diff --git a/agenta-backend/agenta_backend/models/api/evaluation_model.py b/agenta-backend/agenta_backend/models/api/evaluation_model.py
index 3fd55ff9b1..ed215315b7 100644
--- a/agenta-backend/agenta_backend/models/api/evaluation_model.py
+++ b/agenta-backend/agenta_backend/models/api/evaluation_model.py
@@ -1,7 +1,7 @@
-from pydantic import BaseModel, Field
-from typing import Optional, List, Dict
-from datetime import datetime
 from enum import Enum
+from datetime import datetime
+from pydantic import BaseModel, Field
+from typing import Optional, List, Dict, Any
 
 
 class EvaluationTypeSettings(BaseModel):
@@ -19,6 +19,7 @@ class EvaluationType(str, Enum):
     auto_ai_critique = "auto_ai_critique"
     human_a_b_testing = "human_a_b_testing"
     human_scoring = "human_scoring"
+    custom_code_run = "custom_code_run"
 
 
 class EvaluationStatusEnum(str, Enum):
@@ -33,6 +34,9 @@ class Evaluation(BaseModel):
     status: str
     evaluation_type: EvaluationType
     evaluation_type_settings: Optional[EvaluationTypeSettings]
+    custom_code_evaluation_id: Optional[
+        str
+    ]  # will be added when running custom code evaluation
     llm_app_prompt_template: Optional[str]
     variants: Optional[List[str]]
     app_name: str
@@ -70,13 +74,21 @@ class EvaluationScenario(BaseModel):
 class EvaluationScenarioUpdate(BaseModel):
     vote: Optional[str]
     score: Optional[str]
+    correct_answer: Optional[str]  # will be used when running custom code evaluation
     outputs: List[EvaluationScenarioOutput]
     evaluation_prompt_template: Optional[str]
     open_ai_key: Optional[str]
 
 
+class EvaluationScenarioScoreUpdate(BaseModel):
+    score: float
+
+
 class NewEvaluation(BaseModel):
     evaluation_type: EvaluationType
+    custom_code_evaluation_id: Optional[
+        str
+    ]  # will be added when running custom code evaluation
     evaluation_type_settings: Optional[EvaluationTypeSettings]
     app_name: str
     variants: List[str]
@@ -90,5 +102,40 @@ class DeleteEvaluation(BaseModel):
     evaluations_ids: List[str]
 
 
+class CreateCustomEvaluation(BaseModel):
+    evaluation_name: str
+    python_code: str
+    app_name: str
+
+
+class CustomEvaluationOutput(BaseModel):
+    id: str
+    app_name: str
+    evaluation_name: str
+    created_at: datetime
+
+
+class CustomEvaluationDetail(BaseModel):
+    id: str
+    app_name: str
+    evaluation_name: str
+    python_code: str
+    created_at: datetime
+    updated_at: datetime
+
+
+class CustomEvaluationNames(BaseModel):
+    id: str
+    evaluation_name: str
+
+
+class ExecuteCustomEvaluationCode(BaseModel):
+    inputs: List[Dict[str, Any]]
+    app_name: str
+    variant_name: str
+    correct_answer: str
+    outputs: List[Dict[str, Any]]
+
+
 class EvaluationWebhook(BaseModel):
     score: float
diff --git a/agenta-backend/agenta_backend/models/db_models.py b/agenta-backend/agenta_backend/models/db_models.py
index 343c66ab05..f2caccccc1 100644
--- a/agenta-backend/agenta_backend/models/db_models.py
+++ b/agenta-backend/agenta_backend/models/db_models.py
@@ -86,6 +86,7 @@ class EvaluationScenarioOutput(EmbeddedModel):
 class EvaluationDB(Model):
     status: str
     evaluation_type: str
+    custom_code_evaluation_id: Optional[str]
     evaluation_type_settings: EvaluationTypeSettings
     llm_app_prompt_template: str
     variants: List[str]
@@ -115,6 +116,18 @@ class Config:
         collection = "evaluation_scenarios"
 
 
+class CustomEvaluationDB(Model):
+    evaluation_name: str
+    python_code: str
+    app_name: str
+    user: UserDB = Reference()
+    created_at: Optional[datetime] = Field(default=datetime.utcnow())
+    updated_at: Optional[datetime] = Field(default=datetime.utcnow())
+
+    class Config:
+        collection = "custom_evaluations"
+
+
 class TestSetDB(Model):
     name: str
     app_name: str
diff --git a/agenta-backend/agenta_backend/routers/evaluation_router.py b/agenta-backend/agenta_backend/routers/evaluation_router.py
index 0c6b9e2db5..5571edc2c5 100644
--- a/agenta-backend/agenta_backend/routers/evaluation_router.py
+++ b/agenta-backend/agenta_backend/routers/evaluation_router.py
@@ -1,22 +1,31 @@
 import os
+import random
 from bson import ObjectId
 from datetime import datetime
 from typing import List, Optional
-import random
 
+from fastapi.responses import JSONResponse
 from fastapi import HTTPException, APIRouter, Body, Depends
 
+from agenta_backend.services.helpers import format_inputs, format_outputs
 from agenta_backend.models.api.evaluation_model import (
+    CustomEvaluationNames,
     Evaluation,
     EvaluationScenario,
+    CustomEvaluationOutput,
+    CustomEvaluationDetail,
+    EvaluationScenarioScoreUpdate,
     EvaluationScenarioUpdate,
+    ExecuteCustomEvaluationCode,
     NewEvaluation,
     DeleteEvaluation,
     EvaluationType,
+    CreateCustomEvaluation,
     EvaluationUpdate,
     EvaluationWebhook,
 )
 from agenta_backend.services.results_service import (
+    fetch_average_score_for_custom_code_run,
     fetch_results_for_human_a_b_testing_evaluation,
     fetch_results_for_auto_exact_match_evaluation,
     fetch_results_for_auto_similarity_match_evaluation,
@@ -26,10 +35,17 @@
 )
 from agenta_backend.services.evaluation_service import (
     UpdateEvaluationScenarioError,
+    fetch_custom_evaluation_names,
+    fetch_custom_evaluations,
+    fetch_custom_evaluation_detail,
+    get_evaluation_scenario_score,
     update_evaluation_scenario,
+    update_evaluation_scenario_score,
     update_evaluation,
     create_new_evaluation,
     create_new_evaluation_scenario,
+    create_custom_code_evaluation,
+    execute_custom_code_evaluation,
 )
 from agenta_backend.services.db_manager import engine, query, get_user_object
 from agenta_backend.models.db_models import EvaluationDB, EvaluationScenarioDB
@@ -213,6 +229,60 @@ async def update_evaluation_scenario_router(
         raise HTTPException(status_code=500, detail=str(e)) from e
 
 
+@router.get("/evaluation_scenario/{evaluation_scenario_id}/score")
+async def get_evaluation_scenario_score_router(
+    evaluation_scenario_id: str,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """Get the s
+
+    Args:
+        evaluation_scenario_id (str): _description_
+        stoken_session (SessionContainer, optional): _description_. Defaults to Depends(verify_session()).
+
+    Raises:
+        HTTPException: _description_
+        HTTPException: _description_
+        HTTPException: _description_
+
+    Returns:
+        _type_: _description_
+    """
+
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+    scenario_score = await get_evaluation_scenario_score(
+        evaluation_scenario_id, **kwargs
+    )
+    return scenario_score
+
+
+@router.put("/evaluation_scenario/{evaluation_scenario_id}/score")
+async def update_evaluation_scenario_score_router(
+    evaluation_scenario_id: str,
+    payload: EvaluationScenarioScoreUpdate,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """Updates evaluation scenario score
+
+    Args:
+        evaluation_scenario_id (str): the evaluation scenario to update
+        score (float): the value to update
+
+    Raises:
+        HTTPException: server error if evaluation update went wrong
+    """
+
+    try:
+        # Get user and organization id
+        kwargs: dict = await get_user_and_org_id(stoken_session)
+        return await update_evaluation_scenario_score(
+            evaluation_scenario_id, payload.score, **kwargs
+        )
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e)) from e
+
+
 @router.get("/", response_model=List[Evaluation])
 async def fetch_list_evaluations(
     app_name: Optional[str] = None,
@@ -238,6 +308,7 @@ async def fetch_list_evaluations(
             id=str(evaluation.id),
             status=evaluation.status,
             evaluation_type=evaluation.evaluation_type,
+            custom_code_evaluation_id=evaluation.custom_code_evaluation_id,
             evaluation_type_settings=evaluation.evaluation_type_settings,
             llm_app_prompt_template=evaluation.llm_app_prompt_template,
             variants=evaluation.variants,
@@ -275,6 +346,7 @@ async def fetch_evaluation(
             id=str(evaluation.id),
             status=evaluation.status,
             evaluation_type=evaluation.evaluation_type,
+            custom_code_evaluation_id=evaluation.custom_code_evaluation_id,
             evaluation_type_settings=evaluation.evaluation_type_settings,
             llm_app_prompt_template=evaluation.llm_app_prompt_template,
             variants=evaluation.variants,
@@ -386,6 +458,147 @@ async def fetch_results(
         results = await fetch_results_for_auto_ai_critique(evaluation_id)
         return {"results_data": results}
 
+    elif evaluation.evaluation_type == EvaluationType.custom_code_run:
+        results = await fetch_average_score_for_custom_code_run(evaluation_id)
+        return {"avg_score": results}
+
+
+@router.post("/custom_evaluation/")
+async def create_custom_evaluation(
+    custom_evaluation_payload: CreateCustomEvaluation,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """Create evaluation with custom python code.
+
+    Args:
+        \n custom_evaluation_payload (CreateCustomEvaluation): the required payload
+    """
+
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+
+    # create custom evaluation in database
+    evaluation_id = await create_custom_code_evaluation(
+        custom_evaluation_payload, **kwargs
+    )
+
+    return JSONResponse(
+        {
+            "status": "success",
+            "message": "Evaluation created successfully.",
+            "evaluation_id": evaluation_id,
+        },
+        status_code=200,
+    )
+
+
+@router.get(
+    "/custom_evaluation/list/{app_name}",
+    response_model=List[CustomEvaluationOutput],
+)
+async def list_custom_evaluations(
+    app_name: str,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """List the custom code evaluations for a given app.
+
+    Args:
+        app_name (str): the name of the app
+
+    Returns:
+        List[CustomEvaluationOutput]: a list of custom evaluation
+    """
+
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+
+    # Fetch custom evaluations from database
+    evaluations = await fetch_custom_evaluations(app_name, **kwargs)
+    return evaluations
+
+
+@router.get(
+    "/custom_evaluation/{id}",
+    response_model=CustomEvaluationDetail,
+)
+async def get_custom_evaluation(
+    id: str,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """Get the custom code evaluation detail.
+
+    Args:
+        id (str): the id of the custom evaluation
+
+    Returns:
+        CustomEvaluationDetail: Detail of the custom evaluation
+    """
+
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+
+    # Fetch custom evaluations from database
+    evaluation = await fetch_custom_evaluation_detail(id, **kwargs)
+    return evaluation
+
+
+@router.get(
+    "/custom_evaluation/{app_name}/names/",
+    response_model=List[CustomEvaluationNames],
+)
+async def get_custom_evaluation_names(
+    app_name: str, stoken_session: SessionContainer = Depends(verify_session())
+):
+    """Get the names of custom evaluation for a given app.
+
+    Args:
+        app_name (str): the name of the app the evaluation belongs to
+
+    Returns:
+        List[CustomEvaluationNames]: the list of name of custom evaluations
+    """
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+
+    custom_eval_names = await fetch_custom_evaluation_names(app_name, **kwargs)
+    return custom_eval_names
+
+
+@router.post(
+    "/custom_evaluation/execute/{evaluation_id}/",
+)
+async def execute_custom_evaluation(
+    evaluation_id: str,
+    payload: ExecuteCustomEvaluationCode,
+    stoken_session: SessionContainer = Depends(verify_session()),
+):
+    """Execute a custom evaluation code.
+
+    Args:
+        evaluation_id (str): the custom evaluation id
+        payload (ExecuteCustomEvaluationCode): the required payload
+
+    Returns:
+        float: the result of the evaluation custom code
+    """
+
+    # Get user and organization id
+    kwargs: dict = await get_user_and_org_id(stoken_session)
+
+    # Execute custom code evaluation
+    formatted_inputs = format_inputs(payload.inputs)
+    formatted_outputs = format_outputs(payload.outputs)
+    result = await execute_custom_code_evaluation(
+        evaluation_id,
+        payload.app_name,
+        formatted_outputs[payload.variant_name],  # gets the output of the app variant
+        payload.correct_answer,
+        payload.variant_name,
+        formatted_inputs,
+        **kwargs,
+    )
+    return result
+
 
 @router.post("/webhook_example_fake", response_model=EvaluationWebhook)
 async def webhook_example_fake():
diff --git a/agenta-backend/agenta_backend/services/evaluation_service.py b/agenta-backend/agenta_backend/services/evaluation_service.py
index 909ddbfeed..4f25d4e942 100644
--- a/agenta-backend/agenta_backend/services/evaluation_service.py
+++ b/agenta-backend/agenta_backend/services/evaluation_service.py
@@ -1,25 +1,32 @@
-from typing import Dict
 from bson import ObjectId
 from datetime import datetime
+from typing import Dict, List, Any
 
 from fastapi import HTTPException
 
 from agenta_backend.models.api.evaluation_model import (
+    CustomEvaluationNames,
     Evaluation,
     EvaluationScenario,
+    CustomEvaluationOutput,
+    CustomEvaluationDetail,
     EvaluationType,
     NewEvaluation,
     EvaluationScenarioUpdate,
+    CreateCustomEvaluation,
     EvaluationUpdate,
 )
+from agenta_backend.services.security.sandbox import execute_code_safely
 from agenta_backend.services.db_manager import engine, query, get_user_object
 from agenta_backend.models.db_models import (
+    AppVariantDB,
     EvaluationDB,
     EvaluationScenarioDB,
     TestSetDB,
     EvaluationTypeSettings,
     EvaluationScenarioInput,
     EvaluationScenarioOutput,
+    CustomEvaluationDB,
 )
 
 from langchain.chains import LLMChain
@@ -60,6 +67,7 @@ async def create_new_evaluation(payload: NewEvaluation, **kwargs: dict) -> Dict:
     eval_instance = EvaluationDB(
         status=payload.status,
         evaluation_type=payload.evaluation_type,
+        custom_code_evaluation_id=payload.custom_code_evaluation_id,
         evaluation_type_settings=evaluation_type_settings,
         llm_app_prompt_template=payload.llm_app_prompt_template,
         variants=payload.variants,
@@ -248,6 +256,10 @@ async def update_evaluation_scenario(
         new_evaluation_set["score"] = evaluation_scenario_dict["score"]
     elif evaluation_type == EvaluationType.human_a_b_testing:
         new_evaluation_set["vote"] = evaluation_scenario_dict["vote"]
+    elif evaluation_type == EvaluationType.custom_code_run:
+        new_evaluation_set["correct_answer"] = evaluation_scenario_dict[
+            "correct_answer"
+        ]
     elif evaluation_type == EvaluationType.auto_ai_critique:
         current_evaluation_scenario = await engine.find_one(
             EvaluationScenarioDB, query_expression_eval_scen
@@ -321,6 +333,60 @@ async def update_evaluation_scenario(
     raise UpdateEvaluationScenarioError("Failed to create evaluation_scenario")
 
