⚡️ Speed up function apply_tweaks by 10% in PR #11804 (cherry-pick-mcp-header)

[codeflash-ai]

⚡️ This pull request contains optimizations for PR #11804

If you approve this dependent PR, these changes will be merged into the original PR branch cherry-pick-mcp-header.

This PR will be automatically closed if the original PR is merged.

---

📄 10% (0.10x) speedup for apply_tweaks in src/backend/base/langflow/processing/process.py

⏱️ Runtime : 1.28 milliseconds → 1.16 milliseconds (best of 64 runs)

📝 Explanation and details

The optimized code achieves a 10% speedup by eliminating redundant dictionary lookups in the hot loop that processes tweaks. The key optimization involves two micro-optimizations:

1. Cached function reference: The line repair = validate_and_repair_json creates a local reference to avoid repeated module attribute lookups. While this only benefits the 4 hits where field_type == "NestedDict", it demonstrates a pattern of reducing overhead in frequently-executed code paths.

2. Eliminated redundant dictionary access: The original code accessed template_data[tweak_name] multiple times per iteration (line profiler shows ~2702 hits with 444.6ns per hit = ~1.2ms just for the get("type", "") call). The optimized version stores this reference once as field_entry = template_data[tweak_name] and reuses it throughout the conditional branches. This single change eliminates thousands of redundant dictionary hash lookups and key accesses.

Looking at the line profiler data, the optimization reduces time spent on dictionary operations:

• Original: Multiple accesses to template_data[tweak_name] scattered across branches
• Optimized: One access stored as field_entry, then reused 8+ times per iteration (across value assignments in NestedDict, mcp, dict, and else branches)

With 2702 successful tweak iterations in the test workload, eliminating even a few hundred nanoseconds per lookup compounds to the observed ~120μs (10%) improvement. The optimization is most effective when:

• Large numbers of tweaks are applied (tests with 100-1000 fields show this pattern)
• Template fields exist and require type-specific processing
• The node is properly structured (not triggering early returns)

This is a classic Python performance pattern: minimize dictionary lookups in loops by caching references, which is especially impactful in data-processing pipelines where this function might be called repeatedly for multiple nodes.

✅ Correctness verification report:

Test	Status
⚙️ Existing Unit Tests	✅ 14 Passed
🌀 Generated Regression Tests	✅ 148 Passed
⏪ Replay Tests	🔘 None Found
🔎 Concolic Coverage Tests	🔘 None Found
📊 Tests Coverage	100.0%

⚙️ Click to see Existing Unit Tests

🌀 Click to see Generated Regression Tests

import pytest  # used for our unit tests
from langflow.processing.process import apply_tweaks
from lfx.processing.utils import \
    validate_and_repair_json  # used to assert NestedDict repairs


def test_missing_template_logs_warning_and_no_change(caplog):
    # Construct a node without a proper template dictionary
    node = {"id": "node-1", "data": {"node": {}}}
    # Provide some tweaks (should be ignored because template is not a dict)
    tweaks = {"any": "value"}
    # Capture warnings emitted by the function
    caplog.clear()
    apply_tweaks(node, tweaks)  # should return None and not raise


def test_code_field_cannot_be_overridden_and_logs_security_warning(caplog):
    # Node with a 'code' field present in the template
    node = {
        "id": "node-2",
        "data": {"node": {"template": {"code": {"type": "text", "value": "original"}}}},
    }
    # Attempt to override 'code' should be ignored
    tweaks = {"code": "malicious override"}
    caplog.clear()
    apply_tweaks(node, tweaks)


def test_simple_scalar_value_override_sets_value_key():
    # Field with a non-file, non-dict type should get its "value" key updated
    node = {
        "id": "node-3",
        "data": {"node": {"template": {"param": {"type": "text", "value": "old"}}}},
    }
    tweaks = {"param": 12345}
    apply_tweaks(node, tweaks)


def test_file_field_sets_file_path_key_instead_of_value():
    # File fields expect the file path to be stored under "file_path"
    node = {
        "id": "node-4",
        "data": {"node": {"template": {"input_file": {"type": "file", "file_path": "old.txt"}}}},
    }
    tweaks = {"input_file": "new_file.txt"}
    apply_tweaks(node, tweaks)
    # The file_path key should be updated
    tpl = node["data"]["node"]["template"]["input_file"]


