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diazMelgarejo
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mcp-orchestration

Routes MCP tools, Claude Skills, and parallel CLI agents to the cheapest capable layer.

Updated Mar 22, 2026
Search Tags:#claude code#parallel agents#mcp#orchestration#model routing#openclaw#ai-cli-mcp
One-click install
npx skills add https://github.com/diazMelgarejo/orama-system --skill mcp-orchestration-diazmelgarejo
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: mcp-orchestration
Source: https://github.com/diazMelgarejo/orama-system/tree/main/bin/orama-system/skills/mcp-orchestration
Command: npx skills add https://github.com/diazMelgarejo/orama-system --skill mcp-orchestration-diazmelgarejo

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires @modelcontextprotocol/sdk, zod, ai-cli-mcp, gemini-mcp-tool, and includes references (resource) components.

What problem does it solve? Configuring MCP servers across Claude Code, Codex, Gemini, and OpenClaw is error-prone, and teams waste budget by routing every task to expensive models when free or local agents would succeed. ## Core Features & Use Cases - MCP Server Setup & Debugging: Register and verify MCP servers (gemini-mcp-tool, ai-cli-mcp) in Claude Code, Claude Desktop, and OpenClaw with JSON config templates and a verification checklist. - Cost-Aware Model Routing: Route coding tasks to ClinePass, lightweight triage to the OpenRouter free-model fallback chain, local work to ollama, and reserve Gemini strictly for large-context Gemini-Analyzer use-cases. - Parallel Worker Dispatch: Use ai-cli-mcp to run background CLI agents with PID tracking, absolute workFolder paths, and human approval gates before any writes. - Use Case: When an MCP server fails to appear in /mcp or a background agent hangs, follow the troubleshooting table to fix auth, JSON parse errors, or first-run prompt issues. ## Quick Start Ask the agent to set up and verify the ai-cli-mcp and gemini-cli MCP servers in Claude Code and route a coding task to the cheapest capable model.

Frequently Asked Questions about mcp-orchestration

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I set up an MCP server in Claude Code?▼

Register the server in Claude Code MCP settings with a command like npx and args such as -y ai-cli-mcp@<PINNED_VERSION>, then verify with /mcp or claude mcp list. Always pin package versions instead of using bare @latest.

How do I run parallel AI CLI agents with ai-cli-mcp?▼

Use ai-cli-mcp's run tool to launch background CLI workers with absolute workFolder paths, then track them with wait, peek, and get_result by PID. Never let workers commit, delete, or deploy without explicit user confirmation.

When should I use Gemini versus OpenRouter free models?▼

Reserve Gemini for Gemini-Analyzer use-cases: visual diffs, whole-repo architecture mapping, multi-file stale-doc detection, and large-diff reviews. Route all other reading and triage to the OpenRouter free-model fallback chain or local ollama.

Why does my MCP server not appear in /mcp?▼

The server is usually not registered or the client was not restarted after config changes. Run /mcp and claude mcp list to confirm registration, and check for JSON parse errors caused by debug logs polluting stdout.

Why does claude -p report Not logged in after login?▼

The OAuth callback server or credential persistence likely failed inside a sandbox. Run claude auth login --claudeai outside the sandbox, then verify with claude auth status and a claude -p probe before dispatching workers.

Can OpenClaw act as both MCP server and client?▼

Yes. openclaw mcp serve exposes OpenClaw as an MCP server for Claude or Codex, while openclaw mcp set/list/unset manages its outbound registry of MCP servers like ai-cli-mcp and gemini-cli.

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