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 skills add mendixlabs/mxcli --skill patterns-data-processinggit clone --depth 1 https://github.com/mendixlabs/mxcliWrote 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/skills/mendixlabs/mxcli/patterns-data-processing)<a href="https://agentmods.dev/skills/mendixlabs/mxcli/patterns-data-processing"><img src="https://agentmods.dev/badge/skills/mendixlabs/mxcli/patterns-data-processing/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mendixlabs/mxcli/patterns-data-processing"><img src="https://agentmods.dev/badge/skills/mendixlabs/mxcli/patterns-data-processing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 5.1 | $0.00051 | $0.03157 |
| Opus 5.5 | $0.00020 | $0.01263 |
| Sonnet 5.5 | $0.00010 | $0.00631 |
| Haiku 4.5 | $0.00005 | $0.00316 |
Grade A, and why
patterns-data-processing 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 2d 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 — 513 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Find it fast
sed -n '<from>,<to>p' SKILL.md one section rather than reading the file;
./mxcli syntax <topic> answers how do I write this for a fraction of either.
| lines | section |
|---|---|
| 27-106 | Loop Patterns |
| 107-199 | Retrieve by Association |
| 200-278 | Aggregate Patterns |
| 279-369 | List Operations |
| 370-413 | Batch Processing |
| 414-470 | Data Transformation |
| 471-504 | Error Handling in Loops |
| 505-512 | Best Practices |
Data Processing Patterns
Patterns for loops, aggregates, batch processing, and data transformation.
Loop Patterns
Basic Loop
mdl 1;
/**
* Process all items in a list
*/
create microflow Module.ProcessItems (
$Items: list of Module.Item
)
returns boolean
begin
declare $ProcessedCount integer = 0;
loop $item in $Items
begin
-- Process each item
change $item (ProcessedDate = [%CurrentDateTime%]);
commit $item;
set $ProcessedCount = $ProcessedCount + 1;
end loop;
log info node 'Processing' 'Processed ' + $ProcessedCount + ' items';
return true;
end;
Loop with Filtering
mdl 1;
/**
* Process only active items
*/
create microflow Module.ProcessActiveItems (
$Items: list of Module.Item
)
returns integer
begin
declare $count integer = 0;
loop $item in $Items
begin
if $item/IsActive then
-- Process active item
change $item (LastProcessed = [%CurrentDateTime%]);
commit $item;
set $count = $count + 1;
end if;
end loop;
return $count;
end;
Loop with Accumulator
mdl 1;
/**
* Calculate total value of all orders
*/
create microflow Module.CalculateOrderTotal (
$Orders: list of Module.Order
)
returns decimal
begin
declare $Total decimal = 0;
loop $Order in $Orders
begin
set $Total = $Total + $Order/Amount;
end loop;
return $Total;
end;
Retrieve by Association
Use retrieve $list from $Parent/Module.AssociationName to retrieve related objects
via association instead of a database XPath query. This is required for:
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.
- 2d ago Changed · +8 lines 88faf98697f1
- 5d ago Changed · +17 lines 9c7312156fcd
- 10d ago Changed · +19 lines dd9ac91d9ec1
- 15d ago Changed · +2 lines cbeec9032ba0
- 29d ago Changed · +31 lines e2cd6a631ce0
- 1mo ago First seen · 436 lines · 51 tokens per session scan A c476abad8380
patterns-data-processing is a skill published in the GitHub repository mendixlabs/mxcli (131 stars, last pushed yesterday), licensed Apache-2.0. It adds 51 tokens to every session and 3,157 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-03.
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