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− > fmcg.network gives AI assistants real FMCG knowledge, with the official source shown on every answer. Ten checks run inside ChatGPT, Claude, Copilot or Kimi with no new software: allergens, additives and E numbers, health claims, nutrition panels, date marking, cosmetics ingredients, household and detergent labelling, novel foods, FDA and UK recalls, and supplier search. There is no language model in the answer. Each check looks it up, names the regulation or official list it came from, states− fmcg.network is a multilingual open-discovery registry and Model Context− Protocol (MCP) gateway for the FMCG industry (fast-moving consumer goods:− food, beverages, supplements, beauty, personal care, household and pet care).− FMCG domain experts publish **Business Capabilities**: versioned units of− data, decision logic and output schema. Enterprise AI clients (Claude,− ChatGPT, Microsoft Copilot, Kimi) connect once and can then discover and− execute those capabilities inside a normal chat conversation.− ## Key facts− - MCP endpoint: https://mcp.fmcg.network/mcp (OAuth 2.1 + PKCE + Dynamic Client Registration)− - Capabilities live today: 39− - Supplier dataset: 76 suppliers across DACH + PL + NL, labelled data_quality=beta− - Categories follow the GS1 Global Product Classification (GPC) standard− - Languages: en, de, fr, it, tr− - Every answer carries a data_quality label (beta | reviewed | gold)− - Every capability has a confidence threshold; below it results are flagged for− review rather than guessed− - [ChatGPT Prompts for US Food Quality Managers](https://fmcg.network/blog/chatgpt-prompts-us-food-quality-managers): ChatGPT Prompts for US Food Quality Managers as installable packages (skills + data + tools), plus AI Agents path. Live recall, nutrients, portal specs, FSMA 204. Not a prompt farm. Published 2026-09-17.− - [ChatGPT Prompts for US Food Recall Response](https://fmcg.network/blog/chatgpt-prompts-us-food-recall-response): ChatGPT Prompts for US food recall response as installable packages, plus AI Agents. Live recall-watch then /install. Not a prompt farm or legal clearance. Published 2026-09-17.− - [Claude Skills for FMCG and CPG](https://fmcg.network/blog/claude-skills-fmcg-cpg-landing): Claude Skills for FMCG and CPG as installable packages (skills + knowledge + data + tools), plus ChatGPT Prompts and AI Agents paths. Not a prompt farm. Funnel to live installs. Published 2026-09-17.− - [Claude Supply Chain, Supplier & Sourcing Skills for F&B](https://fmcg.network/blog/claude-supply-chain-supplier-sourcing-skills): Claude supply chain, supplier & sourcing skills for F&B/CPG: supplier risk & scorecard tools. Funnels to live installs & skill.md on-ramps. Published 2026-09-17.− - [Claude Claims & On-Pack Marketing Skills for CPG](https://fmcg.network/blog/claude-claims-onpack-marketing-skills): Claude claims skills & on-pack marketing skills for CPG: reverse-engineered marketing skills for food labels & health claims. Funnels to health-claim-checker. Published 2026-09-15.− - [Claude Food, F&B & CPG Skills](https://fmcg.network/blog/claude-food-fb-cpg-skills): Claude food skills, Claude F&B skills, and Claude CPG skills as a curated aisle of installable Business Capability packages (skills, knowledge, data, tools), not an email-gated prompt farm. Published 2026-09-15.− - [Claude QA, Quality & FSMA Skills for US Food](https://fmcg.network/blog/claude-qa-quality-fsma-skills): Claude QA and FSMA skills for US food plants: funnel to installable packages. Live path Recall Watch; FSMA 204, FSVP, and CAPA as labeled on-ramps until process packages ship. Published 2026-09-15.− - [Cosmetics trade marketing: Claude & Agent Skills cheat sheet](https://fmcg.network/blog/cosmetics-trade-marketing-claude-skills-cheat-sheet): What US cosmetics trade marketers install in Claude: INCI screen (EU 1223/2009), portal specs, plus labeled MoCRA/FTC/sell-in skill.md on-ramps. Not MoCRA clearance. Published 2026-09-15.− - [Top 10 Claude Skills for US Food Quality Managers](https://fmcg.network/blog/top-10-claude-skills-us-food-quality-managers): Top 10 Claude Skills for US Food Quality Managers: live recall watch, USDA nutrient lookup, portal specs, plus labeled FSMA/CAPA skill.md on-ramps. Not FSMA certification. Published 2026-09-15.+ > fmcg.network is an MCP server that gives AI assistants and agents cited regulatory and data checks for food and consumer goods, covering US nutrition, recalls, FSMA 204 and FSVP, plus EU labelling, allergens, additives and claims.