From 9a66d4681dfbb8c17f8c0defe55016fa0011c259 Mon Sep 17 00:00:00 2001
From: Sandro <sandro.rodrigues@dipcode.com>
Date: Thu, 29 Aug 2024 14:02:41 +0100
Subject: [PATCH] Added ability to call agent with response_model and tools
 from openai.

---
 Pipfile                                       |   40 +-
 Pipfile.lock                                  | 1129 +++++++++--------
 daiv/automation/agents/agent.py               |   29 +-
 .../automation/coders/refactor/coder_patch.py |    2 +-
 daiv/automation/coders/refactor/prompts.py    |   35 -
 .../coders/review_addressor/coder.py          |   30 +-
 .../coders/review_addressor/models.py         |    7 +-
 .../coders/review_addressor/prompts.py        |    9 +-
 .../coders/{refactor => }/schemas.py          |    2 +
 daiv/automation/coders/tools.py               |  194 ++-
 daiv/codebase/api/webhooks_gitlab.py          |   10 +-
 daiv/codebase/base.py                         |    4 +-
 daiv/codebase/clients.py                      |   13 +-
 daiv/codebase/indexes.py                      |   10 +-
 daiv/codebase/tasks.py                        |   13 +-
 pyproject.toml                                |    2 +
 16 files changed, 811 insertions(+), 718 deletions(-)
 rename daiv/automation/coders/{refactor => }/schemas.py (96%)

diff --git a/Pipfile b/Pipfile
index ddbd647..47eced0 100644
--- a/Pipfile
+++ b/Pipfile
@@ -6,45 +6,45 @@ name = "pypi"
 [packages]
 celery = { version = "==5.4.0", extras = ["redis"] }
 chromadb = "==0.5.3"
-django = "==5.0.6"
-django-allauth = "==0.63.3"
+django = "==5.1.0"
+django-allauth = "==64.1.0"
 django-appconf = "==1.0.6"
-django-celery-beat = "==2.6.0"
+django-celery-beat = "==2.7.0"
 django-csp = "==3.8"
 django-extensions = "==3.2.3"
-django-ninja = "==1.2.0"
-django-split-settings = "==1.3.1"
+django-ninja = "==1.3.0"
+django-split-settings = "==1.3.2"
 django-webpack-loader = "==3.1.0"
 esprima = "==4.0.1"
 get-docker-secret = "==2.0.0"
-instructor = "==1.3.4"
+instructor = "==1.4.0"
 ipython = "==8.26.0"
-langchain = "==0.2.6"
-langchain-chroma = "==0.1.2"
-langchain-community = "==0.2.6"
-langchain-openai = "==0.1.13"
+langchain = "==0.2.15"
+langchain-chroma = "==0.1.3"
+langchain-community = "==0.2.14"
+langchain-openai = "==0.1.23"
 langchain-text-splitters = "==0.2.2"
-litellm = "==1.41.3"
-openai = "==1.35.7"
+litellm = "==1.44.8"
+openai = "==1.42.0"
 psycopg = { version = "==3.2.1", extras = ["binary"] }
-pydantic = "==2.8.0"
+pydantic = "==2.8.2"
 python-decouple = "==3.8"
-python-gitlab = "==4.7.0"
+python-gitlab = "==4.10.0"
 redis = "==4.6.0"
 sentence-transformers = "==3.0.1"
 tantivy = "==0.22.0"
 tree-sitter = "==0.21.3"
 tree-sitter-languages = "==1.10.2"
 unidiff = "==0.7.5"
-uvicorn = "==0.30.1"
+uvicorn = "==0.30.6"
 
 [dev-packages]
-coverage = "==7.5.0"
-mypy = "==1.10.0"
-pre-commit = "==3.7.0"
+coverage = "==7.6.1"
+mypy = "==1.11.2"
+pre-commit = "==3.8.0"
 pyproject-fmt = "==1.7.0"
-pyopenssl = "==24.1.0"
-ruff = "==0.4.4"
+pyopenssl = "==24.2.1"
+ruff = "==0.6.2"
 
