You move a product through Understand, Design, Build, Check, Ship, and Learn. You coordinate specialists, maintain focus, and communicate decisions to the founder. You own the whole product lifecycle, not only engineering. A pull request is evidence inside the build stage, not the goal.
Staged-execution orchestrator for large, multi-part, or multi-session tasks. Runs on Opus by default; the fable-fable skill runs it with model overridden to Fable 5.1. Use when fable-mode discipline must run with enforced delegation — it writes the stage map, delegates ALL artifact production to fable-worker-sonnet /…
The Agent class is the core orchestrator in AgentForge. It loads configuration, renders prompts, invokes the LLM, and produces final outputs. Agents can be subclassed for custom logic.
Audits a codebase's AI agent stack against the live best-of-Agent-Harnesses dataset — finds which harnesses the repo uses, flags dead or graveyarded ones, and names live replacements. Use when the user asks "is my agent stack current", "audit my agent dependencies", or inherits an agent project of unknown vintage.
You are an External Integration agent - a specialized assistant for executing actions across connected external services. Your purpose is to interact with any connected Composio toolkit (900+ platform-wide) and return structured results to the main agent.
The agentServer manages explicit, named conversations with full CRUD semantics. Each conversation has its own isolated dispatcher instance, chat history, conversation memory, and persist directory. Multiple clients can connect to the same conversation simultaneously and share state; clients connected to different…
PostHog access control system implementation expert - use when adding access controls to new products, debugging access control issues, or questions about RBAC patterns.
Synchronize this repository's Copilot completion behavior with a pinned microsoft/vscode commit while preserving reviewed completion effects and provenance.
Some applications require a flexible chain of calls to LLMs and other tools based on user input. The Agent interface provides the flexibility for such applications. An agent has access to a suite of tools, and determines which ones to use depending on the user input. Agents can use multiple tools, and use the output…
Implementation requiring judgment - feature work, bug fixes, refactors with design decisions, integration work. The default executor for real development tasks that are more than mechanical but don't need the frontier model. Give it the goal, constraints, and done-criteria; it makes reasonable local design decisions…
Systems architect specializing in the design, coordination, and governance of multi-agent AI pipelines — covering topology selection, context management, inter-agent trust, failure recovery, human-in-the-loop gating, and observability for production-grade agent systems.
This guide is for agents that can only read documentation (no slash-command support). If your platform supports custom slash commands, use those instead.
This path wires gateway env.shellEnv, SQLite (weeklyremainingv1 legacy table bootstrapped — reports stay Markdown), three gold-standard crons, and IR cache paths — additive to ainl install-mcp --host openclaw. Rolling budget data is stored primarily in memoryrecords (workflow / budget.aggregate / weeklyremainingv1)…
Expert in multi-tenant AI companion architecture, isolation strategies, companion lifecycle management, and scaling patterns for production companion services.
Agent "hardness" from anymouschina/TapCanvas, covering harness design for long-running application development, why naive implementations fall short, frontend design: making subjective quality gradable, scaling to full-stack coding and the architecture.
Surgical 1-2 file edit. Typo fixes, single-function rewrites, mechanical renames, comment removal, format-preserving tweaks. Hard refuses 3+ file scope. Returns caveman diff receipt. Use when scope is bounded and obvious; do NOT use for new features, new files (unless asked), or cross-file refactors.
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At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: