multi-llm-orchestration

name	multi-llm-orchestration
description	Orchestrate the complete llm-cli-gateway provider surface through its local stdio MCP server. Use for parallel implementation, review, session, async-job, cache-aware prompt, and cross-LLM workflows across Claude, Codex, Gemini, Grok, Mistral, Devin, and Cursor.

Multi-LLM Orchestration

Use the local gtwy stdio MCP server as the single orchestration surface. Do not launch provider CLIs directly for implementation, review, or consensus work. In Codex the tools usually appear as mcp__gtwy__; other clients can show their short tool names.

Discover the Live Surface

Call provider_tool_capabilities before planning a cross-provider workflow and use cli_versions when behavior is unexpected. The canonical CLI provider roster has seven members:

Provider	Request tools	Important boundary
Claude	claude_request, claude_request_async	Only provider with mcp_managed.
Codex	codex_request, codex_request_async	Use sandboxMode, not fullAuto.
Gemini	gemini_request, gemini_request_async	No workingDir; Antigravity owns native MCP configuration.
Grok	grok_request, grok_request_async	Native ACP capability is also available through the gateway.
Mistral	mistral_request, mistral_request_async	Native ACP capability; programmatic default is accept-edits.
Devin	devin_request, devin_request_async	Native ACP capability; accepts flat prompt only.
Cursor	cursor_request, cursor_request_async	Native ACP capability; accepts flat prompt only.

Async tools and llm_job_* tools are absent when persistence.backend = "none". Do not invent an unavailable tool or silently change a required reviewer roster.

Configured API providers are discovered dynamically with list_models and their runtime capability data. They are not canonical local CLI providers and do not imply local workspace/worktree targeting or native ACP. Do not use one as an unannounced replacement for a required source-inspecting CLI reviewer.

Approval, Sandboxing, and Targeting

• Use approvalStrategy: "legacy" for Codex, Gemini, Grok, Mistral, Devin, and Cursor. They reject mcp_managed and approvalPolicy has no effect.
• Use mcp_managed only for a deliberately configured Claude CLI request. ACP transport does not accept mcp_managed or approvalPolicy.
• For Codex inspection, use sandboxMode: "read-only". Use sandboxMode: "workspace-write" only when code edits or write-producing tests are needed. fullAuto is deprecated shorthand.
• For local stdio calls, never use workspace_* tools merely to fix a path. Those tools are remote HTTP/OAuth administration surfaces.

Provider	Local repository targeting
Claude, Codex, Grok, Mistral	Use workingDir on a new session, or select a registered workspace explicitly or by configured default.
Gemini	No workingDir. includeDirs is auxiliary and does not select cwd. Select a registered workspace explicitly or by configured default.
Devin	Use workingDir on a new CLI session, or select a registered workspace explicitly or by configured default.
Cursor	Set workspace to the local directory or registered alias.

Managed Claude treats expanded workspace, custom workingDir, custom selectors, native continuation, and similar posture changes as approval-gated. Do not assume they are free additions to a managed request.

Explicit user-authorized full-access review orchestration

Keep the safe defaults in this skill for ordinary work. When the user explicitly requires full provider permissions and native MCP access for review, switch to the full multi-llm-review protocol. Build the exact target checkout and start node dist/index.js --transport=stdio from it. Do not use a globally installed or stale gtwy process that might run different code.

Reapply the source-verified provider-native full-access mapping on every new job. Preserve ambient provider MCP configuration, do not present gateway tool/MCP lists as a full-access grant, and do not rely on a resume to retain a new permission posture. Every reviewer receives the verification report as a corrective-program specification, the exact base and diff or exhaustive changed-file list including relevant untracked files, and persistent evidence locations. Require independent source, documentation, test, command, and MCP inspection. Accept only APPROVED_UNCONDITIONALLY, evidence-backed CHANGES_REQUIRED, or concrete BLOCKED_EXTERNAL. Set no caller caps; honor a user-required 90-second progress cadence without polling early.

Cache-Aware Prompting

Claude, Codex, Gemini, Grok, and Mistral accept promptParts:

codex_request({
  promptParts: {
    system: "Stable orchestration policy",
    tools: "Stable tool constraints",
    context: "Stable repository facts",
    task: "Implement or review the current task."
  },
  sandboxMode: "read-only",
  approvalStrategy: "legacy"
})

Use exactly one of prompt or promptParts. Devin and Cursor accept only prompt, so keep a canonical flat request for them when fanning out. Cache-state resources expose aggregate hashes and token data, not prompt text or a quality verdict.

Parallel Workflows

For independent tasks, dispatch the selected providers with the async tools, associate each call with a correlationId, and retain every job identifier. Use llm_job_status and llm_job_result through gtwy when those tools are registered. Use non-blocking waits between polls.

If async tools are absent because persistence.backend = "none", use the corresponding sync request tools. They run to completion without auto-deferral; the missing async surface does not authorize a smaller review roster.

For an implement-review-fix workflow:

1. Dispatch the implementation through an appropriate gateway provider.
2. Build and test the resulting change.
3. Dispatch every required reviewer through gtwy against the same target and revision.
4. Union findings, fix or rebut them with evidence, then re-run the required reviewer set after material changes.

Complete Review Rule

Every mandatory review prompt must require this terminal JSON verdict:

APPROVED_UNCONDITIONALLY | CHANGES_REQUIRED | BLOCKED_EXTERNAL

Do not set a review round, turn, token, price, cost, or wallclock cap. Do not use cost routing to drop a mandatory reviewer. Continue until every required reviewer returns explicit APPROVED_UNCONDITIONALLY. Conditional approval, remaining findings, inability to verify, malformed output, timeout, cancellation, or provider failure is not approval.

Stop only on explicit user cancellation or a terminal external provider failure. Record a terminal failure as BLOCKED_EXTERNAL with its exact error. Never call a partial roster or failed reviewer an unconditional approval.

Use multi-llm-consensus for a complete seven-provider gate and implement-review-fix for the detailed repair loop.

Sessions, Jobs, and Persistence

All seven providers have provider-native continuity behavior. Codex requires a real native Codex UUID and resume inherits its original working directory and sandbox posture. Do not pass a gateway-generated gw-* identifier as a native Codex sessionId.

Mistral Vibe defaults session logging to enabled. Run doctor before relying on Vibe resume and correct an explicit [session_logging] enabled = false setting. Mistral model selection is injected as VIBE_ACTIVE_MODEL because Vibe has no model CLI flag.

SQLite and Postgres persistence store jobs durably. Memory persistence is process-lifetime only and requires explicit acknowledgement. With persistence.backend = "none", sync calls run to completion and async/job tools are not registered. Do not cancel a mandatory review because it is slow.

Personal Agent Config Kit supports Claude, Codex, and Mistral only, requires durable job admission, and disables route_request and normal cross-provider validation workflows. A required seven-provider review in Kit mode is a blocker unless the user explicitly changes scope. The ordinary workingDir targeting rule does not apply to a Claude or Mistral Kit request: both reject caller-supplied workingDir before context compilation. Use explain_effective_config({workingDir:"<repo>"}) to inspect a candidate scope, then execute that Kit work through an already configured registered workspace alias or the configured default workspace. It never inherits the gateway process cwd.