Impartially PROFILE the cross-provider sub-agent fleet against the FIXED canonical 10 work-categories whenever a new model ships (or on demand). Discover every model published in the recent window by the in-scope provider families, gather ALL public benchmark scores + statistics, map them onto the fixed 10 categories, then JUDGE each model+effort pairing into per-category tier rankings (best→worst) SOLELY from the discovered research, with a recorded rationale per tier placement. Emits exactly 3 artifacts: routing-table.json (lean), routing-table-audit.json (full provenance), research-seed-sites.json (accumulating learned source list). Single-family and multi-family are both fully-supported, first-class paths; provider mix is optional. The 10 categories are immutable inputs — this skill never derives, chooses, renames, reorders, or reshuffles them. Use when a new model is released, when asked to profile new model, re-profile models, re-profile the fleet, rebalance routing, update routing table, refresh model profiles, re-run model research, regenerate routing-table.json, refresh tier rankings, or to answer "which model for X now" after a model launch. Orchestrator-only pipeline: model discovery + maximalist benchmark research, pivotal-question interview, flagship judging + merge, 3-artifact emission, 3-pass adversarial validation, and provider/seed validators + scenario routing tests. Sub-agents dispatched via mcpsubagent-mcplaunchagent; cross-family critics are available when ≥2 families are reachable.
EnglishInstall, deploy, register, or set up the subagent-mcp addon (MCP server + orchestration-mode hooks) standards-compliant across every supported vendor (currently Claude Code CLI and Codex CLI; expandable). Ships ALL parts — MCP stdio server, per-turn hooks, and directive assets — to a PERMANENT, repo-decoupled location and wires each vendor with its official mechanism. Use when asked to "install subagent-mcp", "install the mcp", "install this", "deploy subagent-mcp", "set up subagent-mcp", "add subagent-mcp to Claude/Codex", "register the addon", "globally install subagent-mcp", "reinstall/repoint subagent-mcp", or "update the subagent-mcp install". HARD RULE: never install or run the addon from a worktree, %TEMP%/TMP/tmp, Downloads, or any temporary/ephemeral path — install only to a permanent global location. Stay compliant to the official vendor specs listed in references/compliance.md.
English
AGENT SKILLS ATLASIncludes Model Profiler and Subagent MCP Installer.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Model Profiler
Impartially PROFILE the cross-provider sub-agent fleet against the FIXED canonical 10 work-categories whenever a new model ships (or on demand). Discover every model published in the recent window by the in-scope provider families, gather ALL public benchmark scores + statistics, map them onto the fixed 10 categories, then JUDGE each model+effort pairing into per-category tier rankings (best→worst) SOLELY from the discovered research, with a recorded rationale per tier placement. Emits exactly 3 artifacts: routing-table.json (lean), routing-table-audit.json (full provenance), research-seed-sites.json (accumulating learned source list). Single-family and multi-family are both fully-supported, first-class paths; provider mix is optional. The 10 categories are immutable inputs — this skill never derives, chooses, renames, reorders, or reshuffles them. Use when a new model is released, when asked to profile new model, re-profile models, re-profile the fleet, rebalance routing, update routing table, refresh model profiles, re-run model research, regenerate routing-table.json, refresh tier rankings, or to answer "which model for X now" after a model launch. Orchestrator-only pipeline: model discovery + maximalist benchmark research, pivotal-question interview, flagship judging + merge, 3-artifact emission, 3-pass adversarial validation, and provider/seed validators + scenario routing tests. Sub-agents dispatched via mcpsubagent-mcplaunchagent; cross-family critics are available when ≥2 families are reachable.
Subagent MCP Installer
Install, deploy, register, or set up the subagent-mcp addon (MCP server + orchestration-mode hooks) standards-compliant across every supported vendor (currently Claude Code CLI and Codex CLI; expandable). Ships ALL parts — MCP stdio server, per-turn hooks, and directive assets — to a PERMANENT, repo-decoupled location and wires each vendor with its official mechanism. Use when asked to "install subagent-mcp", "install the mcp", "install this", "deploy subagent-mcp", "set up subagent-mcp", "add subagent-mcp to Claude/Codex", "register the addon", "globally install subagent-mcp", "reinstall/repoint subagent-mcp", or "update the subagent-mcp install". HARD RULE: never install or run the addon from a worktree, %TEMP%/TMP/tmp, Downloads, or any temporary/ephemeral path — install only to a permanent global location. Stay compliant to the official vendor specs listed in references/compliance.md.
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
- Copy the install prompt. Use Copy install prompt above the list.
- Send it to your agent. Paste into your coding agent’s chat. Your agent reviews the source and guides the setup.
Try it with your agent
After installation, start with a request like:
Use the Model Profiler skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
- A coding agent that can access your project files and install skills.
- Your agent checks each skill’s instructions, dependencies, and permissions during setup.
- Reported license for the skills shown: Apache-2.0. The author’s terms apply.