 [requires]
 python_version = "3.12"
diff --git a/Pipfile.lock b/Pipfile.lock
index 59a2bd9..a3be16f 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "72109f551139d6eeaf678b9efab32ede49dcdbabe4de1a87cf66fed4c57a0a80"
+            "sha256": "5160723e720469f67348fe879cb1a4c32e744d9721a2def0eecccddbe7fa0f37"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -475,20 +475,20 @@
         },
         "django": {
             "hashes": [
-                "sha256:8363ac062bb4ef7c3f12d078f6fa5d154031d129a15170a1066412af49d30905",
-                "sha256:ff1b61005004e476e0aeea47c7f79b85864c70124030e95146315396f1e7951f"
+                "sha256:848a5980e8efb76eea70872fb0e4bc5e371619c70fffbe48e3e1b50b2c09455d",
+                "sha256:d3b811bf5371a26def053d7ee42a9df1267ef7622323fe70a601936725aa4557"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.10'",
-            "version": "==5.0.6"
+            "version": "==5.1"
         },
         "django-allauth": {
             "hashes": [
-                "sha256:2374164c468a309e6badf70bc3405136df6036f24a20a13387f2a063066bdaa9"
+                "sha256:713bfc410021140aefae0f04eeaac5d50ebedad7abaf43174670a9ec002c595c"
             ],
             "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==0.63.3"
+            "markers": "python_version >= '3.8'",
+            "version": "==64.1.0"
         },
         "django-appconf": {
             "hashes": [
@@ -501,10 +501,12 @@
         },
         "django-celery-beat": {
             "hashes": [
-                "sha256:f75b2d129731f1214be8383e18fae6bfeacdb55dffb2116ce849222c0106f9ad"
+                "sha256:8482034925e09b698c05ad61c36ed2a8dbc436724a3fe119215193a4ca6dc967",
+                "sha256:851c680d8fbf608ca5fecd5836622beea89fa017bc2b3f94a5b8c648c32d84b1"
             ],
             "index": "pypi",
-            "version": "==2.6.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.7.0"
         },
         "django-csp": {
             "hashes": [
@@ -525,21 +527,21 @@
         },
         "django-ninja": {
             "hashes": [
-                "sha256:0a7b7e20202f50546ae45af6a262fccb606c9e75b8bbe9fe38d49075a9435bf0",
-                "sha256:aa8ca853bf189cc13247b1922ca41f1a6e60056c90041ec0081cce0ea8d8de02"
+                "sha256:5b320e2dc0f41a6032bfa7e1ebc33559ae1e911a426f0c6be6674a50b20819be",
+                "sha256:f58096b6c767d1403dfd6c49743f82d780d7b9688d9302ecab316ac1fa6131bb"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==1.2.0"
+            "version": "==1.3.0"
         },
         "django-split-settings": {
             "hashes": [
-                "sha256:c1f57f6b54fc0d93082c12163e76fad082c214f5fa0d16d84a1226d2c9f14f26",
-                "sha256:c902ef60d5fe8190ff224284f68e3c9015b6f1aca9e9d6bd70bf86394ff32634"
+                "sha256:72bd7dd9f12602585681074d1f859643fb4f6b196b584688fab86bdd73a57dff",
+                "sha256:d3975aa3601e37f65c59b9977b6bcb1de8bc27496930054078589c7d56998a9d"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==1.3.1"
+            "version": "==1.3.2"
         },
         "django-timezone-field": {
             "hashes": [
@@ -711,11 +713,11 @@
         },
         "googleapis-common-protos": {
             "hashes": [
-                "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945",
-                "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"
+                "sha256:2972e6c496f435b92590fd54045060867f3fe9be2c82ab148fc8885035479a63",
+                "sha256:334a29d07cddc3aa01dee4988f9afd9b2916ee2ff49d6b757155dc0d197852c0"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.63.2"
+            "version": "==1.65.0"
         },
         "greenlet": {
             "hashes": [
@@ -783,55 +785,55 @@
         },
         "grpcio": {
             "hashes": [
-                "sha256:0f3010bf46b2a01c9e40644cb9ed91b4b8435e5c500a275da5f9f62580e31e80",
-                "sha256:1c5466222470cb7fbc9cc898af1d48eefd297cb2e2f59af6d4a851c862fa90ac",
-                "sha256:1eb03524d0f55b965d6c86aa44e5db9e5eaa15f9ed3b164621e652e5b927f4b8",
-                "sha256:230cdd696751e7eb1395718cd308234749daa217bb8d128f00357dc4df102558",
-                "sha256:245b08f9b3c645a6a623f3ed4fa43dcfcd6ad701eb9c32511c1bb7380e8c3d23",
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-                "sha256:37514b68a42e9cf24536345d3cf9e580ffd29117c158b4eeea34625200256067",
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+                "sha256:c9f80f9fad93a8cf71c7f161778ba47fd730d13a343a46258065c4deb4b550c0",
+                "sha256:cfd349de4158d797db2bd82d2020554a121674e98fbe6b15328456b3bf2495bb",
+                "sha256:d0cd7050397b3609ea51727b1811e663ffda8bda39c6a5bb69525ef12414b503",
+                "sha256:d639c939ad7c440c7b2819a28d559179a4508783f7e5b991166f8d7a34b52815",
+                "sha256:e3ba04659e4fce609de2658fe4dbf7d6ed21987a94460f5f92df7579fd5d0e22",
+                "sha256:ecfe735e7a59e5a98208447293ff8580e9db1e890e232b8b292dc8bd15afc0d2",
+                "sha256:ef82d361ed5849d34cf09105d00b94b6728d289d6b9235513cb2fcc79f7c432c",
+                "sha256:f03a5884c56256e08fd9e262e11b5cfacf1af96e2ce78dc095d2c41ccae2c80d",
+                "sha256:f1fe60d0772831d96d263b53d83fb9a3d050a94b0e94b6d004a5ad111faa5b5b",
+                "sha256:f517fd7259fe823ef3bd21e508b653d5492e706e9f0ef82c16ce3347a8a5620c",
+                "sha256:fdb14bad0835914f325349ed34a51940bc2ad965142eb3090081593c6e347be9"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.66.0"
+            "version": "==1.66.1"
         },
         "h11": {
             "hashes": [
@@ -892,11 +894,11 @@
         },
         "httpx": {
             "hashes": [
-                "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5",
-                "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"
+                "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0",
+                "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.27.0"
+            "version": "==0.27.2"
         },
         "huggingface-hub": {
             "hashes": [
@@ -924,11 +926,11 @@
         },
         "importlib-metadata": {
             "hashes": [
-                "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f",
-                "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"
+                "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1",
+                "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==8.0.0"
+            "version": "==8.4.0"
         },
         "importlib-resources": {
             "hashes": [
@@ -940,12 +942,12 @@
         },
         "instructor": {
             "hashes": [
-                "sha256:20242fdb42ed4a691d067db9bf67d317dfa060ee6419751bbe30fdd3c48e7d23",
-                "sha256:ca4f36e69a1b147a48417fc4ffbfd63ac01957d4e1f3bb24460b09a024a5f195"
+                "sha256:79a0c93f2bf37ed5efb7bee03b587f6c9010778599bd05ad4430e2bf2f7d3cfc",
+                "sha256:b60b1acd4a6f20590011de3fb0d108f23da6ed8e67ff2cab8efc0b153fbeaa19"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9' and python_version < '4.0'",
-            "version": "==1.3.4"
+            "version": "==1.4.0"
         },
         "ipython": {
             "hashes": [
@@ -1097,47 +1099,47 @@
         },
         "langchain": {
             "hashes": [
-                "sha256:867f6add370c1e3911b0e87d3dd0e36aec1e8f513bf06131340fe8f151d89dc5",
-                "sha256:f86e8a7afd3e56f8eb5ba47f01dd00144fb9fc2f1db9873bd197347be2857aa4"
+                "sha256:9e6231441870aaa8523be24a5785ccccfdde759a7e27dd082b6ec80f68e49dec",
+                "sha256:f613ce7594be34f9bac687134a56f6e8274951907b798dbd037aefc95df78953"
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             "index": "pypi",
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.2.6"
+            "version": "==0.2.15"
         },
         "langchain-chroma": {
             "hashes": [
-                "sha256:0948f2975091dfef685a7981c140b8fd8a3b0f0602abba61abbcac7959beee4c",