 
+async def update_evaluation_scenario_score(
+    evaluation_scenario_id: str, score: float, **kwargs: dict
+) -> None:
+    """Update the score of the provided evaluation scenario.
+
+    Args:
+        evaluation_scenario_id (str): the evaluation scenario to update
+        score (float): the value to update
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(
+        EvaluationScenarioDB.id, ObjectId(evaluation_scenario_id)
+    ) & query.eq(EvaluationScenarioDB.user, user.id)
+
+    # Find evaluation scenario if it meets with the query expression
+    evaluation_scenario = await engine.find_one(EvaluationScenarioDB, query_expression)
+    evaluation_scenario.score = score
+
+    # Save the evaluation scenario
+    await engine.save(evaluation_scenario)
+
+
+async def get_evaluation_scenario_score(
+    evaluation_scenario_id: str, **kwargs: dict
+) -> Dict[str, str]:
+    """Get the evaluation scenario score
+
+    Args:
+        scenario_id (str): the evaluation scenario score
+
+    Returns:
+        Dict[str, str]: scenario id and score
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(
+        EvaluationScenarioDB.id, ObjectId(evaluation_scenario_id)
+    ) & query.eq(EvaluationScenarioDB.user, user.id)
+
+    # Find evaluation scenario if it meets with the query expression
+    evaluation_scenario = await engine.find_one(EvaluationScenarioDB, query_expression)
+    return {
+        "scenario_id": str(evaluation_scenario.id),
+        "score": evaluation_scenario.score,
+    }
+
+
 def evaluate_with_ai_critique(
     llm_app_prompt_template: str,
     llm_app_inputs: dict,
@@ -415,3 +481,201 @@ def extend_with_correct_answer(evaluation_type: EvaluationType, row: dict):
         if row["correct_answer"]:
             correct_answer["correct_answer"] = row["correct_answer"]
     return correct_answer
+
+
+async def create_custom_code_evaluation(
+    payload: CreateCustomEvaluation, **kwargs: dict
+) -> str:
+    """Save the custom evaluation code in the database.
+
+    Args:
+        payload (CreateCustomEvaluation): the required payload
+
+    Returns:
+        str: the custom evaluation id
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Initialize custom evaluation instance
+    custom_eval = CustomEvaluationDB(**payload.dict(), user=user)
+
+    await engine.save(custom_eval)
+    return str(custom_eval.id)
+
+
+async def execute_custom_code_evaluation(
+    evaluation_id: str,
+    app_name: str,
+    output: str,
+    correct_answer: str,
+    variant_name: str,
+    inputs: Dict[str, Any],
+    **kwargs: dict,
+):
+    """Execute the custom evaluation code.
+
+    Args:
+        evaluation_id (str): the custom evaluation id
+        app_name (str): the name of the app
+        output (str): required by the custom code
+        correct_answer (str): required by the custom code
+        variant_name (str): required by the custom code
+        inputs (Dict[str, Any]): required by the custom code
+
+    Raises:
+        HTTPException: Evaluation not found
+        HTTPException: App variant not found
+        HTTPException: Failed to execute custom code evaluation
+
+    Returns:
+        result: The result of the executed custom code
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(
+        CustomEvaluationDB.id, ObjectId(evaluation_id)
+    ) & query.eq(CustomEvaluationDB.user, user.id)
+
+    # Get custom evaluation
+    custom_eval = await engine.find_one(CustomEvaluationDB, query_expression)
+    if not custom_eval:
+        raise HTTPException(status_code=404, detail="Evaluation not found")
+
+    # Build query expression for app variant
+    appvar_query_expression = query.eq(AppVariantDB.app_name, app_name) & query.eq(
+        AppVariantDB.variant_name, variant_name
+    )
+
+    # Get app variant object
+    app_variant = await engine.find_one(AppVariantDB, appvar_query_expression)
+    if not app_variant:
+        raise HTTPException(status_code=404, detail="App variant not found")
+
+    # Execute the Python code with the provided inputs
+    try:
+        result = execute_code_safely(
+            app_variant.parameters,
+            inputs,
+            output,
+            correct_answer,
+            custom_eval.python_code,
+        )
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"Failed to execute custom code evaluation: {str(e)}",
+        )
+    return result
+
+
+async def fetch_custom_evaluations(
+    app_name: str, **kwargs: dict
+) -> List[CustomEvaluationOutput]:
+    """Fetch a list of custom evaluations from the database.
+
+    Args:
+        app_name (str): the name of the app
+
+    Returns:
+        List[CustomEvaluationOutput]: ls=ist of custom evaluations
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(CustomEvaluationDB.user, user.id) & query.eq(
+        CustomEvaluationDB.app_name, app_name
+    )
+
+    # Get custom evaluations
+    custom_evals = await engine.find(CustomEvaluationDB, query_expression)
+    if not custom_evals:
+        return []
+
+    # Convert custom evaluations to evaluations
+    evaluations = []
+    for custom_eval in custom_evals:
+        evaluations.append(
+            CustomEvaluationOutput(
+                id=str(custom_eval.id),
+                app_name=custom_eval.app_name,
+                evaluation_name=custom_eval.evaluation_name,
+                created_at=custom_eval.created_at,
+            )
+        )
+    return evaluations
+
+
+async def fetch_custom_evaluation_detail(
+    id: str, **kwargs: dict
+) -> CustomEvaluationDetail:
+    """Fetch the detail of custom evaluation from the database.
+
+    Args:
+        id (str): the id of the custom evaluation
+
+    Returns:
+        CustomEvaluationDetail: Detail of the custom evaluation
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(CustomEvaluationDB.user, user.id) & query.eq(
+        CustomEvaluationDB.id, ObjectId(id)
+    )
+
+    # Get custom evaluation
+    custom_eval = await engine.find_one(CustomEvaluationDB, query_expression)
+    if not custom_eval:
+        raise HTTPException(status_code=404, detail="Custom evaluation not found")
+
+    return CustomEvaluationDetail(
+        id=str(custom_eval.id),
+        app_name=custom_eval.app_name,
+        python_code=custom_eval.python_code,
+        evaluation_name=custom_eval.evaluation_name,
+        created_at=custom_eval.created_at,
+        updated_at=custom_eval.updated_at,
+    )
+
+
+async def fetch_custom_evaluation_names(
+    app_name: str, **kwargs: dict
+) -> List[CustomEvaluationNames]:
+    """Fetch the names of custom evaluation from the database.
+
+    Args:
+        id (str): the name of the app the evaluation belongs to
+
+    Returns:
+        List[CustomEvaluationNames]: the list of name of custom evaluations
+    """
+
+    # Get user object
+    user = await get_user_object(kwargs["uid"])
+
+    # Build query expression
+    query_expression = query.eq(CustomEvaluationDB.user, user.id) & query.eq(
+        CustomEvaluationDB.app_name, app_name
+    )
+
+    # Get custom evaluation
+    custom_evals = await engine.find(CustomEvaluationDB, query_expression)
+
+    list_of_custom_eval_names = []
+    for custom_eval in custom_evals:
+        list_of_custom_eval_names.append(
+            CustomEvaluationNames(
+                id=str(custom_eval.id),
+                evaluation_name=custom_eval.evaluation_name,
+            )
+        )
+    return list_of_custom_eval_names
diff --git a/agenta-backend/agenta_backend/services/helpers.py b/agenta-backend/agenta_backend/services/helpers.py
index 1c576fc1f9..d3d530cce3 100644
--- a/agenta-backend/agenta_backend/services/helpers.py
+++ b/agenta-backend/agenta_backend/services/helpers.py
@@ -1,3 +1,7 @@
+import json
+from typing import List, Dict, Any
+
+
 def print_app_variant(app_variant):
     print(f"App Variant ID: {app_variant.id}")
     print(f"App Variant Name: {app_variant.variant_name}")
@@ -14,3 +18,59 @@ def print_image(image):
     print(f"Docker ID: {image.docker_id}")
     print(f"Tags: {image.tags}")
     print("------------------------")
+
+
+def format_inputs(list_of_dictionaries: List[Dict[str, Any]]) -> Dict:
+    """
+    Formats a list of inputs dictionaries into a dictionary.
+
+    Args:
+      list_of_dictionaries: A list of inputs as dictionaries.
+
+    Returns:
+      A dictionary.
+    """
+
+    formatted_dictionary = {}
+    for dictionary in list_of_dictionaries:
+        formatted_dictionary[dictionary["input_name"]] = dictionary["input_value"]
+    return formatted_dictionary
+
+
+def format_outputs(list_of_dictionaries: List[Dict[str, Any]]) -> Dict:
+    """
+    Formats a list of outputs dictionaries into a dictionary.
+
+    Args:
+      list_of_dictionaries: A list of outputs as dictionaries.
+
+    Returns:
+      A dictionary.
+    """
+
+    formatted_dictionary = {}
+    for dictionary in list_of_dictionaries:
+        formatted_dictionary[dictionary["variant_name"]] = dictionary["variant_output"]
+    return formatted_dictionary
+
+
+def include_dynamic_values(json_data: Dict, inputs: Dict[str, Any]) -> Dict:
+    """
+    Includes the dynamic values in the JSON before it gets executed.
+
+    Args:
+      json_data: The JSON data.
+      inputs: The dynamic values.
+
+    Returns:
+      The modified JSON data.
+    """
+
+    # Get the inputs dictionary.
+    inputs_dictionary = json.loads(inputs)
+
+    # Replace the `{inputs}` placeholder in the JSON data with the inputs dictionary.
+    for key, value in inputs_dictionary.items():
+        json_data = json_data.replace(f"{key}", value)
+
+    return json_data
diff --git a/agenta-backend/agenta_backend/services/results_service.py b/agenta-backend/agenta_backend/services/results_service.py
index 99789b8370..44b788e6e5 100644
--- a/agenta-backend/agenta_backend/services/results_service.py
+++ b/agenta-backend/agenta_backend/services/results_service.py
@@ -184,3 +184,18 @@ async def fetch_results_for_auto_ai_critique(evaluation_id: str):
     for doc in aggregation_cursor:
         results[doc["_id"]] = doc["count"]
     return results
+
+
+async def fetch_average_score_for_custom_code_run(evaluation_id: str) -> float:
+    query_exp = query.eq(EvaluationScenarioDB.evaluation_id, evaluation_id)
+    eval_scenarios = await engine.find(EvaluationScenarioDB, query_exp)
+
+    list_of_scores = []
+    for scenario in eval_scenarios:
+        score = scenario.score
+        if not scenario.score:
+            score = 0
+        list_of_scores.append(round(float(score), 2))
+
+    average_score = sum(list_of_scores) / len(list_of_scores)
+    return average_score
diff --git a/agenta-backend/agenta_backend/services/security/__init__.py b/agenta-backend/agenta_backend/services/security/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/agenta-backend/agenta_backend/services/security/sandbox.py b/agenta-backend/agenta_backend/services/security/sandbox.py
new file mode 100644
index 0000000000..63974b8c01
--- /dev/null
+++ b/agenta-backend/agenta_backend/services/security/sandbox.py
@@ -0,0 +1,97 @@
+from typing import Union, Text, Dict, Any
+
+from RestrictedPython import safe_builtins, compile_restricted
+from RestrictedPython.Eval import (
+    default_guarded_getiter,
+    default_guarded_getitem,
+)
+from RestrictedPython.Guards import (
+    guarded_iter_unpack_sequence,
+    full_write_guard,
+)
+
+
+def is_import_safe(python_code: Text) -> bool:
+    """Checks if the imports in the python code contains a system-level import.
+
+    Args:
+        python_code (str): The Python code to be executed
+
+    Returns:
+        bool - module is secured or not
+    """
+
+    disallowed_imports = ["os", "subprocess", "threading", "multiprocessing"]
+    for import_ in disallowed_imports:
+        if import_ in python_code:
+            return False
+    return True
+
+
+def execute_code_safely(
+    app_params: Dict[str, str],
+    inputs: Dict[str, str],
+    output: str,
+    correct_answer: str,
+    code: Text,
+) -> Union[float, None]:
+    """
+    Execute the provided Python code safely using RestrictedPython.
+
+    Args:
+        - app_params (Dict[str, str]): The parameters of the app variant.
+        - inputs (dict): Inputs to be used during code execution.
+        - output (str): The output of the app variant after being called.
+        - correct_answer (str): The correct answer (or target) of the app variant.
+        - code (Text): The Python code to be executed.
+
+    Returns:
+    - (float): Result of the execution if successful. Should be between 0 and 1.
+    - None if execution fails or result is not a float between 0 and 1.
+    """
+    # Define the available built-ins
+    local_builtins = safe_builtins.copy()
+
+    # Add the __import__ built-in function to the local builtins
+    local_builtins["__import__"] = __import__
+
+    # Define supported packages
+    allowed_imports = [
+        "math",
+        "random",
+        "datetime",
+        "json",
+        "jsonschema",
+        "requests",
+        "numpy",
+    ]
+
+    # Create a dictionary to simulate allowed imports
+    allowed_modules = {}
+    for package_name in allowed_imports:
+        allowed_modules[package_name] = __import__(package_name)
+
+    # Add the allowed modules to the local built-ins
+    local_builtins.update(allowed_modules)
+
+    # Define the environment for the code execution
+    environment = {
+        "_getiter_": default_guarded_getiter,
+        "_getitem_": default_guarded_getitem,
+        "_iter_unpack_sequence_": guarded_iter_unpack_sequence,
+        "_write_": full_write_guard,
+        "__builtins__": local_builtins,
+    }
+
+    # Compile the code in a restricted environment
+    byte_code = compile_restricted(code, filename="<inline>", mode="exec")
+
+    # Execute the code
+    exec(byte_code, environment)
+
+    # Call the evaluation function, extract the result if it exists
+    # and is a float between 0 and 1
+    result = environment["evaluate"](app_params, inputs, correct_answer, output)
+    if isinstance(result, float) and 0 <= result <= 1:
+        return result
+    return None
diff --git a/agenta-backend/poetry.lock b/agenta-backend/poetry.lock
index 5b8f69d042..eed7ee8bf5 100644
--- a/agenta-backend/poetry.lock
+++ b/agenta-backend/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "aiodocker"
@@ -154,24 +154,24 @@ uvloop = ["uvloop (>=0.13,<0.15)"]
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.0.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
-    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+    {file = "anyio-4.0.0-py3-none-any.whl", hash = "sha256:cfdb2b588b9fc25ede96d8db56ed50848b0b649dca3dd1df0b11f683bb9e0b5f"},
+    {file = "anyio-4.0.0.tar.gz", hash = "sha256:f7ed51751b2c2add651e5747c891b47e26d2a21be5d32d9311dfe9692f3e5d7a"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.22)"]
 
