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Comfyui Mcp Panel

mcp-artokun-comfyui-mcp-panel · by artokun

The local-first sidebar AI agent for ComfyUI — runs on your own Claude OR ChatGPT subscription (no API keys, no extra LLM costs). Drives your live graph: edits, workflows & installs in natural language. The panel UI for comfyui-mcp, the agent-native control plane for ComfyUI.

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Install

$ agentstack add mcp-artokun-comfyui-mcp-panel

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

ComfyUI Agent Panel

> ### 📦 On ComfyUI-Manager & the Comfy Registry as comfyui-agent-panel > The polished public release — native ComfyUI design system, live activity cards for every > agent edit, and multi-tab support. Search comfyui-agent-panel in ComfyUI-Manager to install, > or see the docs.

An autonomous AI agent embedded in the ComfyUI sidebar that drives your canvas — now on EITHER Claude or ChatGPT (your own subscription, no API key).

[](https://console.runpod.io/deploy?template=bnqtkvcer3&ref=dkx71w9b)  One-click GPU pod — a ready-to-run ComfyUI with this panel + comfyui-mcp + ComfyUI-Manager v2 preinstalled, on your own GPU. No setup.

Pick a provider — Claude or ChatGPT — and the matching agent runs in the background on your subscription, sees the graph you're looking at, and edits it live. Both providers reach full feature parity: the same live-canvas tools, the same model knowledge, the same one-shot workflow loads, the same cost guardrail.

Part of the comfyui-mcp project — the local-first, agent-native control plane for ComfyUI (MCP server + agent orchestrator). Full documentation at comfyui-mcp.artokun.io/docs.

Type "add a KSampler and wire it to my checkpoint" in the panel and watch nodes appear on the canvas. Every edit is undoable with Ctrl+Z.

No API keys. No extra LLM costs. The agent runs on your Claude or ChatGPT subscription — a background comfyui-mcp orchestrator the panel starts for you when you click Connect. The panel is just its window into your graph.

this panel ⇄ loopback bridge ⇄ comfyui-mcp orchestrator (background, Claude OR ChatGPT — your subscription) ⇄ your graph

Each provider runs its own orchestrator on its own loopback port (Claude on ws://127.0.0.1:9180), so you can pick a provider rather than juggle ports.

Features

| Capability | What it does | |---|---| | Pick a provider | A backend picker with Claude / ChatGPT chips — choose the agent, not a port. Switching providers starts a fresh chat (sessions aren't shared across providers) and posts a system note. | | Provider onboarding | Connect-time readiness detection per provider (CLI on PATH + a login on disk; macOS Keychain handled). An onboarding card shows only when neither provider is signed in; the panel auto-switches to a ready provider when your saved pick isn't usable (your saved preference is untouched), and a not-ready row becomes a "set up" action. | | Live-canvas building | The agent adds, wires, moves, retitles, colors, collapses, groups, and lays out nodes on the graph you're viewing — all through a fixed panel_* allowlist (no arbitrary JS), every edit undoable with Ctrl+Z. | | One-shot workflow / pack load | panel_load_workflow drops a whole graph onto the canvas in one call — load a bundled installer pack's local-GPU workflow by name without shuttling the JSON through the chat. | | Local-GPU vs paid-API awareness | Bundled packs are local/free; for ad-hoc graphs the agent checks the runtime (check_workflow_runtime) and asks before spending paid API credits. | | Installer packs + skills | The agent discovers bundled model-family skills and one-command installer packs, then applies the manifest and loads the ready workflow instead of hand-building a graph. | | Rewind & rollback | Roll back code (graph), conversation (fork the session), or both from any past message, plus /revert and double-Esc quick rewind. | | Autonomous install → restart → continue | Install custom nodes through your own ComfyUI Manager, restart ComfyUI to load them, and the panel auto-reconnects so the agent resumes its task. | | Reasoning effort + model selector | A per-provider effort/model picker — Claude's models, or ChatGPT's GPT-5-class models via Codex — moved into the model selector; a chosen effort survives a provider switch by mapping to the nearest valid level. | | Pending-message tray + reconnect durability | Queue messages while the agent is busy (edit / send-now / reorder), and reclaim a wedged orchestrator on Connect. |

Quickstart

  1. Install the pack — search comfyui-agent-panel in ComfyUI-Manager, or

git clone https://github.com/artokun/comfyui-mcp-panel into ComfyUI/custom_nodes. Restart ComfyUI; an Agent tab (💬) appears in the sidebar.

  1. Sign in to your provider once so the agent can run on your subscription (Node ≥ 22):
  • Claude (via the Claude CLI): claude (or claude setup-token)
  • ChatGPT (via the Codex CLI): codex login
  1. Open the Agent tab, pick Claude or ChatGPT in the backend picker,

and click Connect. The panel starts that provider's background orchestrator on your subscription — no API keys — and the status pill turns green.