-                "sha256:745a53b93e7ae058f9666a48e15ff211122656032ed0e8ffb7291b402f5bf23b"
+                "sha256:67754c50d0adb6fa2ebf07ea48026e025c9bffe2ae329e769d4c6e2b6398eaa8",
+                "sha256:7857f8c63faa827118b18e06e926ef22a02b30c1462c8467dd7240d3e685edd3"
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             "index": "pypi",
             "markers": "python_version < '4' and python_full_version >= '3.8.1'",
-            "version": "==0.1.2"
+            "version": "==0.1.3"
         },
         "langchain-community": {
             "hashes": [
-                "sha256:40ce09a50ed798aa651ddb34c8978200fa8589b9813c7a28ce8af027bbf249f0",
-                "sha256:758cc800acfe5dd396bf8ba1b57c4792639ead0eab48ed0367f0732ec6ee1f68"
+                "sha256:70e5c51863e93705517527f1ed30a8a5db3920e48331592f98edcafb13134017",
+                "sha256:8ebf42e6c14be95fb5d86450785ac802f60a10e382bb6548af0dcc05323d4819"
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             "index": "pypi",
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.2.6"
+            "version": "==0.2.14"
         },
         "langchain-core": {
             "hashes": [
-                "sha256:50048d90b175c0d5a7e28164628b3c7f8c82b0dc2cd766a663d346a18d5c9eb2",
-                "sha256:c4fd158273e28cef758b4eccc956b424b76d4bb9117ce6014ae6eb2fb985801d"
+                "sha256:56f2367070e8afc43922bba1d046035a144b4e732a5474676403bd0eb33d85f2",
+                "sha256:eabce6e7538cb9dc60db4bc1eb584bbb91a5e7e02a96d5b65b4a6ab151081b6d"
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             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.2.34"
+            "version": "==0.2.36"
         },
         "langchain-openai": {
             "hashes": [
-                "sha256:03318669bcb3238f7d1bb043329f91d150ca09246f1faf569ef299f535405c71",
-                "sha256:4344b6c5c67088a28eed80ba763157fdd1d690cee679966a021b42f305dbf7b5"
+                "sha256:8e3d215803e157f26480c6108eb4333629832b1a0e746723060c24f93b8b78f4",
+                "sha256:ed7f16671ea0af177ac5f82d5645a746c5097c56f97b31798e5c07b5c84f0eed"
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             "index": "pypi",
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.1.13"
+            "version": "==0.1.23"
         },
         "langchain-text-splitters": {
             "hashes": [
@@ -1150,20 +1152,20 @@
         },
         "langsmith": {
             "hashes": [
-                "sha256:049cd312952a0db9f5edeed3b9a8616e66ef86e5490c835c8bb054569203b0d0",
-                "sha256:7892dfe452d143fba573d7eb28dbff3202d2f2daacab8c7276ffe4a850179d4d"
+                "sha256:64a890a05640d64692f5515ebb444b0457332a9cf9e7605c4651de6737a7d3a0",
+                "sha256:a418161c98de72ee2c6eea6667c6217814b67db4b9a3a024788013384216ff35"
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             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.1.104"
+            "version": "==0.1.106"
         },
         "litellm": {
             "hashes": [
-                "sha256:2178f4a9b605603295f6aebf623e0a4dd45c3b595090fa37c606f1c1e04d2121",
-                "sha256:50b20805e6892ef57ee5833764ae77bc2021042814b4bdbd89b3744d4b84bb02"
+                "sha256:76f30428c4dc37c3571ce746f8141ed4a4cac1506dcad1c0213a2c23cbb701b9",
+                "sha256:885d19db883fb13c8e32563cfbbc3d02dc1b80fe4bb52a67ebdbf6cdc8d0cb83"
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             "index": "pypi",
             "markers": "python_version not in '2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6, 3.7' and python_version >= '3.8'",
-            "version": "==1.41.3"
+            "version": "==1.44.8"
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         "markdown-it-py": {
             "hashes": [
@@ -1513,7 +1515,7 @@
                 "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3",
                 "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"
             ],
-            "markers": "python_version >= '3.12'",
+            "markers": "python_version >= '3.9'",
             "version": "==1.26.4"
         },
         "nvidia-cublas-cu12": {
@@ -1653,92 +1655,92 @@
         },
         "openai": {
             "hashes": [
-                "sha256:009bfa1504c9c7ef64d87be55936d142325656bbc6d98c68b669d6472e4beb09",
-                "sha256:3d1e0b0aac9b0db69a972d36dc7efa7563f8e8d65550b27a48f2a0c2ec207e80"
+                "sha256:c9d31853b4e0bc2dc8bd08003b462a006035655a701471695d0bfdc08529cde3",
+                "sha256:dc91e0307033a4f94931e5d03cc3b29b9717014ad5e73f9f2051b6cb5eda4d80"
             ],
             "index": "pypi",
             "markers": "python_full_version >= '3.7.1'",
-            "version": "==1.35.7"
+            "version": "==1.42.0"
         },
         "opentelemetry-api": {
             "hashes": [
-                "sha256:2bd639e4bed5b18486fef0b5a520aaffde5a18fc225e808a1ac4df363f43a1ce",
-                "sha256:7d7ea33adf2ceda2dd680b18b1677e4152000b37ca76e679da71ff103b943064"
+                "sha256:953d5871815e7c30c81b56d910c707588000fff7a3ca1c73e6531911d53065e7",
+                "sha256:ed673583eaa5f81b5ce5e86ef7cdaf622f88ef65f0b9aab40b843dcae5bef342"
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             "markers": "python_version >= '3.8'",
-            "version": "==1.26.0"
+            "version": "==1.27.0"
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         "opentelemetry-exporter-otlp-proto-common": {
             "hashes": [
-                "sha256:bdbe50e2e22a1c71acaa0c8ba6efaadd58882e5a5978737a44a4c4b10d304c92",
-                "sha256:ee4d8f8891a1b9c372abf8d109409e5b81947cf66423fd998e56880057afbc71"
+                "sha256:159d27cf49f359e3798c4c3eb8da6ef4020e292571bd8c5604a2a573231dd5c8",
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             "markers": "python_version >= '3.8'",
-            "version": "==1.26.0"
+            "version": "==1.27.0"
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         "opentelemetry-exporter-otlp-proto-grpc": {
             "hashes": [
-                "sha256:a65b67a9a6b06ba1ec406114568e21afe88c1cdb29c464f2507d529eb906d8ae",
-                "sha256:e2be5eff72ebcb010675b818e8d7c2e7d61ec451755b8de67a140bc49b9b0280"
+                "sha256:56b5bbd5d61aab05e300d9d62a6b3c134827bbd28d0b12f2649c2da368006c9e",
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             "markers": "python_version >= '3.8'",
-            "version": "==1.26.0"
+            "version": "==1.27.0"
         },
         "opentelemetry-instrumentation": {
             "hashes": [
-                "sha256:88974ee52b1db08fc298334b51c19d47e53099c33740e48c4f084bd1afd052d5",
-                "sha256:96f9885e450c35e3f16a4f33145f2ebf620aea910c9fd74a392bbc0f807a350f"
+                "sha256:94929685d906380743a71c3970f76b5f07476eea1834abd5dd9d17abfe23cc35",
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             "markers": "python_version >= '3.8'",
-            "version": "==0.47b0"
+            "version": "==0.48b0"
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         "opentelemetry-instrumentation-asgi": {
             "hashes": [
-                "sha256:b798dc4957b3edc9dfecb47a4c05809036a4b762234c5071212fda39ead80ade",
-                "sha256:e78b7822c1bca0511e5e9610ec484b8994a81670375e570c76f06f69af7c506a"
+                "sha256:04c32174b23c7fa72ddfe192dad874954968a6a924608079af9952964ecdf785",
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             "markers": "python_version >= '3.8'",
-            "version": "==0.47b0"
+            "version": "==0.48b0"
         },
         "opentelemetry-instrumentation-fastapi": {
             "hashes": [
-                "sha256:0c7c10b5d971e99a420678ffd16c5b1ea4f0db3b31b62faf305fbb03b4ebee36",
-                "sha256:5ac28dd401160b02e4f544a85a9e4f61a8cbe5b077ea0379d411615376a2bd21"
+                "sha256:21a72563ea412c0b535815aeed75fc580240f1f02ebc72381cfab672648637a2",
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             "markers": "python_version >= '3.8'",
-            "version": "==0.47b0"
+            "version": "==0.48b0"
         },
         "opentelemetry-proto": {
             "hashes": [
-                "sha256:6c4d7b4d4d9c88543bcf8c28ae3f8f0448a753dc291c18c5390444c90b76a725",
-                "sha256:c5c18796c0cab3751fc3b98dee53855835e90c0422924b484432ac852d93dc1e"
+                "sha256:33c9345d91dafd8a74fc3d7576c5a38f18b7fdf8d02983ac67485386132aedd6",
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             "markers": "python_version >= '3.8'",
-            "version": "==1.26.0"
+            "version": "==1.27.0"
         },
         "opentelemetry-sdk": {
             "hashes": [
-                "sha256:c90d2868f8805619535c05562d699e2f4fb1f00dbd55a86dcefca4da6fa02f85",
-                "sha256:feb5056a84a88670c041ea0ded9921fca559efec03905dddeb3885525e0af897"
+                "sha256:365f5e32f920faf0fd9e14fdfd92c086e317eaa5f860edba9cdc17a380d9197d",
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             "markers": "python_version >= '3.8'",
-            "version": "==1.26.0"
+            "version": "==1.27.0"
         },
         "opentelemetry-semantic-conventions": {
             "hashes": [
-                "sha256:4ff9d595b85a59c1c1413f02bba320ce7ea6bf9e2ead2b0913c4395c7bbc1063",
-                "sha256:a8d57999bbe3495ffd4d510de26a97dadc1dace53e0275001b2c1b2f67992a7e"
+                "sha256:12d74983783b6878162208be57c9effcb89dc88691c64992d70bb89dc00daa1a",
+                "sha256:a0de9f45c413a8669788a38569c7e0a11ce6ce97861a628cca785deecdc32a1f"
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             "markers": "python_version >= '3.8'",
-            "version": "==0.47b0"
+            "version": "==0.48b0"
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         "opentelemetry-util-http": {
             "hashes": [
-                "sha256:352a07664c18eef827eb8ddcbd64c64a7284a39dd1655e2f16f577eb046ccb32",
-                "sha256:3d3215e09c4a723b12da6d0233a31395aeb2bb33a64d7b15a1500690ba250f19"
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-            "version": "==0.47b0"
+            "version": "==0.48b0"
         },
         "orjson": {
             "hashes": [
@@ -1923,10 +1925,10 @@
         },
         "posthog": {
             "hashes": [
-                "sha256:605b3d92369971cc99290b1fcc8534cbddac3726ef7972caa993454a5ecfb644",
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-            "version": "==3.5.2"
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         "prompt-toolkit": {
             "hashes": [
@@ -2054,106 +2056,107 @@
         },
         "pydantic": {
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+            "version": "==2.8.2"
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@@ -2210,12 +2213,12 @@
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@@ -2720,11 +2723,11 @@
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         },
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-                "sha256:fa76fbb7596cc5839320000cdd5d0955313696d9511debab7ee7278fc8b5c84a",
-                "sha256:fff12c88a672ab9c9c1cf7b0c80e3ad9e2ebd9d828d955c126be4fd3e5578c9e"
+                "sha256:0663585d02f76929792470451a5ba64424acc3cd5227b03921dab0e2f27b1709",
+                "sha256:08a24a7070b2b6804c1940ff0f910ff728932a9d0e80e7814234269f9d46d069",
+                "sha256:232ce02943a579095a339ac4b390fbbe97f5b5d5d107f8a08260ea2768be8cc2",
+                "sha256:2905ccf93a8a2a416f3ec01b1a7911c3fe4073ef35640e7ee5296754e30b762b",
+                "sha256:299d3da8e00b7e2b54bb02ef58d73cd5f55fb31f33ebbf33bd00d9aa6807df7e",
+                "sha256:2c6d112bf61c5ef44042c253e4859b3cbbb50df2f78fa8fae6747a7814484a70",
+                "sha256:31e44a986ceccec3d0498e16f3d27b2ee5fdf69ce2ab89b52eaad1d2f33d8778",
+                "sha256:3d9a1eca329405219b605fac09ecfc09ac09e595d6def650a437523fcd08dd22",
+                "sha256:3dcdedae5c7710b9f97ac6bba7e1052b95c7083c9d0e9df96e02a1932e777895",
+                "sha256:47ca71115e545954e6c1d207dd13461ab81f4eccfcb1345eac874828b5e3eaaf",
+                "sha256:4a997df8c1c2aae1e1e5ac49c2e4f610ad037fc5a3aadc7b64e39dea42249431",
+                "sha256:51956cf8730665e2bdf8ddb8da0056f699c1a5715648c1b0144670c1ba00b48f",
+                "sha256:5bcb8a5620008a8034d39bce21dc3e23735dfdb6a33a06974739bfa04f853947",
+                "sha256:64c3f16e2a4fc51c0d06af28441881f98c5d91009b8caaff40cf3548089e9c74",
+                "sha256:6e2b11c55d260d03a8cf29ac9b5e0608d35f08077d8c087be96287f43af3ccdc",
+                "sha256:7b3f5fe74a5ca32d4d0f302ffe6680fcc5c28f8ef0dc0ae8f40c0f3a1b4fca66",
+                "sha256:844b6d608374e7d08f4f6e6f9f7b951f9256db41421917dfb2d003dde4cd6b66",
+                "sha256:9a8d6802e0825767476f62aafed40532bd435e8a5f7d23bd8b4f5fd04cc80ecf",
+                "sha256:aae4d918f6b180a8ab8bf6511a419473d107df4dbb4225c7b48c5c9602c38c7f",
+                "sha256:ac1955ce000cb29ab40def14fd1bbfa7af2017cca696ee696925615cafd0dce5",
+                "sha256:b88075ada2d51aa9f18283532c9f60e72170041bba88d7f37e49cbb10275299e",
+                "sha256:cb013933d4c127349b3948aa8aaf2f12c0353ad0eccd715ca789c8a0f671646f",
+                "sha256:cc70b4b581f28d0a254d006f26949245e3657d40d8857066c2ae22a61222ef55",
+                "sha256:e9c5266c432a1e23738d178e51c2c7a5e2ddf790f248be939448c0ba2021f9d1",
+                "sha256:ea9e57f8ea880eeea38ab5abf9fbe39f923544d7884228ec67d666abd60f5a47",
+                "sha256:ee0c405832ade84d4de74b9029bedb7b31200600fa524d218fc29bfa371e97f5",
+                "sha256:fdcb265de28585de5b859ae13e3846a8e805268a823a12a4da2597f1f5afc9f0"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==42.0.8"
+            "version": "==43.0.0"
         },
         "distlib": {
             "hashes": [
@@ -3888,37 +3902,37 @@
         },
         "mypy": {
             "hashes": [
-                "sha256:075cbf81f3e134eadaf247de187bd604748171d6b79736fa9b6c9685b4083061",
-                "sha256:12b6bfc1b1a66095ab413160a6e520e1dc076a28f3e22f7fb25ba3b000b4ef99",
-                "sha256:1ec404a7cbe9fc0e92cb0e67f55ce0c025014e26d33e54d9e506a0f2d07fe5de",
-                "sha256:28d0e038361b45f099cc086d9dd99c15ff14d0188f44ac883010e172ce86c38a",
-                "sha256:2b0695d605ddcd3eb2f736cd8b4e388288c21e7de85001e9f85df9187f2b50f9",
-                "sha256:3236a4c8f535a0631f85f5fcdffba71c7feeef76a6002fcba7c1a8e57c8be1ec",
-                "sha256:3be66771aa5c97602f382230165b856c231d1277c511c9a8dd058be4784472e1",
-                "sha256:3d087fcbec056c4ee34974da493a826ce316947485cef3901f511848e687c131",
-                "sha256:3f298531bca95ff615b6e9f2fc0333aae27fa48052903a0ac90215021cdcfa4f",
-                "sha256:4a2b5cdbb5dd35aa08ea9114436e0d79aceb2f38e32c21684dcf8e24e1e92821",
-                "sha256:4cf18f9d0efa1b16478c4c129eabec36148032575391095f73cae2e722fcf9d5",
-                "sha256:8b2cbaca148d0754a54d44121b5825ae71868c7592a53b7292eeb0f3fdae95ee",
-                "sha256:8f55583b12156c399dce2df7d16f8a5095291354f1e839c252ec6c0611e86e2e",
-                "sha256:92f93b21c0fe73dc00abf91022234c79d793318b8a96faac147cd579c1671746",
-                "sha256:9e36fb078cce9904c7989b9693e41cb9711e0600139ce3970c6ef814b6ebc2b2",
-                "sha256:9fd50226364cd2737351c79807775136b0abe084433b55b2e29181a4c3c878c0",
-                "sha256:a781f6ad4bab20eef8b65174a57e5203f4be627b46291f4589879bf4e257b97b",
-                "sha256:a87dbfa85971e8d59c9cc1fcf534efe664d8949e4c0b6b44e8ca548e746a8d53",
-                "sha256:b808e12113505b97d9023b0b5e0c0705a90571c6feefc6f215c1df9381256e30",
-                "sha256:bc6ac273b23c6b82da3bb25f4136c4fd42665f17f2cd850771cb600bdd2ebeda",
-                "sha256:cd777b780312ddb135bceb9bc8722a73ec95e042f911cc279e2ec3c667076051",
-                "sha256:da1cbf08fb3b851ab3b9523a884c232774008267b1f83371ace57f412fe308c2",