 [[package]]
 name = "asgiref"
@@ -584,18 +584,21 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6
 
 [[package]]
 name = "filelock"
-version = "3.12.2"
+version = "3.12.3"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.12.2-py3-none-any.whl", hash = "sha256:cbb791cdea2a72f23da6ac5b5269ab0a0d161e9ef0100e653b69049a7706d1ec"},
-    {file = "filelock-3.12.2.tar.gz", hash = "sha256:002740518d8aa59a26b0c76e10fb8c6e15eae825d34b6fdf670333fd7b938d81"},
+    {file = "filelock-3.12.3-py3-none-any.whl", hash = "sha256:f067e40ccc40f2b48395a80fcbd4728262fab54e232e090a4063ab804179efeb"},
+    {file = "filelock-3.12.3.tar.gz", hash = "sha256:0ecc1dd2ec4672a10c8550a8182f1bd0c0a5088470ecd5a125e45f49472fac3d"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.11\""}
+
 [package.extras]
-docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
 
 [[package]]
 name = "frozenlist"
@@ -679,6 +682,7 @@ files = [
     {file = "greenlet-2.0.2-cp27-cp27m-win32.whl", hash = "sha256:6c3acb79b0bfd4fe733dff8bc62695283b57949ebcca05ae5c129eb606ff2d74"},
     {file = "greenlet-2.0.2-cp27-cp27m-win_amd64.whl", hash = "sha256:283737e0da3f08bd637b5ad058507e578dd462db259f7f6e4c5c365ba4ee9343"},
     {file = "greenlet-2.0.2-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:d27ec7509b9c18b6d73f2f5ede2622441de812e7b1a80bbd446cb0633bd3d5ae"},
+    {file = "greenlet-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d967650d3f56af314b72df7089d96cda1083a7fc2da05b375d2bc48c82ab3f3c"},
     {file = "greenlet-2.0.2-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:30bcf80dda7f15ac77ba5af2b961bdd9dbc77fd4ac6105cee85b0d0a5fcf74df"},
     {file = "greenlet-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:26fbfce90728d82bc9e6c38ea4d038cba20b7faf8a0ca53a9c07b67318d46088"},
     {file = "greenlet-2.0.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9190f09060ea4debddd24665d6804b995a9c122ef5917ab26e1566dcc712ceeb"},
@@ -687,6 +691,7 @@ files = [
     {file = "greenlet-2.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:76ae285c8104046b3a7f06b42f29c7b73f77683df18c49ab5af7983994c2dd91"},
     {file = "greenlet-2.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:2d4686f195e32d36b4d7cf2d166857dbd0ee9f3d20ae349b6bf8afc8485b3645"},
     {file = "greenlet-2.0.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:c4302695ad8027363e96311df24ee28978162cdcdd2006476c43970b384a244c"},
+    {file = "greenlet-2.0.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d4606a527e30548153be1a9f155f4e283d109ffba663a15856089fb55f933e47"},
     {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c48f54ef8e05f04d6eff74b8233f6063cb1ed960243eacc474ee73a2ea8573ca"},
     {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a1846f1b999e78e13837c93c778dcfc3365902cfb8d1bdb7dd73ead37059f0d0"},
     {file = "greenlet-2.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3a06ad5312349fec0ab944664b01d26f8d1f05009566339ac6f63f56589bc1a2"},
@@ -716,6 +721,7 @@ files = [
     {file = "greenlet-2.0.2-cp37-cp37m-win32.whl", hash = "sha256:3f6ea9bd35eb450837a3d80e77b517ea5bc56b4647f5502cd28de13675ee12f7"},
     {file = "greenlet-2.0.2-cp37-cp37m-win_amd64.whl", hash = "sha256:7492e2b7bd7c9b9916388d9df23fa49d9b88ac0640db0a5b4ecc2b653bf451e3"},
     {file = "greenlet-2.0.2-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:b864ba53912b6c3ab6bcb2beb19f19edd01a6bfcbdfe1f37ddd1778abfe75a30"},
+    {file = "greenlet-2.0.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:1087300cf9700bbf455b1b97e24db18f2f77b55302a68272c56209d5587c12d1"},
     {file = "greenlet-2.0.2-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:ba2956617f1c42598a308a84c6cf021a90ff3862eddafd20c3333d50f0edb45b"},
     {file = "greenlet-2.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc3a569657468b6f3fb60587e48356fe512c1754ca05a564f11366ac9e306526"},
     {file = "greenlet-2.0.2-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8eab883b3b2a38cc1e050819ef06a7e6344d4a990d24d45bc6f2cf959045a45b"},
@@ -724,6 +730,7 @@ files = [
     {file = "greenlet-2.0.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b0ef99cdbe2b682b9ccbb964743a6aca37905fda5e0452e5ee239b1654d37f2a"},
     {file = "greenlet-2.0.2-cp38-cp38-win32.whl", hash = "sha256:b80f600eddddce72320dbbc8e3784d16bd3fb7b517e82476d8da921f27d4b249"},
     {file = "greenlet-2.0.2-cp38-cp38-win_amd64.whl", hash = "sha256:4d2e11331fc0c02b6e84b0d28ece3a36e0548ee1a1ce9ddde03752d9b79bba40"},
+    {file = "greenlet-2.0.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8512a0c38cfd4e66a858ddd1b17705587900dd760c6003998e9472b77b56d417"},
     {file = "greenlet-2.0.2-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:88d9ab96491d38a5ab7c56dd7a3cc37d83336ecc564e4e8816dbed12e5aaefc8"},
     {file = "greenlet-2.0.2-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:561091a7be172ab497a3527602d467e2b3fbe75f9e783d8b8ce403fa414f71a6"},
     {file = "greenlet-2.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:971ce5e14dc5e73715755d0ca2975ac88cfdaefcaab078a284fea6cfabf866df"},
@@ -858,13 +865,13 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
 [[package]]
 name = "langsmith"
-version = "0.0.26"
+version = "0.0.35"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langsmith-0.0.26-py3-none-any.whl", hash = "sha256:61c1d4582104d96edde04e1eea1dae347645b691c44489a5871341a2a1a2a1eb"},
-    {file = "langsmith-0.0.26.tar.gz", hash = "sha256:80a4ef1b663a24a460d25b9986ab2010c5d06b6061c65be473abafc0647d191a"},
+    {file = "langsmith-0.0.35-py3-none-any.whl", hash = "sha256:96b5cf69952a218d881a27817381fa67ebd283eba9c6814b72180530f9748348"},
+    {file = "langsmith-0.0.35.tar.gz", hash = "sha256:127fee806b475430b530bdf9bc397ea1c65ec144a23fa1b5bba2bba31d9d1e76"},
 ]
 
 [package.dependencies]
@@ -1123,13 +1130,13 @@ test = ["async-asgi-testclient (>=1.4.4,<1.5.0)", "asyncmock (>=0.4.2,<0.5.0)",
 
 [[package]]
 name = "openai"
-version = "0.27.9"
+version = "0.27.10"
 description = "Python client library for the OpenAI API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-0.27.9-py3-none-any.whl", hash = "sha256:6a3cf8e276d1a6262b50562fbc0cba7967cfebb78ed827d375986b48fdad6475"},
-    {file = "openai-0.27.9.tar.gz", hash = "sha256:b687761c82f5ebb6f61efc791b2083d2d068277b94802d4d1369efe39851813d"},
+    {file = "openai-0.27.10-py3-none-any.whl", hash = "sha256:beabd1757e3286fa166dde3b70ebb5ad8081af046876b47c14c41e203ed22a14"},
+    {file = "openai-0.27.10.tar.gz", hash = "sha256:60e09edf7100080283688748c6803b7b3b52d5a55d21890f3815292a0552d83b"},
 ]
 
 [package.dependencies]
@@ -1430,13 +1437,13 @@ zstd = ["zstandard"]
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
-    {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
+    {file = "pytest-7.4.2-py3-none-any.whl", hash = "sha256:1d881c6124e08ff0a1bb75ba3ec0bfd8b5354a01c194ddd5a0a870a48d99b002"},
+    {file = "pytest-7.4.2.tar.gz", hash = "sha256:a766259cfab564a2ad52cb1aae1b881a75c3eb7e34ca3779697c23ed47c47069"},
 ]
 
 [package.dependencies]
@@ -1466,13 +1473,13 @@ dev = ["atomicwrites (==1.2.1)", "attrs (==19.2.0)", "coverage (==6.5.0)", "hatc
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
-    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
+    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
+    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
 [[package]]
@@ -1510,6 +1517,7 @@ files = [
     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938"},
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     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
     {file = "PyYAML-6.0.1-cp310-cp310-win32.whl", hash = "sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924"},
     {file = "PyYAML-6.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d"},
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@@ -1517,8 +1525,15 @@ files = [
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     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc"},
     {file = "PyYAML-6.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673"},
+    {file = "PyYAML-6.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b"},
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+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
     {file = "PyYAML-6.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -1535,6 +1550,7 @@ files = [
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     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -1542,6 +1558,7 @@ files = [
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -1601,6 +1618,21 @@ files = [
 requests = ">=1.0.0"
 six = "*"
 
+[[package]]
+name = "restrictedpython"
+version = "6.2"
+description = "RestrictedPython is a defined subset of the Python language which allows to provide a program input into a trusted environment."
+optional = false
+python-versions = ">=3.6, <3.12"
+files = [
+    {file = "RestrictedPython-6.2-py3-none-any.whl", hash = "sha256:7c2ffa4904300d67732f841d8a975dcdc53eba4c1cdc9d84b97684ef12304a3d"},
+    {file = "RestrictedPython-6.2.tar.gz", hash = "sha256:db73eb7e3b39650f0d21d10cc8dda9c0e2986e621c94b0c5de32fb0dee3a08af"},
+]
+
+[package.extras]
+docs = ["Sphinx", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-mock"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -1674,7 +1706,7 @@ files = [
 ]
 
 [package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\")"}
+greenlet = {version = "!=0.4.17", markers = "python_version >= \"3\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 
 [package.extras]
 aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
@@ -1747,13 +1779,13 @@ full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyam
 
 [[package]]
 name = "supertokens-python"
-version = "0.15.2"
+version = "0.15.3"
 description = "SuperTokens SDK for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "supertokens_python-0.15.2-py3-none-any.whl", hash = "sha256:6bf4028bfca54e0e5820232a185c37d770205cad8ac920defebc231778691610"},
-    {file = "supertokens_python-0.15.2.tar.gz", hash = "sha256:e7129504913ac6d2a33969e607a852bf95abda12fd013cfcfd61d31eacb2247c"},
+    {file = "supertokens_python-0.15.3-py3-none-any.whl", hash = "sha256:153173fd93b12a023f96f547208e27692fd08471bfc92dc94c6e23be5f98e629"},
+    {file = "supertokens_python-0.15.3.tar.gz", hash = "sha256:233e774f09e7470af025a22fa124c09bcddf4b59aeab86d87211e5f3afb8dac3"},
 ]
 
