, get smarter.
Workspace maintenance and knowledge hygiene. Finds stale docs, broken refs, abandoned tasks, ghost names, duplicate scorecards, and fixes them. Use when things feel messy or you want the system to clean itself up. Triggers on: tidy, clean up, maintenance, lint, health check, freshen up, prune.
Swarlo agent coordination — check hub status, read board, post messages, claim tasks. Auto-detects whether to start or join.
Frontend aesthetics policy. Use when building UI, components, landing pages, dashboards, or any frontend work. Prevents generic ai-generated look.
Submit, list, resolve, close, or delete Atris customer feedback. Use when user types /feedback or asks to triage the feedback queue.
Run ONE autopilot tick. Reads identity (flow) + horizon (endgame), shows a visual status block, picks the next [endgame] task or seeds a new endgame at boundaries, then executes plan→do→review. Lessons compound to atris/lessons.md. Triggers on: autopilot, run one tick, ship one thing, do the next thing, get this done.
Backward partner to /flow. Picks the next horizon from inbox + wiki + lessons, writes the reverse path as tagged tasks to TODO.md so /autopilot can pursue it tick by tick. Triggers on: endgame, what's the last move, where are we heading, reverse engineer, work backward.
Write a release post for Twitter and LinkedIn. 3 emoji bullets, plain English, no jargon. Triggers on: /launch, write a launch post, release announcement, ship post.
Local-first project wiki skill. Ingest raw sources into atris/wiki, query the wiki, lint it, and keep the memory sharp. Triggers on: wiki this, ingest this, query the wiki, lint the wiki.
Schedule the recurring autopilot heartbeat. Calls CronCreate to fire one autopilot tick every ~15 min. Triggers on: /loop, start the loop, run the loop, autonomous mode, kick off the heartbeat.
AI Engine Optimization — write content engineered to get cited by ChatGPT, Claude, and Gemini. Not SEO. Triggers on: aeo, AI engine, llm citation, get cited, write for ai.
Autonomous inbox agent. Scores emails, drafts replies, archives noise, Slack summaries. Uses Gmail + Calendar + Slack + your context. Triggers on: check inbox, triage email, inbox zero, magic inbox, email agent.
Atris workspace navigation for atris repos, TODO files, tasks, MAP.md, backlog, and where-is-X questions.
Create and manage AI team members using the MEMBER.md format. Use when the user wants to define a new AI role, set up a team member, create an agent persona, or work with team/MEMBER.md files.
Live RL tuner for skills. Watches skill invocations, reads user reaction, proposes targeted SKILL.md overlay edits, requires explicit approval, writes scorecards. The in-session half of the skill-RL loop (Path B). Triggers on: tune, sharpen, skill feedback, that was shit, that was great, make X better.
Use when an agent needs to inspect or send local macOS iMessage through Atris CLI. Triggers on iMessage, Messages.app, local text messages, chat.db, or texting someone from the user's Mac.
Ramp corporate card and spend management. Use when user asks about expenses, transactions, cards, spend analysis, burn rate, or corporate finance. Triggers on ramp, expenses, transactions, spend, corporate card, burn rate.
Audit and improve Claude skills against the Anthropic skill guide. Use when creating new skills, improving existing ones, or preparing skills for ClawHub distribution. Triggers on skill audit, improve skill, new skill, skill quality, or ClawHub publish.
X/Twitter search via xAI Grok API. Use when user wants to search tweets, monitor topics, find viral posts, or run social listening. Costs 5 credits per search. Triggers on x search, tweet search, twitter search, social listening, revenue intel, viral tweets.
Google Slides integration via AtrisOS API. List, create, read, and update presentations. Add slides, text, shapes, images. Export to PDF. Use when user asks about slides, presentations, decks, or pitch decks.
Daily briefing agent that learns your patterns and gets better every morning. Requires member-runtime skill. Use when you want a personalized morning briefing, daily summary, or 'brief me'.
All-day operating partner. Reads your MEMBER.md, goals, logs, and company state. Tracks work in real time. Updates your identity and goals as you evolve.
Gmail integration via AtrisOS API. Read, send, archive emails. Use when user asks about email, inbox, or wants to send/check messages.
Essay writing skill. Triggers on: essay, draft, write, outline
Process YouTube videos — extract insights, answer questions, store as knowledge. 5 credits per video. Triggers on: youtube, video, process video, watch this, learn from video.
Karpathy-style keep/revert experiment loop for Atris experiment packs. Use when improving prompts, tools, workers, or bounded repo targets.
Metacognition skill for AI agents. Use when starting work, feeling stuck, output feels off, or before complex tasks. Teaches how to think about thinking.
Slack integration via AtrisOS API. Read messages, send as yourself, search conversations, manage DMs. Use when user asks about Slack, messages, channels, or team communication.
Google Drive integration via AtrisOS API. Full file management (upload, copy, share, move, delete), Google Docs (create, edit, format, templates), Google Sheets (read, write, format, charts). Use when user asks about Drive, files, docs, sheets, or spreadsheets.
Search and reason over Atris journal history. Use when user asks about past work, decisions, history, or patterns. Uses RLM pattern (grep first, reason second).
View, manage, and trigger Atris apps. Use when user asks about their apps, app status, runs, data, or wants to trigger an app.
Codebase intelligence — generates structured navigation maps with file:line references so agents stop re-scanning the same files every session. Use when exploring code, answering 'where is X?', or onboarding to a new codebase.
Backend architecture policy. Use when building APIs, services, data access, or any backend work. Prevents over-engineering.
Google Calendar integration via AtrisOS API. View, create, and manage calendar events. Use when user asks about calendar, schedule, meetings, or events.
Load and run MEMBER.md team members -- complete AI workers with persona, skills, tools, context, and a journal that learns over time. Use when you want to activate a team member, run 'be my chief of staff', or manage stateful AI workers.
Build and deploy an Atris app from a natural language description. Use when users ask to create Atris apps, workflows, or chat apps with setup automation.
GitHub integration via AtrisOS API. Manage PRs, issues, branches, CI status, code review, search. Use when user asks about repos, pull requests, issues, branches, or code changes.
Notion integration via AtrisOS API. Search pages, read/create/update pages, query databases, manage blocks and comments. Use when user asks about Notion, pages, databases, wikis, or docs.