Iteration Nodes

Martha workflows support array processing through three iteration node types: for-each, filter, and reduce. These let you iterate over search results, filter matching items, and aggregate outputs — all within the visual workflow builder.

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For-Each Node

Iterates over an array, executing a body node for each item. Items are processed in configurable concurrent batches.

Configuration

Field	Required	Default	Description
source_array	Yes	—	The array to iterate over. Use a variable reference like {{steps.search.results}}.
item_variable	No	item	Name to access the current item in templates
concurrency	No	1	Max items to process in parallel per batch (capped at 20)
error_mode	No	fail_fast	fail_fast = stop on first error; any other value (e.g. collect) = gather all errors
output_key	No	results	Key name for the output array

Template Variables

Inside the for-each body, you can reference:

Variable	Description
{{foreach.item}}	The current array item
{{foreach.index}}	The current index (0-based)
{{foreach.<item_variable>}}	Same as {{foreach.item}} if item_variable is left as default

Example

Process a list of documents through an LLM summarization step:

{
  "type": "FOR_EACH",
  "config": {
    "source_array": "{{steps.search.documents}}",
    "concurrency": 3,
    "error_mode": "collect"
  }
}

Connect the for-each node to its body node using an edge with source_handle: "foreach-body". The body node receives each item and produces a result that is collected into the output array.

Error Handling

• fail_fast mode (default): Processing stops at the first error. Already-completed items are preserved in the output.
• collect mode: All items are processed. Failed items leave results and appear in errors with their index; the for-each node itself succeeds. Map results back to items through those indices.
• Agent step body: each iteration is its own step, with the id <body>[<index>] — its own attempts and evidence.

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Filter Node

Filters an array by evaluating conditions against each item. Items that match all (or any) conditions are kept.

Configuration

Field	Required	Default	Description
source_array	Yes	—	The array to filter. Use a variable reference.
conditions	Yes	—	Array of condition objects (see below)
match_mode	No	all	all = item must match every condition, any = item must match at least one
output_key	No	filtered	Key name for the filtered output array

Conditions

Each condition has three fields:

Field	Description
field	Path to the value on each item (e.g., score, metadata.category)
operator	Comparison operator (see table below)
value	Value to compare against (not needed for is_empty, is_not_empty, is_falsy, is_truthy)

Operators

Operator	Description
equals	Exact match
not_equals	Not equal
contains	Substring or element check
not_contains	Inverse of contains
greater_than	Numeric >
less_than	Numeric <
greater_or_equal	Numeric >=
less_or_equal	Numeric <=
is_empty	None, "", [], {}
is_not_empty	Inverse of is_empty
is_falsy	Empty/zero values: null, "", 0, false, [], {}
is_truthy	Inverse of is_falsy
matches_regex	Regex pattern match
starts_with	String prefix check

Example

Keep only high-scoring results:

{
  "type": "FILTER",
  "config": {
    "source_array": "{{steps.search.results}}",
    "conditions": [
      { "field": "score", "operator": "greater_than", "value": "80" },
      { "field": "status", "operator": "not_equals", "value": "archived" }
    ],
    "match_mode": "all"
  }
}

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Reduce Node

Aggregates an array into a single value using one of nine operations.

Configuration

Field	Required	Default	Description
source_array	Yes	—	The array to reduce. Use a variable reference.
operation	Yes	—	Aggregation operation (see table below)
field	Depends	—	Field path on each item (required for sum, min, max, collect_field)
output_key	No	result	Key name for the reduced output

Operations

Operation	Description	Requires field
count	Number of items in the array	No
sum	Sum of numeric field values	Yes
min	Minimum numeric field value	Yes
max	Maximum numeric field value	Yes
first	First item in the array	No
last	Last item in the array	No
concat	Concatenate string field values	Yes
collect_field	Extract a single field from all items into a new array	Yes
flatten	Flatten nested arrays into a single array	No

Example

Sum the scores of filtered results:

{
  "type": "REDUCE",
  "config": {
    "source_array": "{{steps.filter.filtered}}",
    "operation": "sum",
    "field": "score"
  }
}

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Combining Iteration Nodes

These nodes compose naturally with each other and with other workflow nodes:

• For-each → Filter → Reduce: Process items, keep matches, aggregate results
• Filter → For-each: Narrow down items before expensive per-item processing
• Choice → For-each: Only iterate when a condition is met
• For-each body = Sub-workflow: Each iteration runs a full child workflow

Example Pipeline

Search → For-Each (summarize each) → Filter (score > 80) → Reduce (count)

This processes search results through an LLM, filters for quality, and counts the keepers.