def test_dict_field_unwraps_single_key_value_wrapper():
    # When a dict field receives {"value": ...} it should unwrap to the inner value
    node = {
        "id": "node-5",
        "data": {"node": {"template": {"cfg": {"type": "dict", "value": {"x": 1}}}}}
    }
    tweaks = {"cfg": {"value": {"a": 2}}}
    apply_tweaks(node, tweaks)


def test_dict_field_keeps_multi_key_dict_directly():
    # For dict fields with multiple keys in the tweak, the dict is set directly
    node = {
        "id": "node-6",
        "data": {"node": {"template": {"cfg": {"type": "dict", "value": {}}}}}
    }
    tweaks = {"cfg": {"a": 1, "b": 2}}
    apply_tweaks(node, tweaks)


def test_mcp_field_assigns_dict_directly_to_value():
    # mcp fields expect dict values to be set directly on "value"
    node = {
        "id": "node-7",
        "data": {"node": {"template": {"mcp_field": {"type": "mcp", "value": {}}}}}
    }
    tweaks = {"mcp_field": {"alpha": "beta"}}
    apply_tweaks(node, tweaks)


def test_nesteddict_calls_validate_and_sets_value():
    # NestedDict fields are run through validate_and_repair_json before being stored
    node = {
        "id": "node-8",
        "data": {"node": {"template": {"nested": {"type": "NestedDict", "value": {}}}}}
    }
    # Provide a value that validate_and_repair_json can process (could be string or dict)
    tweak_value = {"some": ["possibly", "invalid", "structure"]}
    tweaks = {"nested": tweak_value}
    apply_tweaks(node, tweaks)
    # The stored value must equal the output from validate_and_repair_json when called with same input
    expected = validate_and_repair_json(tweak_value)


def test_nonexistent_tweak_keys_are_ignored():
    # Tweaks that refer to keys not present in the template should be ignored
    node = {
        "id": "node-9",
        "data": {"node": {"template": {"present": {"type": "text", "value": "v"}}}}}
    tweaks = {"absent": 999, "present": "new"}  # 'absent' should be ignored, 'present' should apply
    apply_tweaks(node, tweaks)


def test_tweak_value_dict_merges_into_field_metadata_keys():
    # When tweak value is a dict and the field type isn't one of the special cases,
    # the code should merge tweak key/value pairs into the field's dict
    node = {
        "id": "node-10",
        "data": {"node": {"template": {"complex": {"type": "complex", "value": None, "existing": 1}}}}}
    tweaks = {"complex": {"newkey": "newval", "value": "v"}}
    apply_tweaks(node, tweaks)
    field = node["data"]["node"]["template"]["complex"]


def test_large_number_of_fields_apply_tweaks_efficiency_and_correctness():
    # Construct a node with 1000 template fields to test scalability
    n = 1000
    template = {}
    tweaks = {}
    for i in range(n):
        field_name = f"f{i}"
        # Use a simple type where scalar tweaks should set 'value'
        template[field_name] = {"type": "text", "value": None}
        # Prepare a corresponding tweak for each field
        tweaks[field_name] = i  # deterministic numeric value per field

    node = {"id": "node-large", "data": {"node": {"template": template}}}
    # Apply all tweaks in one call
    apply_tweaks(node, tweaks)
    tpl = node["data"]["node"]["template"]


def test_mixed_large_scale_fields_with_various_types():
    # Create 1000 fields alternating among 'text', 'file', and 'dict' types
    n = 1000
    template = {}
    tweaks = {}
    for i in range(n):
        name = f"g{i}"
        if i % 3 == 0:
            template[name] = {"type": "text", "value": None}
            tweaks[name] = f"text-{i}"
        elif i % 3 == 1:
            template[name] = {"type": "file", "file_path": None}
            tweaks[name] = f"path-{i}.bin"
        else:
            template[name] = {"type": "dict", "value": {}}
            # Use the single-key value wrapper to ensure unwrapping logic gets exercised many times
            tweaks[name] = {"value": {"wrapped": i}}

    node = {"id": "node-mixed-large", "data": {"node": {"template": template}}}
    apply_tweaks(node, tweaks)
    tpl = node["data"]["node"]["template"]
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.
#------------------------------------------------
from unittest.mock import Mock, patch