  1. Type a request — "build a Flux txt2img graph and run it" — and watch the

edits land on your canvas. Disconnect stops the agent; nothing is ever started without your click.

Install

Via ComfyUI-Manager (recommended): search for comfyui-agent-panel and install.

Via git:

cd ComfyUI/custom_nodes
git clone https://github.com/artokun/comfyui-mcp-panel

Restart ComfyUI. A new Agent tab (💬) appears in the sidebar.

Connect

Sign in to the provider you want once so the agent can run on your subscription (Node ≥ 22):

claude        # Claude — or: claude setup-token
codex login   # ChatGPT (Codex)

Open the Agent tab, pick a provider in the backend picker (Claude / ChatGPT chips), and click Connect. The panel starts that provider's autonomous background agent — npx -y comfyui-mcp@latest connect, running on your subscription (no API keys) — and the status pill turns green. Type a request ("build a Flux txt2img graph and run it") and watch the edits land on your canvas. Disconnect stops the agent; nothing is ever started without your click.

Switching providers starts a fresh chat — conversations aren't shared across Claude and ChatGPT — and the panel tells you so. Each provider runs its own orchestrator on its own loopback port (Claude defaults to ws://127.0.0.1:9180, overridable via COMFYUI_MCP_BRIDGE_PORT), so you pick a provider rather than a port. The bridge is loopback-only. To run an orchestrator yourself, set COMFYUI_MCP_NO_AUTOSPAWN=1, launch it manually, then click Connect (the Bridge URL lives under Advanced).

Type / in the composer for commands — panel ones like /reload (pick up new code, keep the chat), /reload-ui (reload just the panel), /revert (undo the last turn's graph edits), and /restart (recover an unresponsive agent — kills the orchestrator and its child tree, starts fresh). On the Claude backend, provider slash commands (/compact, /loop, …) are available too.

What the agent can do

The agent drives the workflow you're viewing through a fixed allowlist of panel_* commands (no arbitrary JavaScript). Every graph mutation goes through LiteGraph's change tracking, so ComfyUI's native Ctrl+Z reverts an agent edit exactly like your own. Both providers expose this identical surface — the panel_* tools live in one shared definition list, registered onto the in-process Claude Agent SDK server and a loopback HTTP MCP the orchestrator hosts for the ChatGPT/Codex backend, so feature parity is automatic.

Read

| Tool | Effect | |---|---| | panel_get_graph | Read the graph you're viewing — subgraphs summarized shallowly | | panel_get_subgraph | Read inside a subgraph node's inner graph | | panel_get_errors | Read the last execution error + per-node validation errors | | panel_list_workflows | List open workflow tabs and which is active | | panel_list_nodes | List installed custom-node packs | | panel_list_mcp | List connected MCP servers | | panel_get_content_mode | Read the adult-content (NSFW) consent state |

Edit the graph (all undoable with Ctrl+Z)

| Tool | Effect | |---|---| | panel_add_node | Add a node by class_type | | panel_remove_node | Remove a node | | panel_connect / panel_disconnect | Wire / unwire slots (by name or index) | | panel_set_widget | Change a widget value (steps, cfg, prompts, …) | | panel_move_node | Move a node on the canvas | | panel_set_node_title | Rename a node's header title | | panel_clear | Remove every node — the whole wipe is one Ctrl+Z |

Subgraphs

| Tool | Effect | |---|---| | panel_select_nodes | Select nodes on the canvas (multi-selection) | | panel_create_subgraph | Group selected nodes into a subgraph ("Convert to Subgraph") | | panel_enter_subgraph | Drill into a subgraph to read/edit its inner nodes | | panel_exit_subgraph | Return to the parent / root graph |

Spatial layout — the agent sees node positions/sizes + subgraph rails and arranges the canvas

| Tool | Effect | |---|---| | panel_move_rail | Move a subgraph's input / output rail so boundary wires stay short | | panel_create_group / panel_move_group / panel_edit_group / panel_remove_group | Create, move, retitle/recolor, or delete a labeled group box | | panel_set_node_color | Color-code a node (named LiteGraph preset or hex) | | panel_set_node_collapsed | Collapse / expand a node to a title chip | | panel_screenshot | Render the canvas to a PNG so the agent can verify its own layout |

Workflow tabs

| Tool | Effect | |---|---| | panel_new_workflow | Open a fresh blank workflow in a NEW tab (never wipes the current one) | | panel_open_workflow | Switch to a workflow by path / filename | | panel_rename_workflow | Rename a workflow | | panel_close_workflow | Close a tab (refuses unsaved changes unless forced) | | panel_save_workflow | Save / save-as programmatically (no dialog pops) |

Load a whole workflow in one shot

| Tool | Effect | |---|---| | panel_load_workflow | Replace the live graph with a full workflow in one call — prefer pack: to load a bundled installer pack's local-GPU workflow without shuttling the JSON through chat. The replaced graph becomes an undo point (double-Esc / revert). |

