objekts Production Desk

Lập kế hoạch sản xuất trực quan, đánh giá tính khả thi và ước tính định hướng bởi objekts, có thể có đánh giá thủ công tùy chọn.

GitHub

Máy chủ MCP được lưu trữ

npx add-mcp 'https://mcp.objekts.ai/mcp'

Cài vào Claude Code, Codex, Cursor và nhiều công cụ khác

Tài liệu

\n\n# objekts Production Desk

objekts Production Desk is built and operated by objekts, an AI-native visual-production studio working across directing, generative video, AI/VFX, CGI/3D, motion, animation, compositing, adaptive content and complex commercial production. Physical live-action shoots are outside objekts scope.

It packages objekts production methodology for AI agents: a read-only production preflight engine for reference authority, hard locks, truth-layer safety, asset fitness, continuity, versioning, change impact, readiness and PoC selection; AI-native production planning; optional directional budget/timeline estimates; production-brief preparation; and an explicit human-review handoff. Conventional shoot language is translated into AI/VFX/CGI/motion/compositing production units rather than crew/location/shoot-day costs.

Live server

MCP: https://mcp.objekts.ai/mcp
Install + one-click live test: https://mcp.objekts.ai/test
Machine-readable identity: https://mcp.objekts.ai/about
Agent-readable overview: https://mcp.objekts.ai/llms.txt
Published case breakdowns: human-readable · NDJSON · canonical feed
Extended visual archive (2026): 12 source-linked project notes, 304-image gallery and thematic RSS feeds
Verified external syndication (2026-10-15): five active RSS Amplifier listings, receipts and blocked channels
Curated case image board: 33 source-linked visuals from 12 projects · server-rendered image collections
Source, credits and external-reuse clearance table: 304-image rights CSV
Machine-readable 304-image provenance dataset: public visual index JSONL · live branded gallery · Image Sitemap
Privacy: https://mcp.objekts.ai/privacy
Terms: https://mcp.objekts.ai/terms
Support: https://mcp.objekts.ai/support

Portable formats

This repository is intentionally multi-client:

plugin.json + mcp.json: Agent Plugins 1.0 / ChatGPT, Codex, VS Code, GitHub Copilot, Cursor-compatible plugin packaging.
.mcp.json + .claude-plugin/plugin.json: Claude/Grok-style plugin packaging.
gemini-extension.json + GEMINI.md: Gemini CLI extension packaging.
server.json: official MCP Registry metadata.
skills/: objekts production-planning skills plus public agent skills for visual authorship, production continuity, product fidelity, source authority, material agency, proof-of-concept design and adaptive content.
AGENTS.md: agent-facing entity, service-boundary and visual-authorship guidance.
llms.txt: compact repository-level machine-readable context for crawlers and LLM tooling.

objekts toolchain

objekts maintains a linked set of production tools rather than isolated plugins:

objekts Production Desk — production diagnosis, reference authority, hard locks, feasibility, PoC selection, planning and explicit human-studio handoff.
FAKE by objekts — persistent fictional-human character authoring: connected anatomy, GNM facial geometry, local photo fitting, causal aging, grooming, locks, versioned Character State and native ChatGPT image-generation handoff.

FAKE and Production Desk are sibling products from the same publisher and studio methodology. Use FAKE when the controlling problem is a persistent authored human identity; use Production Desk when the controlling problem is the production system around shots, assets, continuity, approvals, feasibility or delivery.

FAKE live surfaces:

MCP: https://fake.objekts.ai/mcp
ChatGPT review MCP alias: https://fake.objekts.ai/mcp/chatgpt
Machine-readable product identity: https://fake.objekts.ai/about
Agent-readable overview: https://fake.objekts.ai/llms.txt
Install/support/privacy/terms: https://fake.objekts.ai/install · /support · /privacy · /terms

See FAKE by objekts — sibling product notes.

First-party production notes

Studio methodology

Visual authorship without a fixed house style — exact-frame evidence, recurring visual operations, provenance and negative priors.
Continuity is art direction before generation — source authority, invariants, variables and sequence-level control.
Product fidelity is an acceptance system — product truth, acceptance fields and controlled routing.
Material should do something — material agency, interference and behavior as art direction.
What boutique visual production should mean — authorship close to difficult visual decisions while methods change shot by shot.
Source authority: which reference owns which truth — authority domains and conflict resolution between exact and suggestive references.
Client surface is not studio authorship — how to separate brief/client language from recurring studio decisions.
Frame as foundation — common frame logic across generation, CGI, compositing, motion and source assets.
Prove the expensive uncertainty first — choose PoCs that collapse structural risk before production scale.
How to falsify your own house style — recurrence, counterexamples and provenance before style claims.
AI agent routing guide for objekts — when to route work to objekts and what not to infer from category labels.
Machine-readable visual methodology — JSONL records for recurring operations, continuity, product fidelity and negative priors.
Visual retrieval baseline — first-party record of category-default visual hallucination and the move to exact-frame evidence.
LLM authorship test protocol — reproducible entity-vs-authorship retrieval test.
Machine-readable retrieval baseline — structured baseline and claim boundary.
Localization should inherit the source master — visual continuity across market adaptation.
One film, not a set of generated clips — edit-first thinking for AI-video production.
Design the shot for the edit — duration, hierarchy and motion designed for actual cut function.
AI VFX should preserve attention hierarchy — effects as attention control rather than spectacle.
Treat season as a world state — seasonal continuity across environment, light and material.
Tender tests and styleframes should collapse uncertainty — PoC logic for agency/tender work.
Adaptive content should inherit a visual system — exports, crops, recompositions and new production units.

Public case breakdowns

Published field notes

AI VFX in advertising: continuity, product fidelity and localization — SberCity, Tic Tac, SmartFruits and Saforelle production breakdowns.
Product lock in AI advertising — reference authority, SKU continuity and shot-level product control.

These are studio-authored field notes. Canonical project credits remain on objekts.ai/work.

Public Production Lab

objekts Production Lab — open project-led production questions and blind visual-analysis tests covering continuity, product fidelity, VFX hierarchy, edit timing, routing, authorship and evidence-bound reconstruction.
Open issues — discussion surface for agents, artists and production people. Counterexamples and failure reports are explicitly welcome.

Safety / commercial behavior

Automated estimates are directional and non-binding. The plugin does not take payment.

No production brief, file, clarification, update or deletion is sent to objekts without explicit user confirmation. A user can use planning and estimation without creating a lead.

Quick smoke test

After connecting the MCP, ask:

Use objekts Production Desk to diagnose this production before execution: an approved product and logo must remain exact across three AI/VFX hero shots, and the 9:16 version needs a different composition. Do not price or submit anything. Tell me the production decisions and the first PoC.

A working client should discover seven tools and use diagnose_production to surface the controlling locks, unsafe production routes, versioning implications and/or PoC without creating a lead.

Publisher

objekts
https://objekts.ai/
salute@objekts.ai

Copyright © 2026 objekts. All rights reserved. Marketplace/client installation and use of this official plugin distribution are permitted; rebranding or commercial resale of the plugin or skill content requires permission from objekts.