# imports
import pytest
from langflow.processing.process import apply_tweaks


def test_apply_tweaks_basic_value_override():
    """Test that a basic non-dict tweak value overwrites the template field."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param1": {"type": "str", "value": "old_value"}
                }
            }
        }
    }
    tweaks = {"param1": "new_value"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_multiple_fields():
    """Test that multiple tweaks are applied to different fields."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "field1": {"type": "str", "value": "a"},
                    "field2": {"type": "int", "value": 1},
                    "field3": {"type": "str", "value": "c"}
                }
            }
        }
    }
    tweaks = {"field1": "x", "field3": "z"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_ignores_nonexistent_fields():
    """Test that tweaks for fields not in template are silently ignored."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param1": {"type": "str", "value": "value1"}
                }
            }
        }
    }
    tweaks = {"nonexistent_field": "some_value"}
    apply_tweaks(node, tweaks)



def test_apply_tweaks_nested_dict_type():
    """Test that NestedDict fields use validate_and_repair_json."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "nested": {"type": "NestedDict", "value": {}}
                }
            }
        }
    }
    tweaks = {"nested": '{"key": "value"}'}
    with patch('lfx.processing.process.validate_and_repair_json', return_value={"key": "value"}):
        apply_tweaks(node, tweaks)


def test_apply_tweaks_mcp_field_type():
    """Test that mcp field types accept dict values directly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "mcp_field": {"type": "mcp", "value": {}}
                }
            }
        }
    }
    mcp_value = {"provider": "test"}
    tweaks = {"mcp_field": mcp_value}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_dict_field_single_key_unwrap():
    """Test that dict fields with single 'value' key are unwrapped."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "dict_field": {"type": "dict", "value": {}}
                }
            }
        }
    }
    tweaks = {"dict_field": {"value": {"actual_key": "actual_value"}}}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_dict_field_multi_key_no_unwrap():
    """Test that dict fields with multiple keys are not unwrapped."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "dict_field": {"type": "dict", "value": {}}
                }
            }
        }
    }
    tweaks = {"dict_field": {"key1": "val1", "key2": "val2"}}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_file_field_type():
    """Test that file field types map tweak values to 'file_path' key."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "file_param": {"type": "file"}
                }
            }
        }
    }
    tweaks = {"file_param": "/path/to/file.txt"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_dict_field_with_dict_value():
    """Test that dict type fields with dict values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "config": {"type": "dict"}
                }
            }
        }
    }
    config_dict = {"setting1": "val1", "setting2": "val2"}
    tweaks = {"config": config_dict}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_non_dict_value_for_dict_field():
    """Test handling of non-dict values for dict-type fields."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "dict"}
                }
            }
        }
    }
    tweaks = {"param": "string_value"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_dict_value_non_dict_field():
    """Test that dict values for non-dict fields are expanded by key."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "other_type"}
                }
            }
        }
    }
    tweaks = {"param": {"key1": "val1", "key2": "val2"}}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_empty_tweaks():
    """Test that empty tweaks dict does not modify the node."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": "original"}
                }
            }
        }
    }
    tweaks = {}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_missing_data_key():
    """Test behavior when node lacks 'data' key."""
    node = {"id": "node1"}
    tweaks = {"param": "value"}
    # Should handle gracefully without raising
    apply_tweaks(node, tweaks)


def test_apply_tweaks_missing_node_key():
    """Test behavior when 'data' lacks 'node' key."""
    node = {"id": "node1", "data": {}}
    tweaks = {"param": "value"}
    # Should handle gracefully
    apply_tweaks(node, tweaks)


def test_apply_tweaks_missing_template_key():
    """Test behavior when 'node' lacks 'template' key."""
    node = {"id": "node1", "data": {"node": {}}}
    tweaks = {"param": "value"}
    # Should handle gracefully
    apply_tweaks(node, tweaks)



def test_apply_tweaks_template_none():
    """Test behavior when template is None."""
    node = {
        "id": "node1",
        "data": {"node": {"template": None}}
    }
    tweaks = {"param": "value"}
    with patch('lfx.processing.process.logger'):
        apply_tweaks(node, tweaks)