 [package.dependencies]
@@ -2115,4 +2147,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "2ceaece27051d32064ce72c40947152c46f57f44c8bedf92c1d30b3f526b6d05"
+content-hash = "fb7b1efa4fa55cb9d4a1a7a0a736a688d385447052f606d7e997a087d2c968d7"
diff --git a/agenta-backend/pyproject.toml b/agenta-backend/pyproject.toml
index 4e796a47ac..81360bbf2f 100644
--- a/agenta-backend/pyproject.toml
+++ b/agenta-backend/pyproject.toml
@@ -23,6 +23,7 @@ openai = "^0.27.8"
 langchain = "^0.0.256"
 odmantic = "^0.9.2"
 supertokens-python = "^0.15.1"
+restrictedpython = { version = "^6.2", python = ">=3.9,<3.12" }
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/agenta-web/package-lock.json b/agenta-web/package-lock.json
index 9b9b70ae67..1f4784e442 100644
--- a/agenta-web/package-lock.json
+++ b/agenta-web/package-lock.json
@@ -13,6 +13,7 @@
                 "@heroicons/react": "^2.0.17",
                 "@mdx-js/loader": "^2.3.0",
                 "@mdx-js/react": "^2.3.0",
+                "@monaco-editor/react": "^4.5.2",
                 "@next/mdx": "^13.4.13",
                 "@types/js-beautify": "^1.14.0",
                 "@types/mdx": "^2.0.6",
@@ -55,21 +56,24 @@
         },
         "node_modules/@aashutoshrathi/word-wrap": {
             "version": "1.2.6",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@aashutoshrathi/word-wrap/-/word-wrap-1.2.6.tgz",
+            "integrity": "sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==",
             "engines": {
                 "node": ">=0.10.0"
             }
         },
         "node_modules/@ant-design/colors": {
             "version": "7.0.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@ant-design/colors/-/colors-7.0.0.tgz",
+            "integrity": "sha512-iVm/9PfGCbC0dSMBrz7oiEXZaaGH7ceU40OJEfKmyuzR9R5CRimJYPlRiFtMQGQcbNMea/ePcoIebi4ASGYXtg==",
             "dependencies": {
                 "@ctrl/tinycolor": "^3.4.0"
             }
         },
         "node_modules/@ant-design/cssinjs": {
-            "version": "1.17.0",
-            "license": "MIT",
+            "version": "1.16.2",
+            "resolved": "https://registry.npmjs.org/@ant-design/cssinjs/-/cssinjs-1.16.2.tgz",
+            "integrity": "sha512-W+LT6Xm5sEYZn7ocMAIP9LvX99woxGg1aYu15o608/uUAaJDR7LrxBu/5cnMLa6AQK1829zdoKmRnRFOxAgzEg==",
             "dependencies": {
                 "@babel/runtime": "^7.11.1",
                 "@emotion/hash": "^0.8.0",
@@ -86,7 +90,8 @@
         },
         "node_modules/@ant-design/icons": {
             "version": "5.2.6",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@ant-design/icons/-/icons-5.2.6.tgz",
+            "integrity": "sha512-4wn0WShF43TrggskBJPRqCD0fcHbzTYjnaoskdiJrVHg86yxoZ8ZUqsXvyn4WUqehRiFKnaclOhqk9w4Ui2KVw==",
             "dependencies": {
                 "@ant-design/colors": "^7.0.0",
                 "@ant-design/icons-svg": "^4.3.0",
@@ -104,11 +109,13 @@
         },
         "node_modules/@ant-design/icons-svg": {
             "version": "4.3.1",
-            "license": "MIT"
+            "resolved": "https://registry.npmjs.org/@ant-design/icons-svg/-/icons-svg-4.3.1.tgz",
+            "integrity": "sha512-4QBZg8ccyC6LPIRii7A0bZUk3+lEDCLnhB+FVsflGdcWPPmV+j3fire4AwwoqHV/BibgvBmR9ZIo4s867smv+g=="
         },
         "node_modules/@ant-design/react-slick": {
             "version": "1.0.2",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@ant-design/react-slick/-/react-slick-1.0.2.tgz",
+            "integrity": "sha512-Wj8onxL/T8KQLFFiCA4t8eIRGpRR+UPgOdac2sYzonv+i0n3kXHmvHLLiOYL655DQx2Umii9Y9nNgL7ssu5haQ==",
             "dependencies": {
                 "@babel/runtime": "^7.10.4",
                 "classnames": "^2.2.5",
@@ -122,7 +129,8 @@
         },
         "node_modules/@babel/runtime": {
             "version": "7.22.10",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.22.10.tgz",
+            "integrity": "sha512-21t/fkKLMZI4pqP2wlmsQAWnYW1PDyKyyUV4vCi+B25ydmdaYTKXPwCj0BzSUnZf4seIiYvSA3jcZ3gdsMFkLQ==",
             "dependencies": {
                 "regenerator-runtime": "^0.14.0"
             },
@@ -132,8 +140,9 @@
         },
         "node_modules/@colors/colors": {
             "version": "1.5.0",
+            "resolved": "https://registry.npmjs.org/@colors/colors/-/colors-1.5.0.tgz",
+            "integrity": "sha512-ooWCrlZP11i8GImSjTHYHLkvFDP48nS4+204nGb1RiX/WXYHmJA2III9/e2DWVabCESdW7hBAEzHRqUn9OUVvQ==",
             "dev": true,
-            "license": "MIT",
             "optional": true,
             "engines": {
                 "node": ">=0.1.90"
@@ -141,15 +150,17 @@
         },
         "node_modules/@ctrl/tinycolor": {
             "version": "3.6.1",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@ctrl/tinycolor/-/tinycolor-3.6.1.tgz",
+            "integrity": "sha512-SITSV6aIXsuVNV3f3O0f2n/cgyEDWoSqtZMYiAmcsYHydcKrOz3gUxB/iXd/Qf08+IZX4KpgNbvUdMBmWz+kcA==",
             "engines": {
                 "node": ">=10"
             }
         },
         "node_modules/@cypress/request": {
             "version": "2.88.12",
+            "resolved": "https://registry.npmjs.org/@cypress/request/-/request-2.88.12.tgz",
+            "integrity": "sha512-tOn+0mDZxASFM+cuAP9szGUGPI1HwWVSvdzm7V4cCsPdFTx6qMj29CwaQmRAMIEhORIUBFBsYROYJcveK4uOjA==",
             "dev": true,
-            "license": "Apache-2.0",
             "dependencies": {
                 "aws-sign2": "~0.7.0",
                 "aws4": "^1.8.0",
@@ -176,8 +187,9 @@
         },
         "node_modules/@cypress/request/node_modules/form-data": {
             "version": "2.3.3",
+            "resolved": "https://registry.npmjs.org/form-data/-/form-data-2.3.3.tgz",
+            "integrity": "sha512-1lLKB2Mu3aGP1Q/2eCOx0fNbRMe7XdwktwOruhfqqd0rIJWwN4Dh+E3hrPSlDCXnSR7UtZ1N38rVXm+6+MEhJQ==",
             "dev": true,
-            "license": "MIT",
             "dependencies": {
                 "asynckit": "^0.4.0",
                 "combined-stream": "^1.0.6",
@@ -189,8 +201,9 @@
         },
         "node_modules/@cypress/xvfb": {
             "version": "1.2.4",
+            "resolved": "https://registry.npmjs.org/@cypress/xvfb/-/xvfb-1.2.4.tgz",
+            "integrity": "sha512-skbBzPggOVYCbnGgV+0dmBdW/s77ZkAOXIC1knS8NagwDjBrNC1LuXtQJeiN6l+m7lzmHtaoUw/ctJKdqkG57Q==",
             "dev": true,
-            "license": "MIT",
             "dependencies": {
                 "debug": "^3.1.0",
                 "lodash.once": "^4.1.1"
@@ -198,34 +211,40 @@
         },
         "node_modules/@cypress/xvfb/node_modules/debug": {
             "version": "3.2.7",
+            "resolved": "https://registry.npmjs.org/debug/-/debug-3.2.7.tgz",
+            "integrity": "sha512-CFjzYYAi4ThfiQvizrFQevTTXHtnCqWfe7x1AhgEscTz6ZbLbfoLRLPugTQyBth6f8ZERVUSyWHFD/7Wu4t1XQ==",
             "dev": true,
-            "license": "MIT",
             "dependencies": {
                 "ms": "^2.1.1"
             }
         },
         "node_modules/@emotion/hash": {
             "version": "0.8.0",
-            "license": "MIT"
+            "resolved": "https://registry.npmjs.org/@emotion/hash/-/hash-0.8.0.tgz",
+            "integrity": "sha512-kBJtf7PH6aWwZ6fka3zQ0p6SBYzx4fl1LoZXE2RrnYST9Xljm7WfKJrU4g/Xr3Beg72MLrp1AWNUmuYJTL7Cow=="
         },
         "node_modules/@emotion/is-prop-valid": {
             "version": "0.7.3",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@emotion/is-prop-valid/-/is-prop-valid-0.7.3.tgz",
+            "integrity": "sha512-uxJqm/sqwXw3YPA5GXX365OBcJGFtxUVkB6WyezqFHlNe9jqUWH5ur2O2M8dGBz61kn1g3ZBlzUunFQXQIClhA==",
             "dependencies": {
                 "@emotion/memoize": "0.7.1"
             }
         },
         "node_modules/@emotion/memoize": {
             "version": "0.7.1",
-            "license": "MIT"
+            "resolved": "https://registry.npmjs.org/@emotion/memoize/-/memoize-0.7.1.tgz",
+            "integrity": "sha512-Qv4LTqO11jepd5Qmlp3M1YEjBumoTHcHFdgPTQ+sFlIL5myi/7xu/POwP7IRu6odBdmLXdtIs1D6TuW6kbwbbg=="
         },
         "node_modules/@emotion/unitless": {
             "version": "0.7.5",
-            "license": "MIT"
+            "resolved": "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.7.5.tgz",
+            "integrity": "sha512-OWORNpfjMsSSUBVrRBVGECkhWcULOAJz9ZW8uK9qgxD+87M7jHRcvh/A96XXNhXTLmKcoYSQtBEX7lHMO7YRwg=="
         },
         "node_modules/@eslint-community/eslint-utils": {
             "version": "4.4.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.4.0.tgz",
+            "integrity": "sha512-1/sA4dwrzBAyeUoQ6oxahHKmrZvsnLCg4RfxW3ZFGGmQkSNQPFNLV9CUEFQP1x9EYXHTo5p6xdhZM1Ne9p/AfA==",
             "dependencies": {
                 "eslint-visitor-keys": "^3.3.0"
             },
@@ -238,14 +257,16 @@
         },
         "node_modules/@eslint-community/regexpp": {
             "version": "4.7.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/@eslint-community/regexpp/-/regexpp-4.7.0.tgz",
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@@ -8222,7 +9082,8 @@
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@@ -8246,7 +9108,8 @@
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             "version": "5.1.3",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/unist-util-visit-parents/-/unist-util-visit-parents-5.1.3.tgz",
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@@ -8258,29 +9121,34 @@
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+            "resolved": "https://registry.npmjs.org/universalify/-/universalify-0.2.0.tgz",
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             }
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             "version": "1.0.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
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-            "license": "MIT",
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             }
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+            "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.0.11.tgz",
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@@ -8295,7 +9163,6 @@
                     "url": "https://github.com/sponsors/ai"
                 }
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@@ -8309,14 +9176,16 @@
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-            "license": "BSD-2-Clause",
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             }
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             "version": "1.5.10",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/url-parse/-/url-parse-1.5.10.tgz",
+            "integrity": "sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==",
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@@ -8324,17 +9193,15 @@
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             "version": "1.2.0",
-            "license": "MIT",
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                 "react": "^16.8.0 || ^17.0.0 || ^18.0.0"
             }
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             "version": "2.9.1",
-            "license": "MIT",
-            "workspaces": [
-                "packages/eslint-config-custom"
-            ],
+            "integrity": "sha512-2FAuSIGHlY+apM9FVlj8/oNhd+1y+Uwv5QNkMQz1oSfdHk4PXo1qoCw9I5M7j0vpH8CSWFJwXbVPeYDjLCx9PA==",
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@@ -8346,15 +9213,17 @@
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+            "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
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             "dev": true,
-            "license": "MIT",
             "bin": {
                 "uuid": "dist/bin/uuid"
             }
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             "version": "0.5.6",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/uvu/-/uvu-0.5.6.tgz",
+            "integrity": "sha512-+g8ENReyr8YsOc6fv/NVJs2vFdHBnBNdfE49rshrTzDWOlUx4Gq7KOS2GD8eqhy2j+Ejq29+SbKH8yjkAqXqoA==",
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@@ -8370,18 +9239,20 @@
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             "version": "1.1.2",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
+            "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
             "engines": {
                 "node": ">= 0.8"
             }
         },
         "node_modules/verror": {
             "version": "1.10.0",
+            "resolved": "https://registry.npmjs.org/verror/-/verror-1.10.0.tgz",
+            "integrity": "sha512-ZZKSmDAEFOijERBLkmYfJ+vmk3w+7hOLYDNkRCuRuMJGEmqYNCNLyBBFwWKVMhfwaEF3WOd0Zlw86U/WC/+nYw==",
             "dev": true,
             "engines": [
                 "node >=0.6.0"
             ],
-            "license": "MIT",
             "dependencies": {
                 "assert-plus": "^1.0.0",
                 "core-util-is": "1.0.2",
@@ -8390,7 +9261,8 @@
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         "node_modules/vfile": {
             "version": "5.3.7",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/vfile/-/vfile-5.3.7.tgz",
+            "integrity": "sha512-r7qlzkgErKjobAmyNIkkSpizsFPYiUPuJb5pNW1RB4JcYVZhs4lIbVqk8XPk033CV/1z8ss5pkax8SuhGpcG8g==",
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                 "@types/unist": "^2.0.0",
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@@ -8404,7 +9276,8 @@
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         "node_modules/vfile-message": {
             "version": "3.1.4",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/vfile-message/-/vfile-message-3.1.4.tgz",
+            "integrity": "sha512-fa0Z6P8HUrQN4BZaX05SIVXic+7kE3b05PWAtPuYP9QLHsLKYR7/AlLW3NtOrpXRLeawpDLMsVkmk5DG0NXgWw==",
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@@ -8429,7 +9302,8 @@
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             "version": "3.0.1",
-            "license": "BSD-2-Clause"
+            "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+            "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
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@@ -8511,7 +9385,8 @@
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         "node_modules/whatwg-url": {
             "version": "5.0.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+            "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
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@@ -8519,7 +9394,8 @@
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         "node_modules/which": {
             "version": "2.0.2",
-            "license": "ISC",