+ ## What it is+ - A remote MCP (Model Context Protocol) server. No account is needed to list or run its read-only checks (20 per hour, 60 per day per network); a free sign-in lifts the limit.+ - A library of dozens of focused checks. Each check answers one compliance or data question.+ - Every answer names its source: the regulation, agency dataset or official register it came from.+ - Not a chatbot, not a law firm, not legal advice. Checks return facts and citations; final decisions stay with the user.+ ## Who it is for+ - AI agents and assistants (ChatGPT, Claude, Copilot, custom agents) that need grounded FMCG answers.+ - Developers and ops teams wiring agents into food and consumer goods workflows.+ - Regulatory affairs, QA, product development, category and procurement teams at food and beverage brands, retailers and importers.+ ## How to connect+ - MCP endpoint (Streamable HTTP): https://mcp.fmcg.network/mcp (read-only checks need no sign-in; OAuth 2.1 + PKCE + Dynamic Client Registration to lift the limit)+ - Add it as a custom connector or MCP server in your client. Setup guide: https://fmcg.network/install+ - Start with `search_checks` to find a check, `describe_check` to read its inputs, `run_check` to run it and `get_source` to cite it. `lookup_nutrients` reads USDA FoodData Central directly. The full tool list is served with `?tools=full` on the endpoint URL.+ ## Check categories+ ### United States+ - Nutrient lookup (USDA FoodData Central): nutrients per 100 g or 100 ml, and the Nutrition Facts values a brand declared per serving.+ - FDA recalls (openFDA enforcement reports): search by product, ingredient or recall reason. UK Food Standards Agency alerts via the same check.+ - FSMA 204 Food Traceability Rule (21 CFR Part 1 Subpart S): required KDEs per CTE, and validation of traceability records.+ - FSVP (21 CFR Part 1 Subpart L): foreign supplier verification documents and a gap checklist for a supplier file.+ - Audit corrective actions (SQF and BRCGS): non-conformity severity, deadlines and a CAPA plan.+ ### European Union+ - Food information to consumers (Regulation (EU) No 1169/2011): nutrition declaration, energy conversion and rounding.+ - Allergens (Annex II of Regulation (EU) No 1169/2011): mandatory declarations and processing exemptions.+ - Food additives (Regulation (EC) No 1333/2008, EFSA evaluations): E numbers, permitted uses and limits.+ - Nutrition and health claims (Regulation (EC) No 1924/2006 and the Union Register).+ - Also: novel foods, cosmetic ingredients (Regulation (EC) No 1223/2009), detergent labelling, date marking and pesticide residue limits.+ ## Citation guarantee+ - Every check response names its source. If no authoritative source is found, the check says so instead of guessing.+ - Sources are official: FDA, USDA, EUR-Lex, EFSA, the UK Food Standards Agency and European Commission registers.+ ## Key pages+ - All checks: https://fmcg.network/directory+ - Connect your AI client: https://fmcg.network/install+ - For AI agents (tools, limits, example call): https://fmcg.network/agents+ - Cited answers (US nutrition, FSMA 204, FSVP, FDA recalls): https://fmcg.network/answers+ - [ChatGPT Prompts for US Food Quality Managers](https://fmcg.network/blog/chatgpt-prompts-us-food-quality-managers): ChatGPT prompts for US food quality managers, backed by live checks: FDA recall search, USDA nutrients, retailer portal specs and FSMA 204 traceability, each with its source. Published 2026-09-17.+ - [ChatGPT Prompts for US Food Recall Response](https://fmcg.network/blog/chatgpt-prompts-us-food-recall-response): ChatGPT prompts for US food recall response, backed by a live FDA recall search that cites each enforcement report. Not legal clearance. Published 2026-09-17.+ - [Claude Skills for FMCG and CPG](https://fmcg.network/blog/claude-skills-fmcg-cpg-landing): Claude Skills for FMCG and CPG teams: cited checks for USDA nutrients, FDA recalls, retailer specs and EU labelling that run inside Claude, ChatGPT or Copilot. Published 2026-09-17.+ - [Claude Supply Chain, Supplier & Sourcing Skills for F&B](https://fmcg.network/blog/claude-supply-chain-supplier-sourcing-skills): Claude supply chain and sourcing workflows for food and CPG teams: supplier discovery and supplier scorecards built from cited data, run inside your AI assistant. Published 2026-09-17.+ - [Top 10 Claude Skills for US CPG Product Developers](https://fmcg.network/blog/top-10-claude-skills-us-cpg-product-developers): Ten AI assistant workflows for US CPG product developers: live USDA nutrient lookup, supplier discovery and retailer portal specs, each with its source cited. Not regulatory advice. Published 2026-09-17.