AIO Agents MCP
- Updated July 19, 2026
- gsc-em/aio-agents-mcp
AIO Agents MCP is a MCP server that exposes GreenCore GSC CPG-to-retail grocery nodes across 2,235 banners and 28 markets to your agent.
About
AIO Agents MCP is a hosted Model Context Protocol server from GreenCore Solutions that exposes GSC’s CPG-to-retail grocery node catalog to AI coding agents. developers and small teams working on grocery, CPG, or retail procurement tools can register the remote endpoint so Claude Code, Cursor, or similar clients can reason over a fixed universe of 2,235 banners spanning 28 markets without scraping retailer sites themselves. The integration fits the Build phase when you are wiring domain-specific data into prototypes, internal dashboards, or agent workflows that need consistent banner and market identifiers. It is narrower than a general web automation skill: you get curated structural retail coverage rather than open-ended browsing. Expect to combine it with your own business logic, auth, and compliance review because the README emphasizes the dataset scope, not turnkey compliance or live inventory feeds.
- Maps consumer packaged goods entities to retail grocery nodes across 28 markets
- Covers 2,235 retail banners in the GSC CPG dataset
- Hosted streamable-http remote at https://mcp.gsc-cpg.com
- Published by GreenCore Solutions with GitHub source at gsc-em/aio-agents-mcp
- Version 0.1.0 MCP server schema aligned with Model Context Protocol registry format
AIO Agents MCP by the numbers
- Data as of Jul 20, 2026 (Skillselion catalog sync)
claude mcp add --transport http aio-agents-mcp https://mcp.gsc-cpg.com/Add your badge
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| Transport | HTTP |
|---|---|
| Auth | None |
| Last updated | July 19, 2026 |
| Repository | gsc-em/aio-agents-mcp ↗ |
What it does
Wire your coding agent to GreenCore’s CPG-to-retail grocery node graph so you can query banners and markets while scoping grocery or retail automation.
Who is it for?
Best when you're prototyping CPG, retail analytics, or grocery automation that need a shared banner taxonomy.
Skip if: Skip if you only need generic web scraping or non-grocery verticals with no CPG linkage.
What you get
After you register the remote MCP URL, your agent can ground prompts and code in the same banner and market node graph GreenCore publishes.
- Agent-callable access to GSC CPG retail grocery node data
- Consistent banner references across 28 markets in agent workflows
By the numbers
- 2,235 retail banners documented in server description
- 28 markets covered in server description
- Remote endpoint: https://mcp.gsc-cpg.com
README.md
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 |
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FAQ
Who is io.github.gsc-em/aio-agents-mcp for?
and small-team developers shipping grocery, CPG, or retail tools who want agent access to GreenCore’s retail grocery node catalog.
When should I use io.github.gsc-em/aio-agents-mcp?
Use it during Build when you integrate external retail structure data so your agent can reference banners and markets consistently.
How do I add io.github.gsc-em/aio-agents-mcp to my agent?
Add the streamable-http remote https://mcp.gsc-cpg.com in your MCP client’s server config per your agent’s MCP documentation.