+            "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
+            "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
             "dependencies": {
                 "isexe": "^2.0.0"
             },
@@ -8532,7 +9408,8 @@
         },
         "node_modules/which-boxed-primitive": {
             "version": "1.0.2",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.0.2.tgz",
+            "integrity": "sha512-bwZdv0AKLpplFY2KZRX6TvyuN7ojjr7lwkg6ml0roIy9YeuSr7JS372qlNW18UQYzgYK9ziGcerWqZOmEn9VNg==",
             "dependencies": {
                 "is-bigint": "^1.0.1",
                 "is-boolean-object": "^1.1.0",
@@ -8546,7 +9423,8 @@
         },
         "node_modules/which-builtin-type": {
             "version": "1.1.3",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.1.3.tgz",
+            "integrity": "sha512-YmjsSMDBYsM1CaFiayOVT06+KJeXf0o5M/CAd4o1lTadFAtacTUM49zoYxr/oroopFDfhvN6iEcBxUyc3gvKmw==",
             "dependencies": {
                 "function.prototype.name": "^1.1.5",
                 "has-tostringtag": "^1.0.0",
@@ -8570,7 +9448,8 @@
         },
         "node_modules/which-collection": {
             "version": "1.0.1",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.1.tgz",
+            "integrity": "sha512-W8xeTUwaln8i3K/cY1nGXzdnVZlidBcagyNFtBdD5kxnb4TvGKR7FfSIS3mYpwWS1QUCutfKz8IY8RjftB0+1A==",
             "dependencies": {
                 "is-map": "^2.0.1",
                 "is-set": "^2.0.1",
@@ -8583,7 +9462,8 @@
         },
         "node_modules/which-typed-array": {
             "version": "1.1.11",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.11.tgz",
+            "integrity": "sha512-qe9UWWpkeG5yzZ0tNYxDmd7vo58HDBc39mZ0xWWpolAGADdFOzkfamWLDxkOWcvHQKVmdTyQdLD4NOfjLWTKew==",
             "dependencies": {
                 "available-typed-arrays": "^1.0.5",
                 "call-bind": "^1.0.2",
@@ -8600,8 +9480,9 @@
         },
         "node_modules/wrap-ansi": {
             "version": "7.0.0",
+            "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+            "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
             "dev": true,
-            "license": "MIT",
             "dependencies": {
                 "ansi-styles": "^4.0.0",
                 "string-width": "^4.1.0",
@@ -8616,23 +9497,35 @@
         },
         "node_modules/wrappy": {
             "version": "1.0.2",
-            "license": "ISC"
+            "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+            "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
         },
         "node_modules/xmlbuilder": {
             "version": "13.0.2",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/xmlbuilder/-/xmlbuilder-13.0.2.tgz",
+            "integrity": "sha512-Eux0i2QdDYKbdbA6AM6xE4m6ZTZr4G4xF9kahI2ukSEMCzwce2eX9WlTI5J3s+NU7hpasFsr8hWIONae7LluAQ==",
             "engines": {
                 "node": ">=6.0"
             }
         },
+        "node_modules/xtend": {
+            "version": "4.0.2",
+            "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
+            "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
+            "engines": {
+                "node": ">=0.4"
+            }
+        },
         "node_modules/yallist": {
             "version": "4.0.0",
-            "license": "ISC"
+            "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
+            "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
         },
         "node_modules/yauzl": {
             "version": "2.10.0",
+            "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+            "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
             "dev": true,
-            "license": "MIT",
             "dependencies": {
                 "buffer-crc32": "~0.2.3",
                 "fd-slicer": "~1.1.0"
@@ -8640,7 +9533,8 @@
         },
         "node_modules/yocto-queue": {
             "version": "0.1.0",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+            "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
             "engines": {
                 "node": ">=10"
             },
@@ -8650,7 +9544,8 @@
         },
         "node_modules/youtube-player": {
             "version": "5.5.2",
-            "license": "BSD-3-Clause",
+            "resolved": "https://registry.npmjs.org/youtube-player/-/youtube-player-5.5.2.tgz",
+            "integrity": "sha512-ZGtsemSpXnDky2AUYWgxjaopgB+shFHgXVpiJFeNB5nWEugpW1KWYDaHKuLqh2b67r24GtP6HoSW5swvf0fFIQ==",
             "dependencies": {
                 "debug": "^2.6.6",
                 "load-script": "^1.0.0",
@@ -8659,18 +9554,21 @@
         },
         "node_modules/youtube-player/node_modules/debug": {
             "version": "2.6.9",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/debug/-/debug-2.6.9.tgz",
+            "integrity": "sha512-bC7ElrdJaJnPbAP+1EotYvqZsb3ecl5wi6Bfi6BJTUcNowp6cvspg0jXznRTKDjm/E7AdgFBVeAPVMNcKGsHMA==",
             "dependencies": {
                 "ms": "2.0.0"
             }
         },
         "node_modules/youtube-player/node_modules/ms": {
             "version": "2.0.0",
-            "license": "MIT"
+            "resolved": "https://registry.npmjs.org/ms/-/ms-2.0.0.tgz",
+            "integrity": "sha512-Tpp60P6IUJDTuOq/5Z8cdskzJujfwqfOTkrwIwj7IRISpnkJnT6SyJ4PCPnGMoFjC9ddhal5KVIYtAt97ix05A=="
         },
         "node_modules/zwitch": {
             "version": "2.0.4",
-            "license": "MIT",
+            "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+            "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
             "funding": {
                 "type": "github",
                 "url": "https://github.com/sponsors/wooorm"
diff --git a/agenta-web/package.json b/agenta-web/package.json
index 187017ddc1..1ae9662666 100644
--- a/agenta-web/package.json
+++ b/agenta-web/package.json
@@ -21,6 +21,7 @@
         "@heroicons/react": "^2.0.17",
         "@mdx-js/loader": "^2.3.0",
         "@mdx-js/react": "^2.3.0",
+        "@monaco-editor/react": "^4.5.2",
         "@next/mdx": "^13.4.13",
         "@types/js-beautify": "^1.14.0",
         "@types/mdx": "^2.0.6",
diff --git a/agenta-web/src/components/EvaluationTable/CustomCodeRunEvaluationTable.tsx b/agenta-web/src/components/EvaluationTable/CustomCodeRunEvaluationTable.tsx
new file mode 100644
index 0000000000..05706e002a
--- /dev/null
+++ b/agenta-web/src/components/EvaluationTable/CustomCodeRunEvaluationTable.tsx
@@ -0,0 +1,544 @@
+import {useState, useEffect} from "react"
+import type {ColumnType} from "antd/es/table"
+import {CodeOutlined, LineChartOutlined} from "@ant-design/icons"
+import {
+    Button,
+    Card,
+    Col,
+    Input,
+    Modal,
+    Row,
+    Space,
+    Spin,
+    Statistic,
+    Table,
+    Typography,
+    message,
+} from "antd"
+import {CustomEvaluation, Evaluation} from "@/lib/Types"
+import {
+    updateEvaluationScenario,
+    callVariant,
+    fetchEvaluationResults,
+    updateEvaluation,
+    executeCustomEvaluationCode,
+    loadTestset,
+    updateEvaluationScenarioScore,
+    fetchEvaluationScenarioResults,
+    fetchCustomEvaluationDetail,
+} from "@/lib/services/api"
+import {useVariants} from "@/lib/hooks/useVariant"
+import {useRouter} from "next/router"
+import {EvaluationFlow, EvaluationType} from "@/lib/enums"
+import {getOpenAIKey} from "@/lib/helpers/utils"
+import {createUseStyles} from "react-jss"
+import SecondaryButton from "../SecondaryButton/SecondaryButton"
+import {exportCustomCodeEvaluationData} from "@/lib/helpers/evaluate"
+import CodeBlock from "../DynamicCodeBlock/CodeBlock"
+
+const {Title} = Typography
+
+interface CustomCodeEvaluationTableProps {
+    evaluation: Evaluation
+    columnsCount: number
+    customEvaluationId: string
+    evaluationScenarios: CustomCodeEvaluationTableRow[]
+}
+
+interface CustomCodeEvaluationTableRow {
+    id?: string
+    inputs: {
+        input_name: string
+        input_value: string
+    }[]
+    outputs: {
+        variant_name: string
+        variant_output: string
+    }[]
+    columnData0: string
+    correctAnswer: string
+    evaluation: string
+    codeResult: string
+    evaluationFlow: EvaluationFlow
+}
+
+interface IVariantInputs {
+    input_name: string
+    input_value: string
+}
+
+interface IScenarioScore {
+    scenario_id: string
+    score: string
+}
+
+/**
+ *
+ * @param evaluation - Evaluation object
+ * @param evaluationScenarios - Evaluation rows
+ * @param columnsCount - Number of variants to compare face to face (per default 2)
+ * @returns
+ */
+
+const useStyles = createUseStyles({
+    appVariant: {
+        backgroundColor: "rgb(201 255 216)",
+        color: "rgb(0 0 0)",
+        padding: 4,
+        borderRadius: 5,
+    },
+    inputTestContainer: {
+        display: "flex",
+        justifyContent: "space-between",
+    },
+    inputTest: {
+        backgroundColor: "rgb(201 255 216)",
+        color: "rgb(0 0 0)",
+        padding: 4,
+        borderRadius: 5,
+    },
+    recordInput: {
+        marginBottom: 10,
+    },
+    tag: {
+        fontSize: "14px",
+    },
+    card: {
+        marginBottom: 20,
+    },
+    codeButton: {
+        marginBottom: 20,
+    },
+    cardTextarea: {
+        height: 120,
+        padding: "0px 0px",
+    },
+    row: {marginBottom: 20},
+    evaluationResult: {
+        padding: "30px 10px",
+        marginBottom: 20,
+        backgroundColor: "rgb(244 244 244)",
+        border: "1px solid #ccc",
+        borderRadius: 5,
+    },
+    h3: {
+        marginTop: 0,
+    },
+    resultDataRow: {
+        maxWidth: "100%",
+        overflowX: "auto",
+        whiteSpace: "nowrap",
+    },
+    resultDataCol: {
+        display: "inline-block",
+    },
+    resultDataCard: {
+        width: 200,
+        margin: "0 4px",
+    },
+    stat: {
+        "& .ant-statistic-content-value": {
+            color: "#3f8600",
+        },
+    },
+    codeBlockContainer: {
+        marginTop: 24,
+    },
+})
+
+const CustomCodeRunEvaluationTable: React.FC<CustomCodeEvaluationTableProps> = ({
+    evaluation,
+    evaluationScenarios,
+    columnsCount,
+    customEvaluationId,
+}) => {
+    const classes = useStyles()
+    const router = useRouter()
+    const appName = Array.isArray(router.query.app_name)
+        ? router.query.app_name[0]
+        : router.query.app_name || ""
+
+    const variants = evaluation.variants
+
+    const variantData = useVariants(appName, variants)
+
+    const [rows, setRows] = useState<CustomCodeEvaluationTableRow[]>([])
+
+    const [shouldFetchResults, setShouldFetchResults] = useState(false)
+    const [evaluationStatus, setEvaluationStatus] = useState<EvaluationFlow>(evaluation.status)
+    const [evaluationResults, setEvaluationResults] = useState<any>(null)
+    const [evaluationTestsets, setEvaluationTestsets] = useState([])
+    const [listScenariosResult, setListScenariosResult] = useState<IScenarioScore[]>([])
+    const [customEvaluation, setCustomEvaluation] = useState<CustomEvaluation>()
+    const [modalOpen, setModalOpen] = useState(false)
+
+    useEffect(() => {
+        if (customEvaluationId && customEvaluation?.id !== customEvaluationId) {
+            fetchCustomEvaluationDetail(customEvaluationId)
+                .then(setCustomEvaluation)
+                .catch(console.error)
+        }
+    }, [customEvaluationId])
+
+    useEffect(() => {
+        if (evaluationScenarios) {
+            setRows(evaluationScenarios)
+            Promise.all(evaluationScenarios.map((item) => retrieveScenarioScore(item.id!)))
+        }
+    }, [evaluationScenarios])
+
+    useEffect(() => {
+        if (evaluationStatus === EvaluationFlow.EVALUATION_FINISHED) {
+            fetchEvaluationResults(evaluation.id)
+                .then((data) => setEvaluationResults(data))
+                .catch((err) => console.error("Failed to fetch results:", err))
+                .then(() => {
+                    updateEvaluation(evaluation.id, {status: EvaluationFlow.EVALUATION_FINISHED})
+                })
+                .catch((err) => console.error("Failed to fetch results:", err))
+        }
+    }, [evaluationStatus, evaluation.id])
+
+    useEffect(() => {
+        const getTests = async () => {
+            const data = await loadTestset(evaluation.testset._id)
+            if (data.csvdata.length > 0) {
+                setEvaluationTestsets(data.csvdata)
+            }
+        }
+
+        getTests()
+    }, [evaluation])
+
+    const handleInputChange = (
+        e: React.ChangeEvent<HTMLInputElement>,
+        rowIndex: number,
+        inputFieldKey: number,
+    ) => {
+        const newRows = [...rows]
+        newRows[rowIndex].inputs[inputFieldKey].input_value = e.target.value
+        setRows(newRows)
+    }
+
+    const runAllEvaluations = async () => {
+        try {
+            setEvaluationStatus(EvaluationFlow.EVALUATION_STARTED)
+            await Promise.all(rows.map((_, rowIndex) => runEvaluation(rowIndex)))
+            setEvaluationStatus(EvaluationFlow.EVALUATION_FINISHED)
+            console.log("All evaluations finished.")
+        } catch (err) {
+            console.error("An error occurred:", err)
+        }
+    }
+
+    const runEvaluation = async (rowIndex: number) => {
+        const inputParamsDict = rows[rowIndex].inputs.reduce((acc: {[key: string]: any}, item) => {
+            acc[item.input_name] = item.input_value
+            return acc
+        }, {})
+
+        const columnsDataNames = ["columnData0"]
+        let idx = 0
+        for (const columnName of columnsDataNames) {
+            setRowValue(rowIndex, "evaluationFlow", EvaluationFlow.COMPARISON_RUN_STARTED)
+
+            let result = await callVariant(
+                inputParamsDict,
+                variantData[idx].inputParams!,
+                variantData[idx].optParams!,
+                variantData[idx].URIPath!,
+            )
+            setRowValue(rowIndex, columnName as any, result)
+            await evaluate(rowIndex)
+            setShouldFetchResults(true)
+            if (rowIndex === rows.length - 1) {
+                message.success("Evaluation Results Saved")
+            }
+            idx++
+        }
+    }
+
+    const correctAnswer = (variantInputs: Array<IVariantInputs>) => {
+        const {input_name, input_value} = variantInputs[0]
+        const filteredData: any = evaluationTestsets.filter(
+            (item) => item[input_name] === input_value,
+        )[0]
+        return filteredData?.correct_answer