-                "sha256:e22e1527dc3d4aa94311d246b59e47f6455b8729f4968765ac1eacf9a4760bc7",
-                "sha256:f8c083976eb530019175aabadb60921e73b4f45736760826aa1689dda8208aee",
-                "sha256:f90cff89eea89273727d8783fef5d4a934be2fdca11b47def50cf5d311aff727",
-                "sha256:fa7ef5244615a2523b56c034becde4e9e3f9b034854c93639adb667ec9ec2976",
-                "sha256:fcfc70599efde5c67862a07a1aaf50e55bce629ace26bb19dc17cece5dd31ca4"
+                "sha256:06d26c277962f3fb50e13044674aa10553981ae514288cb7d0a738f495550b36",
+                "sha256:2ff93107f01968ed834f4256bc1fc4475e2fecf6c661260066a985b52741ddce",
+                "sha256:36383a4fcbad95f2657642a07ba22ff797de26277158f1cc7bd234821468b1b6",
+                "sha256:37c7fa6121c1cdfcaac97ce3d3b5588e847aa79b580c1e922bb5d5d2902df19b",
+                "sha256:3a66169b92452f72117e2da3a576087025449018afc2d8e9bfe5ffab865709ca",
+                "sha256:3f14cd3d386ac4d05c5a39a51b84387403dadbd936e17cb35882134d4f8f0d24",
+                "sha256:41ea707d036a5307ac674ea172875f40c9d55c5394f888b168033177fce47383",
+                "sha256:478db5f5036817fe45adb7332d927daa62417159d49783041338921dcf646fc7",
+                "sha256:4a8a53bc3ffbd161b5b2a4fff2f0f1e23a33b0168f1c0778ec70e1a3d66deb86",
+                "sha256:539c570477a96a4e6fb718b8d5c3e0c0eba1f485df13f86d2970c91f0673148d",
+                "sha256:57555a7715c0a34421013144a33d280e73c08df70f3a18a552938587ce9274f4",
+                "sha256:6e658bd2d20565ea86da7d91331b0eed6d2eee22dc031579e6297f3e12c758c8",
+                "sha256:6e7184632d89d677973a14d00ae4d03214c8bc301ceefcdaf5c474866814c987",
+                "sha256:75746e06d5fa1e91bfd5432448d00d34593b52e7e91a187d981d08d1f33d4385",
+                "sha256:7f9993ad3e0ffdc95c2a14b66dee63729f021968bff8ad911867579c65d13a79",
+                "sha256:801780c56d1cdb896eacd5619a83e427ce436d86a3bdf9112527f24a66618fef",
+                "sha256:801ca29f43d5acce85f8e999b1e431fb479cb02d0e11deb7d2abb56bdaf24fd6",
+                "sha256:969ea3ef09617aff826885a22ece0ddef69d95852cdad2f60c8bb06bf1f71f70",
+                "sha256:a976775ab2256aadc6add633d44f100a2517d2388906ec4f13231fafbb0eccca",
+                "sha256:af8d155170fcf87a2afb55b35dc1a0ac21df4431e7d96717621962e4b9192e70",
+                "sha256:b499bc07dbdcd3de92b0a8b29fdf592c111276f6a12fe29c30f6c417dd546d12",
+                "sha256:cd953f221ac1379050a8a646585a29574488974f79d8082cedef62744f0a0104",
+                "sha256:d42a6dd818ffce7be66cce644f1dff482f1d97c53ca70908dff0b9ddc120b77a",
+                "sha256:e8960dbbbf36906c5c0b7f4fbf2f0c7ffb20f4898e6a879fcf56a41a08b0d318",
+                "sha256:edb91dded4df17eae4537668b23f0ff6baf3707683734b6a818d5b9d0c0c31a1",
+                "sha256:ee23de8530d99b6db0573c4ef4bd8f39a2a6f9b60655bf7a1357e585a3486f2b",
+                "sha256:f7821776e5c4286b6a13138cc935e2e9b6fde05e081bdebf5cdb2bb97c9df81d"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.8'",
-            "version": "==1.10.0"
+            "version": "==1.11.2"
         },
         "mypy-extensions": {
             "hashes": [
@@ -3962,12 +3976,12 @@
         },
         "pre-commit": {
             "hashes": [
-                "sha256:5eae9e10c2b5ac51577c3452ec0a490455c45a0533f7960f993a0d01e59decab",
-                "sha256:e209d61b8acdcf742404408531f0c37d49d2c734fd7cff2d6076083d191cb060"
+                "sha256:8bb6494d4a20423842e198980c9ecf9f96607a07ea29549e180eef9ae80fe7af",
+                "sha256:9a90a53bf82fdd8778d58085faf8d83df56e40dfe18f45b19446e26bf1b3a63f"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==3.7.0"
+            "version": "==3.8.0"
         },
         "pycparser": {
             "hashes": [
@@ -3979,12 +3993,12 @@
         },
         "pyopenssl": {
             "hashes": [
-                "sha256:17ed5be5936449c5418d1cd269a1a9e9081bc54c17aed272b45856a3d3dc86ad",
-                "sha256:cabed4bfaa5df9f1a16c0ef64a0cb65318b5cd077a7eda7d6970131ca2f41a6f"
+                "sha256:4247f0dbe3748d560dcbb2ff3ea01af0f9a1a001ef5f7c4c647956ed8cbf0e95",
+                "sha256:967d5719b12b243588573f39b0c677637145c7a1ffedcd495a487e58177fbb8d"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==24.1.0"
+            "version": "==24.2.1"
         },
         "pyproject-fmt": {
             "hashes": [
@@ -4056,27 +4070,28 @@
         },
         "ruff": {
             "hashes": [
-                "sha256:1aecced1269481ef2894cc495647392a34b0bf3e28ff53ed95a385b13aa45768",
-                "sha256:29d44ef5bb6a08e235c8249294fa8d431adc1426bfda99ed493119e6f9ea1bf6",
-                "sha256:39df0537b47d3b597293edbb95baf54ff5b49589eb7ff41926d8243caa995ea6",
-                "sha256:424e5b72597482543b684c11def82669cc6b395aa8cc69acc1858b5ef3e5daae",
-                "sha256:4c8e2f1e8fc12d07ab521a9005d68a969e167b589cbcaee354cb61e9d9de9c15",
-                "sha256:60ed88b636a463214905c002fa3eaab19795679ed55529f91e488db3fe8976ab",
-                "sha256:8e7e6ebc10ef16dcdc77fd5557ee60647512b400e4a60bdc4849468f076f6eef",
-                "sha256:958b4ea5589706a81065e2a776237de2ecc3e763342e5cc8e02a4a4d8a5e6f95",
-                "sha256:9da73eb616b3241a307b837f32756dc20a0b07e2bcb694fec73699c93d04a69e",
-                "sha256:b1867ee9bf3acc21778dcb293db504692eda5f7a11a6e6cc40890182a9f9e595",
-                "sha256:b5eb0a4bfd6400b7d07c09a7725e1a98c3b838be557fee229ac0f84d9aa49c36",
-                "sha256:b90fc5e170fc71c712cc4d9ab0e24ea505c6a9e4ebf346787a67e691dfb72e85",
-                "sha256:b9ddb2c494fb79fc208cd15ffe08f32b7682519e067413dbaf5f4b01a6087bcd",
-                "sha256:c4efe62b5bbb24178c950732ddd40712b878a9b96b1d02b0ff0b08a090cbd891",
-                "sha256:c51c928a14f9f0a871082603e25a1588059b7e08a920f2f9fa7157b5bf08cfe9",
-                "sha256:cb53473849f011bca6e754f2cdf47cafc9c4f4ff4570003a0dad0b9b6890e876",
-                "sha256:f87ea42d5cdebdc6a69761a9d0bc83ae9b3b30d0ad78952005ba6568d6c022af"
+                "sha256:094600ee88cda325988d3f54e3588c46de5c18dae09d683ace278b11f9d4d534",
+                "sha256:1175d39faadd9a50718f478d23bfc1d4da5743f1ab56af81a2b6caf0a2394f23",
+                "sha256:17002fe241e76544448a8e1e6118abecbe8cd10cf68fde635dad480dba594570",
+                "sha256:239ee6beb9e91feb8e0ec384204a763f36cb53fb895a1a364618c6abb076b3be",
+                "sha256:279d5f7d86696df5f9549b56b9b6a7f6c72961b619022b5b7999b15db392a4da",
+                "sha256:2aed7e243be68487aa8982e91c6e260982d00da3f38955873aecd5a9204b1d66",
+                "sha256:316d418fe258c036ba05fbf7dfc1f7d3d4096db63431546163b472285668132b",
+                "sha256:3dbeac76ed13456f8158b8f4fe087bf87882e645c8e8b606dd17b0b66c2c1158",
+                "sha256:5b939f9c86d51635fe486585389f54582f0d65b8238e08c327c1534844b3bb9a",
+                "sha256:5c8cbc6252deb3ea840ad6a20b0f8583caab0c5ef4f9cca21adc5a92b8f79f3c",
+                "sha256:7438a7288f9d67ed3c8ce4d059e67f7ed65e9fe3aa2ab6f5b4b3610e57e3cb56",
+                "sha256:7db6880c53c56addb8638fe444818183385ec85eeada1d48fc5abe045301b2f1",
+                "sha256:a8f310d63af08f583363dfb844ba8f9417b558199c58a5999215082036d795a1",
+                "sha256:d0d62ca91219f906caf9b187dea50d17353f15ec9bb15aae4a606cd697b49b4c",
+                "sha256:d371f7fc9cec83497fe7cf5eaf5b76e22a8efce463de5f775a1826197feb9df8",
+                "sha256:d72b8b3abf8a2d51b7b9944a41307d2f442558ccb3859bbd87e6ae9be1694a5d",
+                "sha256:d9f3469c7dd43cd22eb1c3fc16926fb8258d50cb1b216658a07be95dd117b0f2",
+                "sha256:f28fcd2cd0e02bdf739297516d5643a945cc7caf09bd9bcb4d932540a5ea4fa9"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==0.4.4"
+            "version": "==0.6.2"
         },
         "tomlkit": {
             "hashes": [
diff --git a/daiv/automation/agents/agent.py b/daiv/automation/agents/agent.py
index 0387497..497d4f4 100644
--- a/daiv/automation/agents/agent.py
+++ b/daiv/automation/agents/agent.py
@@ -6,7 +6,6 @@
 from functools import cached_property
 from typing import TYPE_CHECKING
 
