AIO Agents MCP

Demand-side procurement attribution for retail grocery · 2,235 banners · 28 markets · ERP × Cloud × Procurement attribution.

Operated by GreenCore Solutions Corp.

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What this is

A live MCP server exposing GreenCore's demand-side procurement attribution dataset to AI agents.

AI agents — Claude, GPT, Gemini, Grok, Mistral — connect to mcp.gsc-cpg.com and query where a CPG product can land: which retail grocery banners run which ERP system, on which cloud, with which procurement platform, in which market.

Companion to io.github.gsc-em/a2a-mcp-cpg — supply-side catalog (rails, GTINs, signals). Together: GSC's full agentic CPG procurement surface.

MCP endpoint: https://mcp.gsc-cpg.com

Registry: io.github.gsc-em/aio-agents-mcp

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Tools

Tool	Purpose
find_banners	Find banners matching country / ERP / cloud / procurement / confidence filters.
get_market_summary	Get attribution totals + ERP / cloud / procurement breakdowns for a single market.
get_strike_targets	Return ranked list of highest-confidence agentic-ready banners.
get_agentic_readiness	Get readiness scorecard by region (% of banners with attribution).
count_attribution_coverage	Global dataset stats — totals, distinct ERPs / clouds / platforms.

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Dataset

Dimension	Coverage
Total banners	2,235
Markets	28 (18 EU + 10 LatAm)
Banners with full attribution	1,218 (54%)
Confirmed	276
Probable	210
Inferred	319
Contested	26
Distinct ERP systems	209 (SAP S/4HANA, Oracle Fusion, D365, Infor, Totvs, etc.)
Distinct clouds	105 (Azure, GCP, STACKIT, AWS, OCI, HEC, on-prem, hybrid)
Distinct procurement platforms	94 (Ariba, Coupa, Ivalua, GEP, JAGGAER, Zycus, Native, etc.)

Attribution is 6-LLM cross-validated (ChatGPT, Gemini, Copilot, Perplexity, Mistral, Grok) where possible. Confidence tiers reflect cross-LLM agreement: CONFIRMED (5-of-6 or 6-of-6), PROBABLE (partial agreement), INFERRED (corporate-parent inheritance), CONTESTED (sources disagree), UNKNOWN (no reliable attribution).

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Markets covered

EU: Germany · France · United Kingdom · Ireland · Italy · Spain · Portugal · Netherlands · Belgium · Luxembourg · Austria · Switzerland · Norway · Sweden · Denmark · Finland · Poland · Czech Republic

LatAm: Brazil · Mexico · Colombia · Chile · Argentina · Peru · Ecuador · Costa Rica + Central America · Dominican Republic · Puerto Rico + Caribbean

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Ghost Headers

Every response carries the GreenCore Ghost Header set:

X-GSC-Protocol: ACM-68000
X-GSC-Version: 1.0.0
X-GSC-Router: mcp.gsc-cpg.com
X-GSC-Role: mcp-server
X-GSC-Operator: GreenCore Solutions Corp.
X-GSC-Registry: io.github.gsc-em/aio-agents-mcp
X-MCP-Server: https://mcp.gsc-cpg.com
X-MCP-Registry: io.github.gsc-em/aio-agents-mcp
X-Agent-Access: Claude,Mistral,Gemini,Grok,OpenAI

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Architecture

github.com/gsc-em/aio-agents-mcp     ← this repo
       │
       ▼
Azure Container Apps (France Central)
  ├─ ca-aio-agents-mcp               (FastMCP server, this code)
  └─ pg-aio-agents-fr                (Postgres Flexible Server, dataset)
       │
       ▼
mcp.gsc-cpg.com                       ← public MCP endpoint

Subscription: AIO Agents (gsc-em.com tenant) Resource group: rg-aio-agents-fr Region: France Central

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Companion server

GreenCore operates two production MCP servers in the official MCP Registry:

Repository	Endpoint	Function
io.github.gsc-em/a2a-mcp-cpg	mcp.gsc-em.com	Supply side — rails, GTINs, ACM-68000 signals
io.github.gsc-em/aio-agents-mcp	mcp.gsc-cpg.com	Demand side — banner attribution, strike targets

Together they form the complete agentic CPG procurement surface: what we sell + where it lands.

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License

MIT — see LICENSE.

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Links

Name	URL
GreenCore Solutions Corp.	gsc-cpg.com
Repository	github.com/gsc-em/aio-agents-mcp
MCP Registry	io.github.gsc-em/aio-agents-mcp
Companion MCP	a2a-mcp-cpg