AIO Agents MCP
Demand-side procurement attribution for retail grocery · 2,235 banners · 28 markets · ERP × Cloud × Procurement attribution.
Operated by GreenCore Solutions Corp.
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
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. |
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).
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
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
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
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.
License
MIT — see LICENSE.
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 |