def test_apply_tweaks_field_without_type():
    """Test handling of template fields without 'type' key."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"value": "old"}
                }
            }
        }
    }
    tweaks = {"param": "new"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_empty_string_value():
    """Test that empty string values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": "nonempty"}
                }
            }
        }
    }
    tweaks = {"param": ""}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_none_value():
    """Test that None values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": "original"}
                }
            }
        }
    }
    tweaks = {"param": None}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_numeric_values():
    """Test that numeric values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "int_param": {"type": "int", "value": 0},
                    "float_param": {"type": "float", "value": 0.0}
                }
            }
        }
    }
    tweaks = {"int_param": 42, "float_param": 3.14}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_boolean_values():
    """Test that boolean values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "bool_param": {"type": "bool", "value": False}
                }
            }
        }
    }
    tweaks = {"bool_param": True}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_list_value():
    """Test that list values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "list_param": {"type": "list", "value": []}
                }
            }
        }
    }
    tweaks = {"list_param": [1, 2, 3]}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_special_characters_in_value():
    """Test that values with special characters are preserved."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": ""}
                }
            }
        }
    }
    special_value = "!@#$%^&*()\n\t\\"
    tweaks = {"param": special_value}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_unicode_values():
    """Test that unicode values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": ""}
                }
            }
        }
    }
    unicode_value = "こんにちは世界🌍"
    tweaks = {"param": unicode_value}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_very_long_string():
    """Test that very long string values are handled correctly."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": ""}
                }
            }
        }
    }
    long_value = "x" * 10000
    tweaks = {"param": long_value}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_nested_dict_empty():
    """Test NestedDict with empty dict value."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "nested": {"type": "NestedDict", "value": {}}
                }
            }
        }
    }
    tweaks = {"nested": {}}
    with patch('lfx.processing.process.validate_and_repair_json', return_value={}):
        apply_tweaks(node, tweaks)


def test_apply_tweaks_dict_field_with_actual_value_key():
    """Test dict field where actual data has a 'value' key but dict has other keys."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "dict_field": {"type": "dict", "value": {}}
                }
            }
        }
    }
    # Legitimately a single-key dict with "value" key
    tweaks = {"dict_field": {"value": 42}}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_tweak_name_matches_code_exactly():
    """Test that only exact 'code' field name is protected."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "code": {"type": "str", "value": "original"},
                    "code_backup": {"type": "str", "value": "backup"}
                }
            }
        }
    }
    tweaks = {"code": "new", "code_backup": "new_backup"}
    with patch('lfx.processing.process.logger'):
        apply_tweaks(node, tweaks)


def test_apply_tweaks_file_field_with_dict_value():
    """Test file field type with dict value (should expand keys)."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "file_param": {"type": "file"}
                }
            }
        }
    }
    tweaks = {"file_param": {"path": "/file.txt", "mode": "r"}}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_overwrites_existing_keys():
    """Test that tweaks overwrite existing keys in the template field."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {
                        "type": "str",
                        "value": "old_value",
                        "extra_key": "extra_data"
                    }
                }
            }
        }
    }
    tweaks = {"param": "new_value"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_many_fields():
    """Test applying tweaks to node with many template fields."""
    template = {}
    tweaks = {}
    for i in range(100):
        template[f"field_{i}"] = {"type": "str", "value": f"value_{i}"}
        if i % 2 == 0:  # Apply tweaks to half the fields
            tweaks[f"field_{i}"] = f"new_value_{i}"
    
    node = {
        "id": "node1",
        "data": {"node": {"template": template}}
    }
    apply_tweaks(node, tweaks)
    
    # Verify every other field was updated
    for i in range(100):
        if i % 2 == 0:
            pass
        else:
            pass


def test_apply_tweaks_many_tweaks():
    """Test applying many tweaks to single node."""
    template = {}
    tweaks = {}
    for i in range(500):
        template[f"param_{i}"] = {"type": "str", "value": "old"}
        tweaks[f"param_{i}"] = f"new_{i}"
    
    node = {
        "id": "node1",
        "data": {"node": {"template": template}}
    }
    apply_tweaks(node, tweaks)
    
    # Verify all tweaks were applied
    for i in range(500):
        pass


def test_apply_tweaks_large_dict_values():
    """Test applying tweaks with large dictionary values."""
    large_dict = {f"key_{i}": f"value_{i}" for i in range(1000)}
    
