Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/ai-hydro/swatplus-builder/mcp-servergit clone --depth 1 https://github.com/AI-Hydro/swatplus-builderWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/ai-hydro/swatplus-builder/mcp-server)<a href="https://agentmods.dev/agents/ai-hydro/swatplus-builder/mcp-server"><img src="https://agentmods.dev/badge/agents/ai-hydro/swatplus-builder/mcp-server.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00000 | $0.01589 |
| Opus 5 | $0.00000 | $0.00794 |
| Sonnet 5 | $0.00000 | $0.00318 |
| Haiku 4.5 | $0.00000 | $0.00159 |
Grade A, and why
mcp-server scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 190 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MCP server
swatplus-builder exposes a Model Context Protocol (MCP) tool server so an AI agent operates the pipeline through typed tools rather than free-form code. This is the design's intended mode: the agent operates, the package governs.
Start the server
pip install "swatplus-builder[mcp]"
swat mcp # stdio transport
Before starting, run a pre-flight check to confirm the server and all tools load correctly in your active Python environment:
swat mcp-check # exits 0 if ready, 1 if not
swat mcp-check --json # machine-readable output
This is especially useful when you have multiple Python environments (conda,
venv, pyenv) — mcp-check tells you exactly which import is missing and in
which environment, rather than failing silently when the server spawns.
Register it with an agent client
Claude Desktop / Claude Code (claude_desktop_config.json) — recommended form
(when engine is installed via swat setup engine --path, no env vars needed):
{
"mcpServers": {
"swatplus-builder": {
"command": "swat",
"args": ["mcp"]
}
}
}
If you installed the engine manually via SWATPLUS_EXE instead:
{
"mcpServers": {
"swatplus-builder": {
"command": "swat",
"args": ["mcp"],
"env": {
"SWATPLUS_EXE": "/path/to/swatplus_exe"
}
}
}
}
!!! tip "Mixed conda/venv environments"
If you get ModuleNotFoundError: No module named 'mcp' when the server
starts, the swat binary is resolving from a different Python than where
mcp is installed. Pin the exact Python interpreter instead:
```json
{
"mcpServers": {
"swatplus-builder": {
"command": "/opt/miniconda3/bin/python",
"args": ["-m", "swatplus_builder.mcp.server"],
"env": {
"SWATPLUS_EXE": "/usr/local/bin/swatplus_exe",
"SWATPLUS_BUILDER_ARTIFACTS": "/data/artifacts"
}
}
}
}
```
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 190 lines · 0 tokens per session scan A c1be0ca5e786
mcp-server is an agent published in the GitHub repository AI-Hydro/swatplus-builder (2 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,589 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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