+    }
+
+    const calcScenarioScore = (ix: number) => {
+        const item = rows[ix]
+
+        let score = +item.codeResult
+        if (!item.codeResult && item.outputs.length && listScenariosResult.length) {
+            score = +(listScenariosResult.find((res) => res.scenario_id === item.id)?.score || 0)
+        }
+        if (isNaN(score)) score = 0
+
+        return score.toFixed(2)
+    }
+
+    const retrieveScenarioScore = async (scenario_id: string) => {
+        const response: any = await fetchEvaluationScenarioResults(scenario_id)
+        setListScenariosResult((prev) => [...prev, response.data as IScenarioScore])
+    }
+
+    const evaluate = async (rowNumber: number) => {
+        const evaluation_scenario_id = rows[rowNumber].id
+        const appVariantNameX = variants[0].variantName
+        const outputVariantX = rows[rowNumber].columnData0
+
+        if (evaluation_scenario_id) {
+            const data = {
+                outputs: [{variant_name: appVariantNameX, variant_output: outputVariantX}],
+                inputs: rows[rowNumber].inputs,
+                correct_answer: correctAnswer(rows[rowNumber].inputs),
+                open_ai_key: getOpenAIKey(),
+            }
+
+            try {
+                // Update evaluation scenario
+                const responseData = await updateEvaluationScenario(
+                    evaluation.id,
+                    evaluation_scenario_id,
+                    data,
+                    evaluation.evaluationType as EvaluationType,
+                )
+
+                if (responseData) {
+                    // Call custom code evaluation
+                    const result = await callCustomCodeHandler(
+                        data.inputs,
+                        appName,
+                        appVariantNameX,
+                        responseData.outputs,
+                    )
+                    if (result) {
+                        // Update the evaluation scenario with the score
+                        await updateEvaluationScenarioScore(evaluation_scenario_id, result)
+                    }
+                    setRowValue(rowNumber, "codeResult", result)
+                }
+
+                setRowValue(rowNumber, "evaluationFlow", EvaluationFlow.EVALUATION_FINISHED)
+                setRowValue(rowNumber, "evaluation", responseData.evaluation)
+            } catch (err) {
+                console.log(err)
+            }
+        }
+    }
+
+    const callCustomCodeHandler = async (
+        variantInput: Array<IVariantInputs>,
+        appName: string,
+        variantName: string,
+        outputs: Array<Object>,
+    ) => {
+        const expectedTarget = correctAnswer(variantInput)
+        console.log("customEvaluationId: ", customEvaluationId)
+        const data = {
+            evaluation_id: customEvaluationId,
+            inputs: variantInput,
+            outputs: outputs,
+            app_name: appName,
+            correct_answer: expectedTarget,
+            variant_name: variantName,
+        }
+        const response = await executeCustomEvaluationCode(data)
+        if (response.status === 200) {
+            return response.data
+        }
+    }
+
+    const setRowValue = (
+        rowIndex: number,
+        columnKey: keyof CustomCodeEvaluationTableRow,
+        value: any,
+    ) => {
+        const newRows = [...rows]
+        newRows[rowIndex][columnKey] = value as never
+        setRows(newRows)
+    }
+
+    const dynamicColumns: ColumnType<CustomCodeEvaluationTableRow>[] = Array.from(
+        {length: columnsCount},
+        (_, i) => {
+            const columnKey = `columnData${i}`
+
+            return {
+                title: (
+                    <div>
+                        <span>App Variant: </span>
+                        <span className={classes.appVariant}>
+                            {variants ? variants[i].variantName : ""}
+                        </span>
+                    </div>
+                ),
+                dataIndex: columnKey,
+                key: columnKey,
+                width: "30%",
+                render: (text: any, record: CustomCodeEvaluationTableRow, rowIndex: number) => {
+                    if (record.evaluationFlow === EvaluationFlow.COMPARISON_RUN_STARTED) {
+                        return (
+                            <center>
+                                <Spin />
+                            </center>
+                        )
+                    }
+                    if (record.outputs && record.outputs.length > 0) {
+                        const outputValue = record.outputs.find(
+                            (output: any) => output.variant_name === variants[i].variantName,
+                        )?.variant_output
+                        return <div>{outputValue}</div>
+                    }
+                    return text
+                },
+            }
+        },
+    )
+
+    const columns = [
+        {
+            key: "1",
+            width: "30%",
+            title: (
+                <div className={classes.inputTestContainer}>
+                    <div>
+                        <span> Inputs (Test set: </span>
+                        <span className={classes.inputTest}>{evaluation.testset.name}</span>
+                        <span> )</span>
+                    </div>
+                </div>
+            ),
+            dataIndex: "inputs",
+            render: (text: any, record: CustomCodeEvaluationTableRow, rowIndex: number) => (
+                <div>
+                    {record &&
+                        record.inputs &&
+                        record.inputs.length && // initial value of inputs is array with 1 element and variantInputs could contain more than 1 element
+                        record.inputs.map((input: any, index: number) => (
+                            <div className={classes.recordInput} key={index}>
+                                <Input
+                                    placeholder={input.input_name}
+                                    value={input.input_value}
+                                    onChange={(e) => handleInputChange(e, rowIndex, index)}
+                                />
+                            </div>
+                        ))}
+                </div>
+            ),
+        },
+        ...dynamicColumns,
+        {
+            title: "Correct Answer",
+            dataIndex: "correctAnswer",
+            key: "correctAnswer",
+            width: "30%",
+
+            render: (text: any, record: any, rowIndex: number) => {
+                return <div>{correctAnswer(record.inputs)}</div>
+            },
+        },
+        {
+            title: "Result",
+            dataIndex: "codeResult",
+            key: "code_result",
+            width: 200,
+            align: "center" as "left" | "right" | "center",
+            render: (_: number, record: any, ix: number) => {
+                return (
+                    <Spin
+                        spinning={
+                            record.evaluationFlow === EvaluationFlow.COMPARISON_RUN_STARTED
+                                ? true
+                                : false
+                        }
+                    >
+                        <Space>{calcScenarioScore(ix)}</Space>
+                    </Spin>
+                )
+            },
+        },
+    ]
+
+    return (
+        <div>
+            <Title level={2}>Custom Code Evaluation</Title>
+            <div>
+                <Row align="middle">
+                    <Col span={12}>
+                        <Space>
+                            <Button
+                                type="primary"
+                                onClick={runAllEvaluations}
+                                icon={<LineChartOutlined />}
+                                size="large"
+                            >
+                                Run Evaluation
+                            </Button>
+                            <SecondaryButton
+                                onClick={() =>
+                                    exportCustomCodeEvaluationData(
+                                        evaluation,
+                                        rows.map((item, ix) => ({
+                                            ...item,
+                                            score: calcScenarioScore(ix),
+                                        })),
+                                    )
+                                }
+                                disabled={evaluationStatus !== EvaluationFlow.EVALUATION_FINISHED}
+                            >
+                                Export results
+                            </SecondaryButton>
+                        </Space>
+                    </Col>
+
+                    <Col span={12}>
+                        <Row justify="end">
+                            <Card bordered={true} className={classes.card}>
+                                <Statistic
+                                    title="Average Score:"
+                                    value={evaluationResults?.avg_score?.toFixed(2) as number}
+                                    precision={2}
+                                />
+                            </Card>
+                        </Row>
+                    </Col>
+                </Row>
+            </div>
+
+            {customEvaluation?.python_code && (
+                <Button
+                    icon={<CodeOutlined />}
+                    className={classes.codeButton}
+                    onClick={() => setModalOpen(true)}
+                >
+                    Show Python Code
+                </Button>
+            )}
+
+            <div>
+                <Table
+                    dataSource={rows}
+                    columns={columns}
+                    pagination={false}
+                    rowClassName={() => "editable-row"}
+                />
+            </div>
+
+            <Modal
+                title="Custom Evaluation Code"
+                open={modalOpen}
+                footer={null}
+                onCancel={() => setModalOpen(false)}
+                width={700}
+            >
+                <div className={classes.codeBlockContainer}>
+                    <CodeBlock language={"python"} value={customEvaluation?.python_code!} />
+                </div>
+            </Modal>
+        </div>
+    )
+}
+
+export default CustomCodeRunEvaluationTable
diff --git a/agenta-web/src/components/Evaluations/AutomaticEvaluationResult.tsx b/agenta-web/src/components/Evaluations/AutomaticEvaluationResult.tsx
index 32648a0d64..e316c7c2b4 100644
--- a/agenta-web/src/components/Evaluations/AutomaticEvaluationResult.tsx
+++ b/agenta-web/src/components/Evaluations/AutomaticEvaluationResult.tsx
@@ -1,5 +1,5 @@
 import {deleteEvaluations, fetchData} from "@/lib/services/api"
-import {Button, Collapse, Statistic, Table, Typography} from "antd"
+import {Button, Collapse, Result, Statistic, Table, Typography} from "antd"
 import {useRouter} from "next/router"
 import {useEffect, useState} from "react"
 import {ColumnsType} from "antd/es/table"
@@ -31,6 +31,8 @@ interface EvaluationListTableDataType {
         }
         variant: any[]
     }
+    avgScore: number
+    custom_code_eval_id: string
     resultsData: {[key: string]: number}
     createdAt: string
 }
@@ -74,7 +76,7 @@ export default function AutomaticEvaluationResult() {
     const router = useRouter()
     const [evaluationsList, setEvaluationsList] = useState<EvaluationListTableDataType[]>([])
     const [selectedRowKeys, setSelectedRowKeys] = useState<React.Key[]>([])
-    const [selectionType, setSelectionType] = useState<"checkbox" | "radio">("checkbox")
+    const [selectionType] = useState<"checkbox" | "radio">("checkbox")
     const [deletingLoading, setDeletingLoading] = useState<boolean>(true)
     const {appTheme} = useAppTheme()
     const classes = useStyles({themeMode: appTheme} as StyleProps)
@@ -102,6 +104,7 @@ export default function AutomaticEvaluationResult() {
                                             EvaluationType.auto_similarity_match,
                                             EvaluationType.auto_regex_test,
                                             EvaluationType.auto_ai_critique,
+                                            EvaluationType.custom_code_run,
                                             EvaluationType.auto_webhook_test,
                                         ].includes(item.evaluation_type as EvaluationType)
                                     ) {
@@ -113,7 +116,9 @@ export default function AutomaticEvaluationResult() {
                                             evaluationType: item.evaluation_type,
                                             status: item.status,
                                             testset: item.testset,
+                                            custom_code_eval_id: item.custom_code_evaluation_id,
                                             resultsData: results.results_data,
+                                            avgScore: results.avg_score,
                                         }
                                     }
                                 })
@@ -126,7 +131,8 @@ export default function AutomaticEvaluationResult() {
                                     .filter(
                                         (item) =>
                                             item.resultsData !== undefined ||
-                                            !(Object.keys(item.scoresData).length === 0),
+                                            !(Object.keys(item.scoresData || {}).length === 0) ||
+                                            item.avgScore !== undefined,
                                     )
                                 setEvaluationsList(validEvaluations)
                                 setDeletingLoading(false)
@@ -157,6 +163,10 @@ export default function AutomaticEvaluationResult() {
             router.push(`/apps/${app_name}/evaluations/${evaluation.key}/auto_webhook_test`)
         } else if (evaluationType === EvaluationType.auto_ai_critique) {
             router.push(`/apps/${app_name}/evaluations/${evaluation.key}/auto_ai_critique`)
+        } else if (evaluationType === EvaluationType.custom_code_run) {
+            router.push(
+                `/apps/${app_name}/evaluations/${evaluation.key}/custom_code_run?custom_eval_id=${evaluation.custom_code_eval_id}`,
+            )
         }
     }
 