-import instructor
 import litellm
 from decouple import config
 from litellm import completion
@@ -26,7 +25,7 @@
 
 
 CHEAPER_MODEL = "gpt-4o-mini"
-PERFORMANT_MODEL = "gpt-4o-2024-05-13"
+PERFORMANT_MODEL = "gpt-4o-2024-08-06"
 
 
 class LlmAgent(ABC):
@@ -40,7 +39,7 @@ class LlmAgent(ABC):
     model: str = PERFORMANT_MODEL
 
     iterations: int = 0
-    max_iterations: int = 10
+    max_iterations: int = 20
 
     def __init__(
         self,
@@ -94,23 +93,22 @@ def run_iteration(self, response_model: type[BaseModel] | None = None):
 
         completion_kwargs = {"model": self.model, "messages": messages, "temperature": 0, "api_key": self.api_key}
 
-        if response_model is None:
-            response: ModelResponse = completion(
-                tools=([tool.to_schema() for tool in self.tools] if self.tools else NotGiven()), **completion_kwargs
-            )
+        response: ModelResponse = completion(
+            tools=([tool.to_schema() for tool in self.tools] if self.tools else NotGiven()),
+            response_format=response_model,
+            **completion_kwargs,
+        )
 
-            message = Message(**response.choices[0].message.model_dump())
-        else:
-            model_instance, response = instructor.from_litellm(completion).chat.completions.create_with_completion(
-                response_model=response_model, **completion_kwargs
-            )
-            message = Message(model_instance=model_instance, content=model_instance.model_dump_json(), role="assistant")
+        message = Message(**response.choices[0].message.json())
 
         self.memory.append(message)
 
         logger.debug("%s: %s", message.role, message.content)
 
-        if message.tool_calls:
+        # If the response has a model instance, avoid call the tools, it means the model has already done the job.
+        if response_model and message.content:
+            message.model_instance = response_model.model_validate_json(message.content)
+        elif message.tool_calls:
             for tool_call in message.tool_calls:
                 tool_response = self.call_tool(
                     ToolCall(
@@ -141,6 +139,9 @@ def should_continue_iteration(self, single_iteration: bool = False) -> bool:
         if single_iteration:
             return False
 
+        if self.memory[-1].model_instance is not None:
+            return False
+
         if (
             self.stop_messages
             and self.memory[-1].content
diff --git a/daiv/automation/coders/refactor/coder_patch.py b/daiv/automation/coders/refactor/coder_patch.py
index 26bed21..cda2be7 100644
--- a/daiv/automation/coders/refactor/coder_patch.py
+++ b/daiv/automation/coders/refactor/coder_patch.py
@@ -51,7 +51,7 @@ def invoke(self, *args, **kwargs: Unpack[MergerRequestRefactorInvoke]) -> list[F
             )
             if (
                 not (
-                    filepath_to_change := self.codebase_index.search_most_similar_filepath(
+                    filepath_to_change := self.codebase_index.search_most_similar_file(
                         kwargs["target_repo_id"], repository_file
                     )
                 )
diff --git a/daiv/automation/coders/refactor/prompts.py b/daiv/automation/coders/refactor/prompts.py
index 62a2f86..6a50fe0 100644
--- a/daiv/automation/coders/refactor/prompts.py
+++ b/daiv/automation/coders/refactor/prompts.py
@@ -46,41 +46,6 @@ def format_task_prompt(prompt: str) -> str:
             """
         ).format(prompt=prompt)
 
-    @staticmethod
-    def format_file_review_feedback_prompt(file_path: str, comments: list[str]) -> str:
-        """
-        Format the review feedback for the task.
-        """
-        return textwrap.dedent(
-            """\
-            ### Tasks ###
-            A developer has reviewed the file {file_path} and left comments that you need to analyze and apply changes.
-
-            ### Developer Comments ###
-            {comments}
-            """
-        ).format(file_path=file_path, comments="\n".join(comments))
-
-    @staticmethod
-    def format_diff_review_feedback_prompt(file_path: str, comments: list[tuple[str, str]]) -> str:
-        """
-        Format the review feedback for the task.
-        """
-        diff_content = ""
-        for comment in comments:
-            diff_content += f"\n{comment[0]}Hunk:\n{comment[1]}\n\n"
-
-        return textwrap.dedent(
-            """\
-            ### Tasks ###
-            A developer has reviewed the file {file_path} and left notes that you need to analyse and address one by one.
-            The review below contain a hunk of a unified diff, which includes the line number of the code where the developer left the review to locate you, and the corresponding notes to you address.
-
-            ### Developer Review ###
-            {diff_content}
-            """  # noqa: E501
-        ).format(file_path=file_path, diff_content=diff_content)
-
 
 class PatchRefactorPrompts:
     @staticmethod
diff --git a/daiv/automation/coders/review_addressor/coder.py b/daiv/automation/coders/review_addressor/coder.py
index 7c9ea71..862e81d 100644
--- a/daiv/automation/coders/review_addressor/coder.py
+++ b/daiv/automation/coders/review_addressor/coder.py
@@ -3,23 +3,33 @@
 from automation.agents.agent import LlmAgent
 from automation.agents.models import Message
 from automation.coders.base import STOP_MESSAGE, CodebaseCoder
+from automation.coders.tools import CodeActionTools, CodeInspectTools
 from automation.coders.typings import ReviewAddressorInvoke
 from codebase.base import FileChange
 
 from .models import RequestFeedback
 from .prompts import ReviewAddressorPrompts, ReviewCommentorPrompts
-from .tools import ReviewAddressorTools
 
 
-class ReviewCommentorCoder(CodebaseCoder[ReviewAddressorInvoke, RequestFeedback]):
+class ReviewCommentorCoder(CodebaseCoder[ReviewAddressorInvoke, RequestFeedback | None]):
     """
-    Coder to review the comments in the pull request.
+    Coder to review the comments left in a diff extracted from a pull request.
+
+    The coder will review the comments and ask for more information if needed.
     """
 
-    def invoke(self, *args, **kwargs: Unpack[ReviewAddressorInvoke]) -> RequestFeedback:
+    def invoke(self, *args, **kwargs: Unpack[ReviewAddressorInvoke]) -> RequestFeedback | None:
         """
         Invoke the coder to review the comments in the pull request.
         """
+        code_inspect = CodeInspectTools(
+            self.repo_client,
+            self.codebase_index,
+            self.usage,
+            repo_id=kwargs["source_repo_id"],
+            ref=kwargs["source_ref"],
+        )
+
         memory = [Message(role="system", content=ReviewCommentorPrompts.format_system(kwargs["diff"]))]
 
         for note in kwargs["notes"]:
@@ -29,27 +39,29 @@ def invoke(self, *args, **kwargs: Unpack[ReviewAddressorInvoke]) -> RequestFeedb
             else:
                 memory.append(Message(role="user", content=note.body))
 
-        self.agent = LlmAgent(memory=memory)
-        response = self.agent.run(response_model=RequestFeedback, single_iteration=True)
+        self.agent = LlmAgent(memory=memory, tools=code_inspect.get_tools())
+        response = self.agent.run(response_model=RequestFeedback)
 
         self.usage += self.agent.usage
 
         if response is None:
-            return []
+            return None
 
         return cast(RequestFeedback, response)
 
 
 class ReviewAddressorCoder(CodebaseCoder[ReviewAddressorInvoke, list[FileChange]]):
     """
-    Coder to address the review comments in the codebase.
+    Coder to address the review comments left on a pull request.
+
+    The coder will address the comments and make the necessary changes in the codebase.
     """
 
     def invoke(self, *args, **kwargs: Unpack[ReviewAddressorInvoke]) -> list[FileChange]:
         """
         Invoke the coder to address the review comments in the codebase.
         """
-        code_actions = ReviewAddressorTools(
+        code_actions = CodeActionTools(
             self.repo_client,
             self.codebase_index,
             self.usage,
diff --git a/daiv/automation/coders/review_addressor/models.py b/daiv/automation/coders/review_addressor/models.py
index 94a9c09..32e2692 100644
--- a/daiv/automation/coders/review_addressor/models.py
+++ b/daiv/automation/coders/review_addressor/models.py
@@ -9,13 +9,10 @@ class RequestFeedback(BaseModel):
     """
 
     questions: list[str] = Field(
-        default_factory=list,
         description=dedent(
             """\
             Questions for the user to answer to help you complete the task. Leave empty if there are no questions.
             """
-        ),
-    )
-    code_changes_needed: bool = Field(
-        default=False, description="Whether code changes are needed to complete the task."
+        )
     )
+    code_changes_needed: bool = Field(description="Whether code changes are needed to complete the task.")
diff --git a/daiv/automation/coders/review_addressor/prompts.py b/daiv/automation/coders/review_addressor/prompts.py
index 4b86e98..5c598cc 100644
--- a/daiv/automation/coders/review_addressor/prompts.py
+++ b/daiv/automation/coders/review_addressor/prompts.py
@@ -14,14 +14,15 @@ def format_system(diff: str):
             ### Instructions ###
             Act as an exceptional senior software engineer that is responsible for addressing code review left on a pull request you worked on.
 
