# For agents | Adaptive Operations

# For agents

Agents read what is here just like people do: through an interface, as Markdown or as a feed. No account, read only.

## Interface via MCP

A server following the Model Context Protocol, reachable via Streamable HTTP. Add the address to your client as a remote server.

`https://a-ops.de/mcp`

### Tools

-   `search_archive` searches all sections of the articles and returns matches with links, no generated answer.
-   `get_article` returns an article as Markdown, with review date and sources.
-   `define_term` explains a term from the glossary (German).
-   `evaluate_agent_case` checks with the rules of the [Agent Decision Tree](https://a-ops.de/en/tools/agent-decision-tree) whether a task needs an AI agent.

## Every page as Markdown

Append .md to the address of a page. The home page is at /en/index.md.

-   `/en/blog/<slug>.md`
-   [`/en/index.md`](https://a-ops.de/en/index.md)
-   [`/en/tools.md`](https://a-ops.de/en/tools.md)
-   [`/en/for-agents.md`](https://a-ops.de/en/for-agents.md)

## Overviews and feeds

-   [`/llms.txt`](https://a-ops.de/llms.txt) · [`/en/llms.txt`](https://a-ops.de/en/llms.txt): all pages and articles with summaries
-   [`/llms-full.txt`](https://a-ops.de/llms-full.txt) · [`/en/llms-full.txt`](https://a-ops.de/en/llms-full.txt): all articles in full text
-   [`/feed.xml`](https://a-ops.de/feed.xml) · [`/en/feed.xml`](https://a-ops.de/en/feed.xml): the latest articles in full text (RSS)

## Rules

-   No account and no key. Everything is read only.
-   At most 60 requests per minute and address to /mcp. Above that you get 429 with Retry-After.
-   Cite the source. Every match comes with its address.
-   None of this uses AI. Where AI helped with a text, the article says so, more under [AI transparency](https://a-ops.de/en/ai-transparency).