A read-only MCP server for TeamCity
29 read-only tools for TeamCity. Paste the link to a failed build, get a root-cause analysis built from the actual log lines and test failures.
writing / tag
#mcp
Designing tools that AI can actually use
The tool description is a big part of the interface. If the model can't tell when to call a tool from its description and schema, quality falls apart.
I built a read-only MCP server for Akamai
16 tools for searching CDN properties, browsing EdgeWorker code, querying DNS, and inspecting network lists. All read-only.
Read-only MCP servers
Can an AI assistant connected through MCP change your data? Only through the tools the server exposes. Where read-only is enforced, from token scopes to tool annotations, and why I build only read-only servers.
I benchmarked MCP servers in 5 languages
Python, Rust, Go, TypeScript, C#. When does the language actually matter?
Your MCP server is not an API adapter
MCP servers can cache, pre-aggregate, and transform data independently of upstream services.