-            It's absolutely vital that you completely and correctly execute your task.
-
             The user will interact with the comments left on the code review. The unified diff has been extracted from the file where the comments were made, and shows only the specific lines of code where they were made.
 
+            It's absolutely vital that you completely and correctly execute your task.
+
             ### Guidelines ###
-            - Think out loud step-by-step before you start asking questions;
+            - Before you start asking questions:
+              * Think out loud step-by-step;
+              * Use the supplied tools to obtain more detail about the codebase and to help you think about the problem and avoid asking unnecessary questions;
             - Be straightforward on the context you need;
-            - To ask for feedback, use the provided functions;
             - Your task is completed when there's no feedback to request.
 
             ### Examples ###
diff --git a/daiv/automation/coders/refactor/schemas.py b/daiv/automation/coders/schemas.py
similarity index 96%
rename from daiv/automation/coders/refactor/schemas.py
rename to daiv/automation/coders/schemas.py
index 571d008..2816c5c 100644
--- a/daiv/automation/coders/refactor/schemas.py
+++ b/daiv/automation/coders/schemas.py
@@ -23,6 +23,8 @@ class ReplaceSnippetWith(OpenAISchema):
 class CreateFile(OpenAISchema):
     """
     Use this as primary tool to create a new file with the provided content.
+
+    If the file already exists, it will raise an error. Only use this to create inexistent files.
     """
 
     file_path: str = Field(description="The file path to create.")
diff --git a/daiv/automation/coders/tools.py b/daiv/automation/coders/tools.py
index d341875..c3e7888 100644
--- a/daiv/automation/coders/tools.py
+++ b/daiv/automation/coders/tools.py
@@ -1,9 +1,11 @@
 import logging
+import textwrap
 
 from automation.agents.models import Usage
 from automation.agents.tools import FunctionTool
 from automation.coders.paths_replacer.coder import PathsReplacerCoder
-from automation.coders.refactor.schemas import (
+from automation.coders.replacer import ReplacerCoder
+from automation.coders.schemas import (
     CodebaseSearch,
     CreateFile,
     DeleteFile,
@@ -12,7 +14,6 @@
     RenameFile,
     ReplaceSnippetWith,
 )
-from automation.coders.replacer import ReplacerCoder
 from codebase.base import FileChange, FileChangeAction
 from codebase.clients import RepoClient
 from codebase.indexes import CodebaseIndex
@@ -20,9 +21,9 @@
 logger = logging.getLogger(__name__)
 
 
-class CodeActionTools:
+class CodeInspectTools:
     """
-    A class that provides tools for code actions.
+    A class that provides tools for code inspection.
     """
 
     def __init__(
@@ -33,10 +34,9 @@ def __init__(
         *,
         repo_id: str,
         ref: str | None = None,
-        replace_paths: bool = False,
     ):
         """
-        Initializes the code action tools.
+        Initializes the code inspection tools.
 
         Args:
             repo_client: The repository client to use.
@@ -44,13 +44,113 @@ def __init__(
             usage: The usage to use.
             repo_id: The repository ID to use.
             ref: The reference to use.
-            replace_paths: Whether to replace paths in the snippets. Usefull for cross projects coding.
         """
         self.repo_client = repo_client
         self.codebase_index = codebase_index
         self.usage = usage
         self.repo_id = repo_id
         self.ref = ref
+
+    def get_repository_tree(self, path: str = "") -> str:
+        """
+        Gets the repository tree.
+
+        Args:
+            path: The path to get the tree of.
+
+        Returns:
+            The repository tree.
+        """
+        logger.debug("[CodeInspectTools.get_repository_tree] Getting repository tree %s", path)
+
+        if tree := self.repo_client.get_repository_tree(self.repo_id, self.ref, path=path):
+            return f"Repository files and directories found in {path}: {", ".join(tree)}"
+        return f"No files/directories found in {path}."
+
+    def get_repository_file(self, file_path: str) -> str:
+        """
+        Gets the content of a repository file.
+
+        Args:
+            file_path: The file path to get the content of.
+
+        Returns:
+            The content of the file. If the file is not found, returns an error message.
+        """
+        logger.debug("[CodeInspectTools.get_repository_file] Getting repository file %s", file_path)
+        if repo_file := self.repo_client.get_repository_file(self.repo_id, file_path, self.ref):
+            return textwrap.dedent(
+                """\
+                file path: {file_path}
+                ```
+                {repo_file}
+                ```
+                """
+            ).format(file_path=file_path, repo_file=repo_file)
+        return f"error: File '{file_path}' not found."
+
+    def codebase_search(self, query: str) -> str:
+        """
+        Search for code snippets in the codebase
+
+        Args:
+            query: The query to search for.
+
+        Returns:
+            The search results.
+        """
+        logger.debug("[CodeInspectTools.codebase_search] Searching codebase for %s", query)
+
+        search_results_str = "No search results found."
+
+        if search_results := self.codebase_index.search_with_reranker(self.repo_id, query):
+            search_results_str = "### Search results ###"
+            for reranked_score, result in search_results:
+                logger.debug(
+                    "[CodeInspectTools.codebase_search] file_path=%s score=%r",
+                    result.document.metadata["source"],
+                    reranked_score,
+                )
+                search_results_str += textwrap.dedent(
+                    """\
+                    \n\n
+                    file path: {file_path}
+                    ```{language}
+                    {content}
+                    ```\n\n
+                    """
+                ).format(
+                    file_path=result.document.metadata["source"],
+                    language=result.document.metadata.get("language", ""),
+                    content=result.document.page_content,
+                )
+
+        return search_results_str
+
+    def get_tools(self):
+        """
+        Gets the tools for the code inspection.
+        """
+        return [
+            FunctionTool(schema_model=GetRepositoryFile, fn=self.get_repository_file),
+            FunctionTool(schema_model=GetRepositoryTree, fn=self.get_repository_tree),
+            FunctionTool(schema_model=CodebaseSearch, fn=self.codebase_search),
+        ]
+
+
+class CodeActionTools(CodeInspectTools):
+    """
+    A class that provides tools for code actions.
+    """
+
+    def __init__(self, *args, replace_paths: bool = False, **kwargs):
+        """
+        Initializes the code action tools.
+
+        Args:
+            replace_paths: Whether to replace paths in the snippets. Usefull for cross projects coding.
+        """
+        super().__init__(*args, **kwargs)
         self.replace_paths = replace_paths
         self.file_changes: dict[str, FileChange] = {}
 
@@ -125,7 +225,15 @@ def _get_file_content(self, file_path: str) -> str | None:
 
     def create_file(self, file_path: str, content: str, commit_message: str):
         """
-        Creates a new file with the provided content.
+        Creates a new file with the provided content in the repository.
+
+        Args:
+            file_path: The file path to create.
+            content: The content of the file.
+            commit_message: The commit message to use for the creation.
+
+        Returns:
+            A message indicating the success of the creation
         """
         logger.debug("[CodeActionTools.create_file] Creating new file %s", file_path)
 
@@ -143,7 +251,15 @@ def create_file(self, file_path: str, content: str, commit_message: str):
 
     def rename_file(self, file_path: str, new_file_path: str, commit_message: str):
         """
-        Renames a file.
+        Renames a file on the repository.
+
+        Args:
+            file_path: The file path to rename.
+            new_file_path: The new file path.
+            commit_message: The commit message to use for the rename.
+
+        Returns:
+            A message indicating the success of the rename.
         """
         logger.debug("[CodeActionTools.rename_file] Renaming file %s to %s", file_path, new_file_path)
 