@@ -197,6 +207,7 @@ export default function AutomaticEvaluationResult() {
             dataIndex: "averageScore",
             key: "averageScore",
             render: (value: any, record: EvaluationListTableDataType, index: number) => {
+                let score = 0
                 if (record.scoresData) {
                     let correctScore = 0
 
@@ -207,29 +218,22 @@ export default function AutomaticEvaluationResult() {
                         correctScore = record.scoresData.scores.true
                     }
 
-                    let scoresAverage = (correctScore / record.scoresData.nb_of_rows) * 100
-                    return (
-                        <span>
-                            <Statistic
-                                className={classes.stat}
-                                value={scoresAverage}
-                                precision={scoresAverage <= 99 ? 2 : 1}
-                                suffix="%"
-                            />
-                        </span>
-                    )
+                    score = (correctScore / record.scoresData.nb_of_rows) * 100
+                } else if (record.resultsData) {
+                    score =
+                        calculateResultsDataAvg(record.resultsData) *
+                        (record.evaluationType === EvaluationType.auto_webhook_test ? 100 : 10)
+                    score = isNaN(score) ? 0 : score
+                } else if (record.avgScore) {
+                    score = record.avgScore
                 }
 
-                const percentage =
-                    calculateResultsDataAvg(record.resultsData) *
-                    (record.evaluationType === EvaluationType.auto_webhook_test ? 100 : 10)
-
                 return (
                     <span>
                         <Statistic
                             className={classes.stat}
-                            value={percentage}
-                            precision={percentage <= 99 ? 2 : 1}
+                            value={score}
+                            precision={score <= 99 ? 2 : 1}
                             suffix="%"
                         />
                     </span>
@@ -309,7 +313,6 @@ export default function AutomaticEvaluationResult() {
                         }}
                         columns={columns}
                         dataSource={evaluationsList}
-                        // loading={loading}
                     />
                 </div>
             ),
diff --git a/agenta-web/src/components/Evaluations/CustomPythonCode.tsx b/agenta-web/src/components/Evaluations/CustomPythonCode.tsx
new file mode 100644
index 0000000000..5547fc5aef
--- /dev/null
+++ b/agenta-web/src/components/Evaluations/CustomPythonCode.tsx
@@ -0,0 +1,207 @@
+import React, {useState, useEffect} from "react"
+import {useRouter} from "next/router"
+import {Input, Form, Button, Row, Col, Typography, notification} from "antd"
+import {CreateCustomEvaluationSuccessResponse} from "@/lib/Types"
+import {saveCustomCodeEvaluation, fetchCustomEvaluationNames} from "@/lib/services/api"
+import CodeBlock from "@/components/DynamicCodeBlock/CodeBlock"
+import CopyButton from "../CopyButton/CopyButton"
+import Editor from "@monaco-editor/react"
+
+interface ICustomPythonProps {
+    classes: any
+    appName: string
+    appTheme: string
+}
+
+interface ICustomEvalNames {
+    id: string
+    evaluation_name: string
+}
+
+const CustomPythonCode: React.FC<ICustomPythonProps> = ({classes, appName, appTheme}) => {
+    const {Title} = Typography
+    const [form] = Form.useForm()
+    const router = useRouter()
+
+    const [submitting, setSubmittingData] = useState(false)
+    const [evalNames, setEvalNames] = useState<ICustomEvalNames[]>([])
+    const [evalNameExist, setEvalNameExist] = useState<boolean>(false)
+
+    let prevKey = ""
+    const showNotification = (config: Parameters<typeof notification.open>[0]) => {
+        if (prevKey) notification.destroy(prevKey)
+        prevKey = (config.key || "") as string
+        notification.open(config)
+    }
+
+    useEffect(() => {
+        const evaluationNames = async () => {
+            const response: any = await fetchCustomEvaluationNames(appName)
+            if (response.status === 200) {
+                setEvalNames(response.data)
+            }
+        }
+
+        evaluationNames()
+    }, [appName])
+
+    const handlerToSubmitFormData = async (values: any) => {
+        setSubmittingData(true)
+        const data = {
+            evaluation_name: values.evaluationName,
+            python_code: values.pythonCode,
+            app_name: appName,
+        }
+        const response = await saveCustomCodeEvaluation(data)
+        if (response.status === 200) {
+            const data: CreateCustomEvaluationSuccessResponse = response.data
+
+            // Disable submitting form data
+            setSubmittingData(false)
+            showNotification({
+                type: "success",
+                message: "Custom Evaluation",
+                description: data.message,
+                key: data.evaluation_id,
+            })
+
+            // Reset form fields and redirect user to evaluations page
+            form.resetFields()
+            router.push(`/apps/${appName}/evaluations/`)
+        }
+    }
+
+    const isSaveButtonDisabled = () => {
+        return (
+            evalNameExist ||
+            !form.isFieldsTouched(true) ||
+            form.getFieldsError().filter(({errors}) => errors.length).length > 0
+        )
+    }
+
+    const pythonDefaultEvalCode = () => {
+        return `from typing import Dict
+
+def evaluate(
+    app_params: Dict[str, str], 
+    inputs: Dict[str, str], 
+    output: str, 
+    correct_answer: str
+) -> float:
+    # ...
+    return 0.75  # Replace with your calculated score`
+    }
+
+    const switchEditorThemeBasedOnTheme = () => {
+        if (appTheme == "light") {
+            return "vs-light"
+        } else if (appTheme == "dark") {
+            return "vs-dark"
+        }
+    }
+
+    const checkForEvaluationName = async () => {
+        const evalName = form.getFieldValue("evaluationName")
+        if (evalNames.map((e) => e.evaluation_name).includes(evalName)) {
+            showNotification({
+                type: "error",
+                message: "Custom Evaluation",
+                duration: 5,
+                description: "Evaluation name already exist. ",
+            })
+            setEvalNameExist(true)
+        } else {
+            setEvalNameExist(false)
+        }
+    }
+
+    return (
+        <div className={classes.evaluationContainer}>
+            <Title level={4} className={classes.customTitle}>
+                Save Python Code Evaluation
+            </Title>
+            <Form form={form} onFinish={handlerToSubmitFormData}>
+                <Row justify="start" gutter={24}>
+                    <Col span={12}>
+                        <Form.Item
+                            label="Evaluation Name"
+                            name="evaluationName"
+                            rules={[{required: true, message: "Please enter evaluation name!"}]}
+                        >
+                            <Input
+                                disabled={submitting}
+                                onChange={checkForEvaluationName}
+                                placeholder="Input name of evaluation"
+                            />
+                        </Form.Item>
+                        <div className={classes.exampleContainer}>
+                            <h4>
+                                Example Evaluation Function:
+                                <CopyButton
+                                    text="Copy"
+                                    type="primary"
+                                    size="small"
+                                    target={pythonDefaultEvalCode()}
+                                    className={classes.copyBtn}
+                                />
+                            </h4>
+                            <CodeBlock
+                                key={"python" + appName}
+                                language={"python"}
+                                value={pythonDefaultEvalCode()}
+                            />
+                            <h4 className={classes.levelFourHeading}>
+                                Evaluation Function Description:
+                            </h4>
+                            <span>
+                                The code must accept:
+                                <ul>
+                                    <li>The app variant parameters</li>
+                                    <li>A list of inputs</li>
+                                    <li>An output</li>
+                                    <li>A target or correct answer</li>
+                                </ul>
+                            </span>
+                            <h4>
+                                <b>NOTE:</b> The function name of your code evaluation must be
+                                "evaluate".
+                            </h4>
+                        </div>
+                    </Col>
+                    <Col span={12}>
+                        <Form.Item
+                            name="pythonCode"
+                            rules={[{required: true, message: "Please input python code!"}]}
+                        >
+                            <Editor
+                                height="600px"
+                                width="100%"
+                                language="python"
+                                theme={switchEditorThemeBasedOnTheme()}
+                                value={form.getFieldValue("pythonCode")}
+                                onChange={(code) => form.setFieldsValue({pythonCode: code})}
+                            />
+                        </Form.Item>
+                    </Col>
+                    <Col span={14}>
+                        <Form.Item shouldUpdate>
+                            {() => (
+                                <Button
+                                    htmlType="submit"
+                                    type="primary"
+                                    loading={submitting}
+                                    className={classes.submitBtn}
+                                    disabled={isSaveButtonDisabled() || submitting}
+                                >
+                                    Save
+                                </Button>
+                            )}
+                        </Form.Item>
+                    </Col>
+                </Row>
+            </Form>
+        </div>
+    )
+}
+
+export default CustomPythonCode
diff --git a/agenta-web/src/components/Evaluations/Evaluations.tsx b/agenta-web/src/components/Evaluations/Evaluations.tsx
index cdbb4d2823..d6750ef8d9 100644
--- a/agenta-web/src/components/Evaluations/Evaluations.tsx
+++ b/agenta-web/src/components/Evaluations/Evaluations.tsx
@@ -8,14 +8,20 @@ import {
     RadioChangeEvent,
     Row,
     Typography,
+    Select,
     message,
 } from "antd"
-import {DownOutlined} from "@ant-design/icons"
-import {createNewEvaluation, fetchVariants, useLoadTestsetsList} from "@/lib/services/api"
+import {DownOutlined, PlusOutlined} from "@ant-design/icons"
+import {
+    createNewEvaluation,
+    fetchVariants,
+    useLoadTestsetsList,
+    fetchCustomEvaluations,
+} from "@/lib/services/api"
 import {getOpenAIKey} from "@/lib/helpers/utils"
 import {useRouter} from "next/router"
-import {Variant, Parameter, GenericObject} from "@/lib/Types"
-import {EvaluationType} from "@/lib/enums"
+import {Variant, Parameter, GenericObject, SingleCustomEvaluation} from "@/lib/Types"
+import {EvaluationFlow, EvaluationType} from "@/lib/enums"
 import {EvaluationTypeLabels} from "@/lib/helpers/utils"
 import EvaluationErrorModal from "./EvaluationErrorModal"
 import {getAllVariantParameters} from "@/lib/helpers/variantHelper"
@@ -27,6 +33,7 @@ import similarity from "@/media/transparency.png"
 import regexIcon from "@/media/programming.png"
 import webhookIcon from "@/media/link.png"
 import ai from "@/media/artificial-intelligence.png"
+import codeIcon from "@/media/browser.png"
 import {useAppTheme} from "../Layout/ThemeContextProvider"
 import {createUseStyles} from "react-jss"
 import AutomaticEvaluationResult from "./AutomaticEvaluationResult"
@@ -54,6 +61,12 @@ const useStyles = createUseStyles({
         display: "flex",
         justifyContent: "flex-end",
     },
+    createCustomEvalBtn: {
+        color: "#fff  !important",
+        backgroundColor: "#0fbf0f",
+        marginRight: "20px",
+        borderColor: "#0fbf0f !important",
+    },
     evaluationType: {
         display: "flex",
         alignItems: "center",
@@ -69,6 +82,12 @@ const useStyles = createUseStyles({
         marginTop: 40,
         width: "100%",
     },
+    optionSelected: {
+        border: "1px solid #1668dc",
+        "& .ant-select-selection-item": {
+            color: "#1668dc !important",
+        },
+    },
     radioGroup: {
         width: "100%",
     },
@@ -76,6 +95,25 @@ const useStyles = createUseStyles({
         display: "block",
         marginBottom: "10px",
     },
+    selectGroup: {
+        width: "100%",
+        display: "block",
+        "& .ant-select-selector": {
+            borderRadius: 0,
+        },
+        "& .ant-select-selection-item": {
+            marginLeft: 34,
+        },
+    },
+    customCodeSelectContainer: {
+        position: "relative",
+    },
+    customCodeIcon: {
+        position: "absolute",
+        left: 16,
+        top: 4.5,
+        pointerEvents: "none",
+    },
     thresholdStyles: {
         paddingLeft: 10,
         paddingRight: 10,
@@ -84,6 +122,12 @@ const useStyles = createUseStyles({
         marginRight: 10,
         width: "100%",
     },
+    newCodeEval: {
+        display: "flex",
+        alignItems: "center",
+        gap: 8,
+        color: "#1668dc",
+    },
 })
 const {Title} = Typography
 
@@ -109,6 +153,7 @@ export default function Evaluations() {
     const [selectedEvaluationType, setSelectedEvaluationType] = useState<EvaluationType | string>(
         "Select an evaluation type",
     )
+    const [selectedCustomEvaluationID, setSelectedCustomEvaluationID] = useState("")
 
     const appName = router.query.app_name?.toString() || ""
 
@@ -120,6 +165,9 @@ export default function Evaluations() {
 
     const [llmAppPromptTemplate, setLLMAppPromptTemplate] = useState("")
 
+    const [customCodeEvaluationList, setCustomCodeEvaluationList] =
+        useState<SingleCustomEvaluation[]>()
+
     useEffect(() => {
         const fetchData = async () => {
             try {
@@ -145,9 +193,10 @@ export default function Evaluations() {
                 try {
                     // Map the variants to an array of promises
                     const promises = variants.map((variant) =>
-                        getAllVariantParameters(appName, variant).then(({inputs}) => ({
+                        getAllVariantParameters(appName, variant).then((data) => ({
                             variantName: variant.variantName,
-                            inputs: inputs.map((inputParam: Parameter) => inputParam.name),
+                            inputs:
+                                data?.inputs.map((inputParam: Parameter) => inputParam.name) || [],
                         })),
                     )
 
@@ -293,6 +342,7 @@ export default function Evaluations() {
             evaluationType: EvaluationType[selectedEvaluationType as keyof typeof EvaluationType],
             evaluationTypeSettings,
             llmAppPromptTemplate,
+            selectedCustomEvaluationID,
             testset: {
                 _id: selectedTestset._id!,
                 name: selectedTestset.name,
@@ -324,12 +374,17 @@ export default function Evaluations() {
             router.push(`/apps/${appName}/evaluations/${evaluationTableId}/auto_webhook_test`)
         } else if (selectedEvaluationType === EvaluationType.auto_ai_critique) {
             router.push(`/apps/${appName}/evaluations/${evaluationTableId}/auto_ai_critique`)
+        } else if (selectedEvaluationType === EvaluationType.custom_code_run) {
+            router.push(
+                `/apps/${appName}/evaluations/${evaluationTableId}/custom_code_run?custom_eval_id=${selectedCustomEvaluationID}`,
+            )
         }
     }
 
     const onChangeEvaluationType = (e: RadioChangeEvent) => {
         const evaluationType = e.target.value
         setSelectedEvaluationType(evaluationType)
+        setSelectedCustomEvaluationID("")
         let nbOfVariants = 1
         if (evaluationType === EvaluationType.human_a_b_testing) {
             nbOfVariants = 2
@@ -345,6 +400,23 @@ export default function Evaluations() {
         )
     }
 
+    useEffect(() => {
+        if (appName)
+            fetchCustomEvaluations(appName).then((res) => {
+                if (res.status === 200) {
+                    setCustomCodeEvaluationList(res.data)
+                }
+            })
+    }, [appName])
+
+    const handleCustomEvaluationOptionChange = (id: string) => {
+        if (id === "new") {
+            router.push(`/apps/${appName}/evaluations/create_custom_evaluation`)
+        }
+        setSelectedCustomEvaluationID(id)
+        setSelectedEvaluationType(EvaluationType.custom_code_run)
+    }
+
     return (
         <div>
             <div>
@@ -359,34 +431,18 @@ export default function Evaluations() {
                         <Radio.Group
                             onChange={(e) => onChangeEvaluationType(e)}
                             className={classes.radioGroup}
+                            value={selectedEvaluationType}
                         >
                             <Radio.Button
                                 value={EvaluationType.human_a_b_testing}
                                 className={classes.radioBtn}
                             >
                                 <div className={classes.evaluationType}>
-                                    <Image
-                                        src={abTesting}
-                                        alt="Picture of the author"
-                                        className={classes.evaluationImg}
-                                    />
-
                                     <span>
                                         {EvaluationTypeLabels[EvaluationType.human_a_b_testing]}
                                     </span>
                                 </div>
                             </Radio.Button>
-                            {/* 
-                            <Radio.Button
-                                value={EvaluationType.human_scoring}
-                                disabled
-                                className={classes.radioBtn}
-                            >
-                                {EvaluationTypeLabels[EvaluationType.human_scoring]}
-                                <Tag color="orange" bordered={false}>
-                                    soon
-                                </Tag>
-                            </Radio.Button> */}
 
                             <Title level={5}>Automatic evaluation</Title>
 
@@ -470,6 +526,38 @@ export default function Evaluations() {
                                     </span>
                                 </div>
                             </Radio.Button>
+
+                            <div className={classes.customCodeSelectContainer}>
+                                <Select
+                                    className={`${classes.selectGroup} ${
+                                        selectedCustomEvaluationID ? classes.optionSelected : ""
+                                    }`}
+                                    value={selectedCustomEvaluationID || "Code Evaluation"}
+                                    onChange={handleCustomEvaluationOptionChange}
+                                    options={[
+                                        {
+                                            value: "new",
+                                            label: (
+                                                <div className={classes.newCodeEval}>
+                                                    <PlusOutlined />
+                                                    New code evaluation
+                                                </div>
+                                            ),
+                                        },
+                                        ...(customCodeEvaluationList || []).map(
+                                            (item: SingleCustomEvaluation) => ({
+                                                value: item.id,
+                                                label: `${item.evaluation_name}`,
+                                            }),
+                                        ),
+                                    ]}
+                                />
+                                <Image
+                                    src={codeIcon}
+                                    alt="Picture of the author"
+                                    className={`${classes.evaluationImg} ${classes.customCodeIcon}`}
+                                />
+                            </div>
                         </Radio.Group>
                     </Col>
                     <Col span={8}>
@@ -527,7 +615,6 @@ export default function Evaluations() {
                 message={error.message}
                 btnText={error.btnText}
             />
-
             <div>
                 <AutomaticEvaluationResult />
                 <HumanEvaluationResult />
diff --git a/agenta-web/src/lib/Types.ts b/agenta-web/src/lib/Types.ts
index d0ecf1603b..d6ffbd6653 100644
--- a/agenta-web/src/lib/Types.ts
+++ b/agenta-web/src/lib/Types.ts
@@ -1,3 +1,4 @@
+import {AbsoluteString} from "next/dist/lib/metadata/types/metadata-types"
 import {EvaluationFlow, EvaluationType} from "./enums"
 
 export interface testset {
@@ -61,6 +62,33 @@ export interface Evaluation {
     appName: string
 }
 
+export interface CreateCustomEvaluation {
+    evaluation_name: string
+    python_code: string
+    app_name: string
+}
+
+export interface CreateCustomEvaluationSuccessResponse {
+    status: string
+    message: string
+    evaluation_id: string
+}
+
+export interface ExecuteCustomEvalCode {
+    evaluation_id: string
+    inputs: Array<Object>
+    outputs: Array<Object>
+    app_name: string
+    variant_name: string
+    correct_answer: string
+}
+
+export interface SingleCustomEvaluation {
+    id: string
+    app_name: string
+    evaluation_name: string
+}
+
 export interface Parameter {
     name: string
     type: string
@@ -91,6 +119,7 @@ export interface EvaluationResponseType {
         regex_should_match: boolean
         webhook_url: string
     }
+    custom_code_evaluation_id?: string
     llm_app_prompt_template?: string
     testset: {
         _id: string
@@ -114,6 +143,7 @@ export interface ResultsTableDataType {
     scoresData?: any
     evaluationType: EvaluationType
     createdAt?: string
+    avgScore?: number
 }
 
