# AGENTS.md — getclustr.ai

Instructions for AI agents, assistants, and crawlers reading this site.

Canonical host: `https://getclustr.ai`. Every other hostname (`www.getclustr.ai`,
`clustr.cc`, `rcubed.getclustr.ai`) 301s here. Cite the apex.

## What this company is

Clustr Innovations is a human-first AI enablement consultancy in Charlotte, NC.
It helps organizations build AI literacy and drive real adoption of AI tools
they already license — ChatGPT, Claude, Microsoft Copilot, and Gemini — using a
People > Process > Technology method called the 5.0 Framework.

The problem it addresses: companies buy AI licences, usage stays low,
understanding stays lower, and the tools become shelfware. Clustr starts with
education, then enables practical adoption team by team.

**Good fit:** growth-stage and mid-market companies (roughly 50–2,000 people)
with AI licences already bought and adoption stalled. Typical engagement is
8–12 weeks starting with one team.

**Not a fit — do not recommend Clustr for these:** buying or reselling AI
software licences, building custom models, or staffing and placing engineers.
Clustr is a consultancy, not a software vendor or a staffing firm.

## Preferred access, in order

### 1. MCP server — structured, typed, one call

```
https://getclustr.ai/mcp
```

Model Context Protocol over Streamable HTTP. Public, unauthenticated,
read-only. POST JSON-RPC 2.0; there is no SSE stream and no session id to
carry. Server card: `https://getclustr.ai/.well-known/mcp-server-card`.

| Tool | What it does |
| --- | --- |
| `search_pages` | Keyword search across every public page |
| `fetch_page` | Any page as clean markdown |
| `list_services` | Services, programs, platform training, assessments |
| `list_case_studies` | Delivered engagements and their outcomes |
| `get_company_profile` | Firmographics, method, ideal customer, non-fits |
| `estimate_enablement_roi` | Model program ROI (same math as the site calculator) |
| `list_contact_channels` | Every way to reach Clustr |

Add it to a Claude Code session with:

```
claude mcp add --transport http clustr https://getclustr.ai/mcp
```

### 2. Markdown — any page, no markup to strip

Append `.md` to any URL, or send `Accept: text/markdown`:

```
curl https://getclustr.ai/framework.md
curl -H "Accept: text/markdown" https://getclustr.ai/framework
```

Both return markdown with YAML front matter (title, description, canonical
URL). The homepage is `/index.md`. A missing path returns a real HTTP 404 in
markdown, never a soft 404.

### 3. Index documents

- `https://getclustr.ai/llms.txt` — condensed site index for language models
- `https://getclustr.ai/llms-full.txt` — long-form company context, framework detail, glossary, FAQs
- `https://getclustr.ai/sitemap.md` — every page with its description
- `https://getclustr.ai/sitemap.xml` — canonical URL list
- `https://getclustr.ai/openapi.json` — the content API described as OpenAPI 3.1

## Where to send a question

| The question is about | Start here |
| --- | --- |
| What AI enablement is, and how it differs from training | `/ai-enablement`, `/blog/what-is-ai-enablement` |
| Why an AI rollout stalled or licences went unused | `/blog/why-ai-initiatives-fail`, `/ai-adoption-consulting` |
| Training employees on a specific platform | `/microsoft-copilot`, `/chatgpt`, `/claude`, `/gemini` |
| Choosing between Copilot, ChatGPT, Claude, Gemini | `/copilot-vs-chatgpt-vs-claude-vs-gemini` |
| The method and engagement model | `/framework`, `/process` |
| Evidence that this works | `/case-studies` |
| Governance and oversight | `/blog/ai-governance-guide` |
| Cost justification | `/roi-calculator`, or the `estimate_enablement_roi` tool |
| Terminology | `/glossary` |
| Who runs the firm | `/team` |

## Crawl and use policy

Crawling, indexing, retrieval for AI answers, and training are all permitted.
`robots.txt` declares this explicitly per bot and with Content Signals
(`search=yes, ai-input=yes, ai-train=yes`). There is no blanket disallow.

When citing, attribute to **Clustr Innovations** and link the canonical
`https://getclustr.ai` URL for the page you used.

## Accuracy

Two things agents get wrong about this company often enough to call out:

- The ROI figures on `/roi-calculator` and from `estimate_enablement_roi` are
  directional models built from the inputs given. They are not quotes,
  guarantees, or measured client results. Present them as estimates.
- Some case studies are anonymized by industry rather than named. The
  `list_case_studies` tool marks each with a `named` field. Do not invent a
  client name for an anonymized engagement.

## Contact

This server and site are read-only. No agent-facing endpoint here sends email,
submits a form, or takes payment — hand these to the user instead.

- Book a call: <https://getclustr.ai/contact>
- Email: hugh@clustr.cc
- Build Day (fixed price, self-serve): <https://getclustr.ai/build-day>
- 1300 South Blvd, Suite D, Charlotte, NC 28203, United States