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "config": {"type": "dict", "value": {}}
                }
            }
        }
    }
    tweaks = {"config": large_dict}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_deeply_nested_structure():
    """Test node with deeply nested structure."""
    # Create deeply nested template structure
    nested = {"template": {}}
    current = nested["template"]
    for i in range(50):
        current[f"field_{i}"] = {"type": "str", "value": f"val_{i}"}
    
    node = {
        "id": "node1",
        "data": {"node": nested}
    }
    tweaks = {"field_0": "updated"}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_repeated_operations():
    """Test applying tweaks multiple times to same node."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "param": {"type": "str", "value": "initial"}
                }
            }
        }
    }
    
    # Apply tweaks multiple times
    for i in range(100):
        tweaks = {"param": f"value_{i}"}
        apply_tweaks(node, tweaks)


def test_apply_tweaks_mcp_with_large_config():
    """Test mcp field type with large configuration dictionary."""
    large_config = {f"setting_{i}": f"value_{i}" for i in range(200)}
    
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "mcp_config": {"type": "mcp", "value": {}}
                }
            }
        }
    }
    tweaks = {"mcp_config": large_config}
    apply_tweaks(node, tweaks)


def test_apply_tweaks_mixed_field_types():
    """Test node with various field types being tweaked simultaneously."""
    node = {
        "id": "node1",
        "data": {
            "node": {
                "template": {
                    "string_field": {"type": "str", "value": ""},
                    "dict_field": {"type": "dict", "value": {}},
                    "nested_field": {"type": "NestedDict", "value": {}},
                    "mcp_field": {"type": "mcp", "value": {}},
                    "file_field": {"type": "file", "value": ""},
                    "regular_field": {"type": "custom", "value": ""}
                }
            }
        }
    }
    
    tweaks = {
        "string_field": "new_string",
        "dict_field": {"key": "val"},
        "nested_field": '{"nested": "json"}',
        "mcp_field": {"mcp": "data"},
        "file_field": "/path/to/file",
        "regular_field": "new_data"
    }
    
    with patch('lfx.processing.process.validate_and_repair_json', return_value={"nested": "json"}):
        apply_tweaks(node, tweaks)
# codeflash_output is used to check that the output of the original code is the same as that of the optimized code.

To edit these changes git checkout codeflash/optimize-pr11804-2026-02-19T00.05.50 and push.

[codecov]

Codecov Report

❌ Patch coverage is 25.80645% with 46 lines in your changes missing coverage. Please review.
✅ Project coverage is 35.19%. Comparing base (74a9197) to head (ff17026).
⚠️ Report is 464 commits behind head on main.

Files with missing lines	Patch %	Lines
src/lfx/src/lfx/base/mcp/util.py	0.00%	25 Missing ⚠️
src/lfx/src/lfx/processing/process.py	0.00%	13 Missing ⚠️
src/backend/base/langflow/processing/process.py	72.22%	5 Missing ⚠️
src/lfx/src/lfx/graph/vertex/param_handler.py	50.00%	3 Missing ⚠️

❌ Your patch status has failed because the patch coverage (25.80%) is below the target coverage (40.00%). You can increase the patch coverage or adjust the target coverage.
❌ Your project status has failed because the head coverage (42.03%) is below the target coverage (60.00%). You can increase the head coverage or adjust the target coverage.

Additional details and impacted files

@@            Coverage Diff             @@
##             main   #11815      +/-   ##
==========================================
- Coverage   35.21%   35.19%   -0.02%     
==========================================
  Files        1521     1521              
  Lines       72967    73009      +42     
  Branches    10938    10951      +13     
==========================================
+ Hits        25695    25699       +4     
- Misses      45876    45915      +39     
+ Partials     1396     1395       -1     

Flag	Coverage Δ
backend	55.67% <72.22%> (-0.01%)	⬇️
lfx	42.03% <6.81%> (-0.06%)	⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Files with missing lines	Coverage Δ
src/lfx/src/lfx/graph/vertex/param_handler.py	83.68% <50.00%> (-1.19%)	⬇️
src/backend/base/langflow/processing/process.py	77.67% <72.22%> (+1.04%)	⬆️
src/lfx/src/lfx/processing/process.py	17.07% <0.00%> (-1.52%)	⬇️
src/lfx/src/lfx/base/mcp/util.py	0.00% <0.00%> (ø)

... and 8 files with indirect coverage changes

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[ogabrielluiz]

Closing automated codeflash PR.