 /**
@@ -165,3 +195,12 @@ export interface ISession {
 }
 export type GenericObject = Record<string, any>
 export type KeyValuePair = Record<string, string>
+
+export interface CustomEvaluation {
+    id: string
+    app_name: string
+    evaluation_name: string
+    python_code: string
+    created_at: string
+    updated_at: string
+}
diff --git a/agenta-web/src/lib/enums.ts b/agenta-web/src/lib/enums.ts
index 04c5e18962..135c72569a 100644
--- a/agenta-web/src/lib/enums.ts
+++ b/agenta-web/src/lib/enums.ts
@@ -11,6 +11,7 @@ export enum EvaluationType {
     auto_exact_match = "auto_exact_match",
     auto_similarity_match = "auto_similarity_match",
     auto_ai_critique = "auto_ai_critique",
+    custom_code_run = "custom_code_run",
     auto_regex_test = "auto_regex_test",
     auto_webhook_test = "auto_webhook_test",
 }
diff --git a/agenta-web/src/lib/helpers/evaluate.ts b/agenta-web/src/lib/helpers/evaluate.ts
index 0715d8f980..a14d1d2e55 100644
--- a/agenta-web/src/lib/helpers/evaluate.ts
+++ b/agenta-web/src/lib/helpers/evaluate.ts
@@ -114,6 +114,24 @@ export const exportWebhookEvaluationData = (evaluation: any, rows: any[]) => {
     downloadCsv(csvData, filename)
 }
 
+export const exportCustomCodeEvaluationData = (evaluation: any, rows: any[]) => {
+    const exportRow = rows.map((data) => {
+        return {
+            ["Inputs"]: data.inputs[0].input_value,
+            [`App Variant ${evaluation.variants[0].variantName} Output`]: data?.columnData0
+                ? data?.columnData0
+                : data.outputs[0]?.variant_output,
+            ["Correct answer"]: data.correctAnswer,
+            ["Score"]: data.score,
+        }
+    })
+    const exportCol = Object.keys(exportRow[0])
+
+    const csvData = convertToCsv(exportRow, exportCol)
+    const filename = `${evaluation.appName}_${evaluation.variants[0].variantName}_${evaluation.evaluationType}.csv`
+    downloadCsv(csvData, filename)
+}
+
 export const calculateResultsDataAvg = (resultsData: Record<string, number>) => {
     const count = Object.values(resultsData).reduce((acc, value) => acc + +value, 0)
     const sum = Object.keys(resultsData).reduce(
diff --git a/agenta-web/src/lib/helpers/utils.ts b/agenta-web/src/lib/helpers/utils.ts
index b701bacccb..3a8058adc3 100644
--- a/agenta-web/src/lib/helpers/utils.ts
+++ b/agenta-web/src/lib/helpers/utils.ts
@@ -20,6 +20,7 @@ export const EvaluationTypeLabels: Record<EvaluationType, string> = {
     [EvaluationType.auto_ai_critique]: "AI Critic",
     [EvaluationType.human_a_b_testing]: "A/B testing",
     [EvaluationType.human_scoring]: "Scoring single variant",
+    [EvaluationType.custom_code_run]: "Custom Code Run",
     [EvaluationType.auto_regex_test]: "Regex Test",
     [EvaluationType.auto_webhook_test]: "Webhook Test",
 }
diff --git a/agenta-web/src/lib/helpers/variantHelper.ts b/agenta-web/src/lib/helpers/variantHelper.ts
index 3697638642..1c19d22eb9 100644
--- a/agenta-web/src/lib/helpers/variantHelper.ts
+++ b/agenta-web/src/lib/helpers/variantHelper.ts
@@ -1,5 +1,6 @@
 import {Variant, Parameter, InputParameter} from "@/lib/Types"
 import {getVariantParametersFromOpenAPI} from "@/lib/services/api"
+import {globalErrorHandler} from "./errorHandler"
 
 const inputParamsToParameters = (additionalInputs: InputParameter[]): Parameter[] => {
     return additionalInputs.map((value) => ({
@@ -47,22 +48,37 @@ export const updateInputParams = (
 export const getAllVariantParameters = async (appName: string, variant: Variant) => {
     let parameters: Parameter[] = []
     let inputs: Parameter[] = []
-    const {initOptParams, inputParams} = await getVariantParametersFromOpenAPI(appName, variant)
-    if (variant.parameters) {
-        const updatedInitOptParams = initOptParams.map((param) => {
-            return variant.parameters && variant.parameters.hasOwnProperty(param.name)
-                ? {...param, default: variant.parameters[param.name]}
-                : param
-        })
-        parameters = [...updatedInitOptParams]
-    } else {
-        parameters = [...initOptParams]
+    try {
+        const {initOptParams, inputParams} = await getVariantParametersFromOpenAPI(
+            appName,
+            variant,
+            true,
+        )
+        if (variant.parameters) {
+            const updatedInitOptParams = initOptParams.map((param) => {
+                return variant.parameters && variant.parameters.hasOwnProperty(param.name)
+                    ? {...param, default: variant.parameters[param.name]}
+                    : param
+            })
+            parameters = [...updatedInitOptParams]
+        } else {
+            parameters = [...initOptParams]
+        }
+        inputs = updateInputParams(parameters, inputParams)
+        const URIPath = `${appName}/${
+            variant.templateVariantName ? variant.templateVariantName : variant.variantName
+        }`
+        return {parameters, inputs, URIPath}
+    } catch (err: any) {
+        const errorResponse: any = err.response.request
+        const apiCallURL: string = err.response.request.responseURL
+        if (apiCallURL && apiCallURL.includes("openapi.json") && errorResponse?.status == 404) {
+            globalErrorHandler("Container is not running. Consider restarting it.")
+        } else {
+            globalErrorHandler(err)
+        }
+        throw err
     }
-    inputs = updateInputParams(parameters, inputParams)
-    const URIPath = `${appName}/${
-        variant.templateVariantName ? variant.templateVariantName : variant.variantName
-    }`
-    return {parameters, inputs, URIPath}
 }
 
 export const getVariantInputParameters = async (appName: string, variant: Variant) => {
diff --git a/agenta-web/src/lib/services/api.ts b/agenta-web/src/lib/services/api.ts
index 8c636a275e..dafe792ef3 100644
--- a/agenta-web/src/lib/services/api.ts
+++ b/agenta-web/src/lib/services/api.ts
@@ -11,6 +11,8 @@ import {
     TemplateImage,
     RestartVariantDocker,
     RestartVariantDockerResponse,
+    CreateCustomEvaluation,
+    ExecuteCustomEvalCode,
 } from "@/lib/Types"
 import {
     fromEvaluationResponseToEvaluation,
@@ -361,6 +363,7 @@ export const createNewEvaluation = async (
         evaluationTypeSettings,
         inputs,
         llmAppPromptTemplate,
+        selectedCustomEvaluationID,
         testset,
     }: {
         variants: string[]
@@ -369,6 +372,7 @@ export const createNewEvaluation = async (
         evaluationTypeSettings: Partial<EvaluationResponseType["evaluation_type_settings"]>
         inputs: string[]
         llmAppPromptTemplate?: string
+        selectedCustomEvaluationID?: string
         testset: {_id: string; name: string}
     },
     ignoreAxiosError: boolean = false,
@@ -380,6 +384,7 @@ export const createNewEvaluation = async (
         evaluation_type: evaluationType,
         evaluation_type_settings: evaluationTypeSettings,
         llm_app_prompt_template: llmAppPromptTemplate,
+        custom_code_evaluation_id: selectedCustomEvaluationID,
         testset,
         status: EvaluationFlow.EVALUATION_INITIALIZED,
     }
@@ -428,6 +433,83 @@ export const fetchEvaluationResults = async (evaluationId: string) => {
     return response.data
 }
 
+export const fetchEvaluationScenarioResults = async (evaluation_scenario_id: string) => {
+    const response = await axios.get(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/evaluation_scenario/${evaluation_scenario_id}/score`,
+    )
+    return response
+}
+
+export const saveCustomCodeEvaluation = async (
+    payload: CreateCustomEvaluation,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.post(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/custom_evaluation/`,
+        payload,
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response
+}
+
+export const fetchCustomEvaluations = async (
+    app_name: string,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.get(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/custom_evaluation/list/${app_name}`,
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response
+}
+
+export const fetchCustomEvaluationDetail = async (
+    id: string,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.get(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/custom_evaluation/${id}`,
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response.data
+}
+
+export const fetchCustomEvaluationNames = async (
+    app_name: string,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.get(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/custom_evaluation/${app_name}/names`,
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response
+}
+
+export const executeCustomEvaluationCode = async (
+    payload: ExecuteCustomEvalCode,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.post(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/custom_evaluation/execute/${payload.evaluation_id}/`,
+        payload,
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response
+}
+
+export const updateEvaluationScenarioScore = async (
+    evaluation_scenario_id: string,
+    score: number,
+    ignoreAxiosError: boolean = false,
+) => {
+    const response = await axios.put(
+        `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/evaluations/evaluation_scenario/${evaluation_scenario_id}/score`,
+        {score: score},
+        {_ignoreError: ignoreAxiosError} as any,
+    )
+    return response
+}
+
 export const fetchApps = () => {
     const {data, error, isLoading} = useSWR(
         `${process.env.NEXT_PUBLIC_AGENTA_API_URL}/api/app_variant/list_apps/`,
diff --git a/agenta-web/src/media/browser.png b/agenta-web/src/media/browser.png
new file mode 100644
index 0000000000..74e8d261f3
Binary files /dev/null and b/agenta-web/src/media/browser.png differ
diff --git a/agenta-web/src/pages/apps/[app_name]/evaluations/[evaluation_id]/custom_code_run.tsx b/agenta-web/src/pages/apps/[app_name]/evaluations/[evaluation_id]/custom_code_run.tsx
new file mode 100644
index 0000000000..b023dd96e1
--- /dev/null
+++ b/agenta-web/src/pages/apps/[app_name]/evaluations/[evaluation_id]/custom_code_run.tsx
@@ -0,0 +1,64 @@
+import CustomCodeRunEvaluationTable from "../../../../../components/EvaluationTable/CustomCodeRunEvaluationTable"
+import {Evaluation} from "@/lib/Types"
+import {loadEvaluation, loadEvaluationsScenarios} from "@/lib/services/api"
+import {useRouter} from "next/router"
+import {useEffect, useState} from "react"
+import {fetchVariants} from "@/lib/services/api"
+
+export default function Evaluation() {
+    const router = useRouter()
+    const evaluationTableId = router.query.evaluation_id
+        ? router.query.evaluation_id.toString()
+        : ""
+    const customEvaluationId = router.query.custom_eval_id as string
+    const [evaluationScenarios, setEvaluationScenarios] = useState([])
+    const [evaluation, setEvaluation] = useState<Evaluation | undefined>()
+    const appName = router.query.app_name as unknown as string
+    const columnsCount = 1
+
+    useEffect(() => {
+        if (!evaluation) {
+            return
+        }
+        const init = async () => {
+            const data = await loadEvaluationsScenarios(evaluationTableId, evaluation)
+            setEvaluationScenarios(data)
+        }
+        init()
+    }, [evaluation, evaluationTableId])
+
+    useEffect(() => {
+        if (!evaluationTableId) {
+            return
+        }
+        const init = async () => {
+            const evaluation: Evaluation = await loadEvaluation(evaluationTableId)
+            const backendVariants = await fetchVariants(appName)
+            // Create a map for faster access to first array elements
+            let backendVariantsMap = new Map()
+            backendVariants.forEach((obj) => backendVariantsMap.set(obj.variantName, obj))
+
+            // Update variants in second object
+            evaluation.variants = evaluation.variants.map((variant) => {
+                let backendVariant = backendVariantsMap.get(variant.variantName)
+                return backendVariant ? backendVariant : variant
+            })
+            setEvaluation(evaluation)
+        }
+
+        init()
+    }, [evaluationTableId, appName])
+
+    return (
+        <div className="evalautionContainer">
+            {evaluationTableId && evaluationScenarios && evaluation && customEvaluationId && (
+                <CustomCodeRunEvaluationTable
+                    columnsCount={columnsCount}
+                    evaluationScenarios={evaluationScenarios}
+                    evaluation={evaluation}
+                    customEvaluationId={customEvaluationId}
+                />
+            )}
+        </div>
+    )
+}
diff --git a/agenta-web/src/pages/apps/[app_name]/evaluations/create_custom_evaluation.tsx b/agenta-web/src/pages/apps/[app_name]/evaluations/create_custom_evaluation.tsx
new file mode 100644
index 0000000000..c26d12cd6a
--- /dev/null
+++ b/agenta-web/src/pages/apps/[app_name]/evaluations/create_custom_evaluation.tsx
@@ -0,0 +1,50 @@
+import {useRouter} from "next/router"
+import {createUseStyles} from "react-jss"
+import {useAppTheme} from "@/components/Layout/ThemeContextProvider"
+import CustomPythonCode from "@/components/Evaluations/CustomPythonCode"
+
+type StyleProps = {
+    themeMode: "dark" | "light"
+}
+
+const useStyles = createUseStyles({
+    evaluationContainer: {
+        border: "1px solid lightgrey",
+        padding: "20px",
+        borderRadius: "14px",
+        marginBottom: 50,
+    },
+    evaluationImg: ({themeMode}: StyleProps) => ({
+        width: 24,
+        height: 24,
+        marginRight: "8px",
+        filter: themeMode === "dark" ? "invert(1)" : "none",
+    }),
+    customTitle: {
+        marginBottom: "30px !important",
+    },
+    submitBtn: {
+        marginTop: "30px",
+        width: "250px",
+    },
+    levelFourHeading: {
+        marginBottom: "15px",
+    },
+    copyBtn: {
+        marginLeft: "15px",
+    },
+    modalError: {
+        color: "red",
+        marginLeft: "0px",
+    },
+})
+
+export default function CreateCustomEvaluation() {
+    const router = useRouter()
+    const appName = router.query.app_name?.toString() || ""
+
+    const {appTheme} = useAppTheme()
+    const classes = useStyles({themeMode: appTheme} as StyleProps)
+
+    return <CustomPythonCode classes={classes} appName={appName} appTheme={appTheme} />
+}
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 0000000000..090f2361e4
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "agenta",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}