Knowledge & cost awareness — the agent (Claude or ChatGPT) discovers bundled expertise and checks runtime cost before spending credits

| Tool | Effect | |---|---| | list_skills / read_skill | Discover and read bundled model-family + workflow skills (the same knowledge Claude loads natively, exposed to any backend) | | list_packs / read_pack_workflow | List one-command installer packs (custom nodes + weights + ready workflow; all local-GPU / free) and read a pack's graph | | list_workflow_templates | List the official ComfyUI workflow templates available on the connected server | | check_workflow_runtime | Classify a workflow as local (your GPU, free) or api / mixed / unknown (hosted API nodes = paid credits) — the agent asks before spending paid API credits |

Run & view

| Tool | Effect | |---|---| | panel_run | Queue the open workflow (same as pressing Queue Prompt) | | panel_canvas | Fit, center on a node, pan, or zoom your view |

Custom nodes — via your built-in ComfyUI Manager

| Tool | Effect | |---|---| | panel_search_nodes | Search installable node packs (the Manager's own source) | | panel_install_node | Queue a pack install (registry id or git URL) | | panel_node_queue_status | Check the Manager's install / update queue | | panel_restart_comfyui | Restart ComfyUI to load new nodes — panel auto-reconnects and the agent resumes |

MCP & session

| Tool | Effect | |---|---| | panel_add_mcp / panel_remove_mcp | Connect / remove an MCP server in your agent's MCP config (Claude or Codex) | | panel_request_secret | Securely collect an API token — the agent never sees the value | | panel_reload | Soft-reload the orchestrator (new code/tools) or the panel UI, then resume |

Working with you

| Tool | Effect | |---|---| | panel_ask | Ask you to choose between options (renders a question card, waits for your pick) | | panel_set_todo | Show a live TODO checklist in the footer tray | | panel_request_adult_consent / panel_disable_adult_mode | Toggle the 18+ NSFW consent gate |

…plus the full comfyui-mcp tool surface (queue, models, custom nodes, workflows, generation) — the agent is the MCP client, so it has everything. The headless comfyui MCP is injected into both backends (in-process for Claude; declared to codex app-server via -c mcp_servers for ChatGPT), so this surface is identical across providers.

Working in the panel

  • Rewind & rollback. Hover any past message for a ✎ edit button that

opens a modal to roll back code (the graph), conversation (fork the session), or both, then resend an edited message. Plus /revert (undo the last turn's graph edits) and double-Esc (quick last-turn rewind — revert the graph and recall the message to edit). Graph reverts use per-turn snapshots.

  • Pending-message tray. Messages sent while the agent is busy wait in a

fixed Pending tray above the downloads tray — each with edit / send-now / delete buttons. Send-now interrupts the current turn to steer it; a drag handle (≡) reorders how the agent flushes them. On dequeue a message materializes at the bottom of the chat, so it flows in the exact order the agent (Claude or ChatGPT) processes it.

  • Destructive-op confirmation. panel_clear and panel_restart_comfyui

pop a yes / no card and only act on yes.

  • Reconnect durability. A wedged orchestrator no longer strands the panel —

Connect reclaims a zombie that still holds the bridge port.

  • Richer composer attachments. Attach, drag, or paste **images, video,

workflow .json, and text files into the composer. Attachments show as expandable chips above the input (kind icon + label; click to preview the full content, × to remove), and pasted text renders inline** in the sent bubble — verbatim, exactly as if you'd typed it, rather than a raw [Pasted text #N] token.

  • Rich media metadata. When a render's media is pushed to the agent, the

executed-event note includes each output's path (subfolder-relative), file size, pixel dimensions, asset-set grouping ("output K of N from this run" + sibling filenames), render duration, and completion time — videos add format + real frame count / fps.

  • Code-block tools. Rendered fenced code blocks get a Copy button plus a

persisted global line-wrap toggle (off by default); inline code gets Copy.

  • Streamed replies in background tabs. Switching away from the ComfyUI tab

mid-turn no longer leaves an empty bubble with a stuck cursor — the reply finalizes synchronously while the tab is hidden and flushes on visibilitychange, so long pipeline runs render even if you tab away.

  • Render-stall warning. A tunable stall threshold (Settings → General;

default 180s, range 15–3600) warns when a render wedges; it's pushed live, so changing it applies without a reconnect.

Security notes

  • The bridge binds to 127.0.0.1 only — nothing is reachable from your LAN.
  • The panel executes a fixed command set; no eval, no DOM access for the agent.
  • No tokens or keys are stored anywhere in this pack.

Requirements

  • ComfyUI with a frontend exposing app.extensionManager.registerSidebarTab (any 2024+ release)
  • Node ≥ 22 for the orchestrator (npx -y comfyui-mcp@latest connect, started for you by Connect)
  • A subscription login for the provider you pick — Claude via the Claude CLI (claude) or ChatGPT via the Codex CLI (codex login). The agent

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.