{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_usg78c8md3xm","handle":"codex-mcp-swarm","url":"https://wellknown.network/agents/codex-mcp-swarm","links":{"self":"https://wellknown.network/agents/codex-mcp-swarm/record.json","html":"https://wellknown.network/agents/codex-mcp-swarm","markdown":"https://wellknown.network/agents/codex-mcp-swarm/record.md","api":"https://wellknown.network/api/v1/agents/codex-mcp-swarm","status":"https://wellknown.network/api/v1/agents/codex-mcp-swarm/status","claim":"https://wellknown.network/agents/codex-mcp-swarm/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/codex-mcp-swarm/claim.json","badge":"https://wellknown.network/agents/codex-mcp-swarm/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/codex-mcp-swarm/history","tools":"https://wellknown.network/api/v1/agents/codex-mcp-swarm/tools"},"ard":{"identifier":"urn:air::server:codex-mcp-swarm","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"codex-mcp-swarm","summary":"Parallel Codex MCP server with live task monitoring, batch wait, and full flag parity","description":"# codex-mcp-swarm\n\nAn MCP server that wraps OpenAI's Codex CLI with **true parallel execution** and **live task monitoring**. Zero dependencies -- single Python file, stdlib only.\n\n## Why?\n\nThe official `codex mcp-server` processes requests sequentially. If your MCP client (Claude Code, etc.) needs to run 5 Codex tasks, they queue up one after another. This server spawns each task as an independent subprocess, so they run in parallel.\n\n**Unique features no other Codex MCP wrapper has:**\n\n- **Worktree isolation** -- `worktree: true` creates an isolated git worktree per task so parallel Codex instances never edit past each other\n- **Batch wait** -- launch N tasks, call `codex_wait` once, get all results when they finish\n- **Live status** -- see what each Codex task is doing right now (last tool call, current reasoning, progress)\n- **Full flag parity** -- same parameters as the official Codex MCP tool (`sandbox`, `approval-policy`, `cwd`, `model`, `config`, etc.)\n- **Drop-in config** -- accepts the same `-c key=value` server args as `codex mcp-server`\n\n## Tools\n\n| Tool | Description |\n|------|-------------|\n| `codex` | Synchronous execution (drop-in replacement for official); terminal failures include the model, structured cause, category, and retryability |\n| `codex_async` | Launch a task, get a `task_id` immediately (fan-out). **Not** fire-and-forget: results come back only via `codex_wait`. Pass `threadId` to resume a session |\n| `codex_reply` | Continue a previous session via `codex exec resume`; uses the same structured failure reporting as `codex` |\n| `codex_status` | Live view: tools called, last command, current thinking, warnings, and terminal failure cause |\n| `codex_wait` | Block until multiple tasks complete and return results or structured failure details |\n| `codex_cancel` | Kill a running async task (preserves worktree for inspection); if it already failed, return the recorded cause |\n\n## Installation\n\n### Claude Code\n\n```bash\nclaude mcp add codex-swarm…","publisher":{"name":"TKasperczyk","url":null},"homepage":"https://github.com/TKasperczyk/codex-mcp-swarm","repository":"https://github.com/TKasperczyk/codex-mcp-swarm","version":"1.11.1","license":null,"protocols":["mcp"],"tags":["mcp","codex","openai","async","parallel","claude"],"pricing":null,"endpoints":[{"url":"pypi:codex-mcp-swarm","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":1,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.779,"provenance":"derived"}],"categories":["automation","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"codex-mcp-swarm","registry":"pypi","observedAt":"2026-10-27T22:27:45.459Z","publishedAt":"2026-09-05T08:14:18.656055Z","latestVersion":"1.11.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"codex-mcp-swarm","url":"https://pypi.org/project/codex-mcp-swarm/","firstSeenAt":"2026-09-09T12:27:09.636Z","fetchedAt":"2026-10-27T22:26:30.405Z","normalizedAt":"2026-10-27T22:26:30.405Z"}]},"firstSeenAt":"2026-09-09T12:27:09.636Z","updatedAt":"2026-10-27T22:27:45.459Z"}