@@ -161,7 +277,14 @@ def rename_file(self, file_path: str, new_file_path: str, commit_message: str):
 
     def delete_file(self, file_path: str, commit_message: str):
         """
-        Deletes a file.
+        Deletes a file from the repository.
+
+        Args:
+            file_path: The file path to delete.
+            commit_message: The commit message to use for the deletion.
+
+        Returns:
+            A message indicating the success of the deletion.
         """
         logger.debug("[CodeActionTools.delete_file] Deleting file %s", file_path)
 
@@ -194,58 +317,13 @@ def _replace_paths(self, replacement_snippet: str) -> str:
 
         return replacement_snippet_result
 
-    def get_repository_tree(self, path: str = "") -> list[str]:
-        """
-        Gets the repository tree.
-
-        Args:
-            path: The path to get the tree of.
-
-        Returns:
-            The repository tree.
-        """
-        logger.debug("[CodeActionTools.get_repository_tree] Getting repository tree %s", path)
-
-        return self.repo_client.get_repository_tree(self.repo_id, self.ref, path=path)
-
-    def get_repository_file(self, file_path: str) -> str:
-        """
-        Gets the content of a repository file.
-
-        Args:
-            file_path: The file path to get the content of.
-
-        Returns:
-            The content of the file. If the file is not found, returns an error message.
+    def get_tools(self):
         """
-        logger.debug("[CodeActionTools.get_repository_file] Getting repository file %s", file_path)
-        if repo_file := self.repo_client.get_repository_file(self.repo_id, file_path, self.ref):
-            return repo_file
-        return "error: File not found."
-
-    def codebase_search(self, query: str) -> list[str]:
+        Gets the tools for the code actions.
         """
-        Search for code snippets in the codebase
-
-        Args:
-            query: The query to search for.
-
-        Returns:
-            The search results.
-        """
-        logger.debug("[CodeActionTools.codebase_search] Searching codebase for %s", query)
-
-        return [
-            result.document.page_content for _, result in self.codebase_index.search_with_reranker(self.repo_id, query)
-        ]
-
-    def get_tools(self):
-        return [
+        return super().get_tools() + [
             FunctionTool(schema_model=ReplaceSnippetWith, fn=self.replace_snippet_with),
             FunctionTool(schema_model=CreateFile, fn=self.create_file),
             FunctionTool(schema_model=RenameFile, fn=self.rename_file),
             FunctionTool(schema_model=DeleteFile, fn=self.delete_file),
-            FunctionTool(schema_model=GetRepositoryFile, fn=self.get_repository_file),
-            FunctionTool(schema_model=GetRepositoryTree, fn=self.get_repository_tree),
-            FunctionTool(schema_model=CodebaseSearch, fn=self.codebase_search),
         ]
diff --git a/daiv/codebase/api/webhooks_gitlab.py b/daiv/codebase/api/webhooks_gitlab.py
index 2d4d0af..9819f4e 100644
--- a/daiv/codebase/api/webhooks_gitlab.py
+++ b/daiv/codebase/api/webhooks_gitlab.py
@@ -37,7 +37,7 @@ def accept_webhook(self) -> bool:
             and client.current_user.id == self.object_attributes.assignee_id
         )
 
-    def process_webhook(self):
+    async def process_webhook(self):
         client = RepoClient.create_instance()
         issue_notes = client.get_issue_notes(self.project.path_with_namespace, self.object_attributes.iid)
         if not next((note.body for note in issue_notes if note.author.id == client.current_user.id), None):
@@ -193,11 +193,13 @@ async def process_webhook(self):
         with await cache.alock(f"{cache_key}::lock"):
             if await cache.aget(cache_key) is None:
                 await cache.aset(cache_key, "launched", timeout=60 * 10)
-                handle_mr_feedback.si(
+                # handle_mr_feedback.si(
+                handle_mr_feedback(
                     repo_id=self.project.path_with_namespace,
                     merge_request_id=self.merge_request.iid,
                     merge_request_source_branch=self.merge_request.source_branch,
-                ).apply_async()
+                )
+                # ).apply_async()
             else:
                 logger.info(
                     "Merge request %s is already being processed. Skipping the webhook processing.",
@@ -221,7 +223,7 @@ def accept_webhook(self) -> bool:
         """
         return self.ref.endswith(self.project.default_branch)
 
-    def process_webhook(self):
+    async def process_webhook(self):
         """
         Trigger the update of the codebase index.
         """
diff --git a/daiv/codebase/base.py b/daiv/codebase/base.py
index 084186f..17290e9 100644
--- a/daiv/codebase/base.py
+++ b/daiv/codebase/base.py
@@ -46,7 +46,7 @@ def load_from_repo(cls, repo_client: RepoClient, repo_id: str, file_path: str, r
 
 class MergeRequest(BaseModel):
     repo_id: str
-    merge_request_id: str
+    merge_request_id: int
     source_branch: str
 
 
@@ -137,7 +137,7 @@ class Note(BaseModel):
     noteable_type: NoteableType
     system: bool
     resolvable: bool
-    resolved: bool
+    resolved: bool | None = None
     type: NoteType | None = None
     position: NotePosition | None = None
     hunk: str | None = None
diff --git a/daiv/codebase/clients.py b/daiv/codebase/clients.py
index 23094ec..3792fe6 100644
--- a/daiv/codebase/clients.py
+++ b/daiv/codebase/clients.py
@@ -9,7 +9,7 @@
 from typing import TYPE_CHECKING, Literal, cast
 from zipfile import ZipFile
 
-from gitlab import Gitlab, GitlabCreateError
+from gitlab import Gitlab, GitlabCreateError, GitlabHttpError
 from gitlab.v4.objects import ProjectHook
 
 from .base import (
@@ -237,7 +237,12 @@ def get_repository_file(self, repo_id: str, file_path: str, ref: str | None = No
             The content of the file. If the file is binary or not a text file, it returns None.
         """
         project = self.client.projects.get(repo_id)
-        project_file = project.files.get(file_path=file_path, ref=ref or project.default_branch)
+        try:
+            project_file = project.files.get(file_path=file_path, ref=ref or project.default_branch)
+        except GitlabHttpError as e:
+            if e.response_code == 404:
+                return None
+            raise e
         try:
             return project_file.decode().decode()
         except UnicodeDecodeError:
@@ -594,7 +599,7 @@ def get_issue_notes(self, repo_id: str, issue_id: int) -> list[Note]:
                 noteable_type=note.noteable_type,
                 system=note.system,
                 resolvable=note.resolvable,
-                resolved=note.resolved,
+                resolved=note.resolvable and note.resolved or None,
                 author=User(
                     id=note.author.get("id"), username=note.author.get("username"), name=note.author.get("name")
                 ),
@@ -620,7 +625,7 @@ def get_issue_related_merge_requests(
         project = self.client.projects.get(repo_id, lazy=True)
         issue = project.issues.get(issue_id, lazy=True)
         return [
-            MergeRequest(repo_id=repo_id, merge_request_id=mr["iid"], source_branch=mr["source_branch"])
+            MergeRequest(repo_id=repo_id, merge_request_id=cast(int, mr["iid"]), source_branch=mr["source_branch"])
             for mr in issue.related_merge_requests(all=True)
             if assignee_id is None or mr["assignee"] and mr["assignee"]["id"] == assignee_id
         ]
diff --git a/daiv/codebase/indexes.py b/daiv/codebase/indexes.py
index 5623a6d..b6a0c53 100644
--- a/daiv/codebase/indexes.py
+++ b/daiv/codebase/indexes.py
@@ -120,11 +120,17 @@ def search_with_reranker(self, repo_id: str, query: str, k=10) -> list[tuple[flo
         """
         Search the codebase and rerank the results.
         """
-        semantic_results = self.semantic_search_engine.search(repo_id, query, k=k)
+        semantic_results = self.semantic_search_engine.search(repo_id, query, k=k, content_type="functions_classes")
         lexical_results = self.lexical_search_engine.search(repo_id, query, k=k)
         combined_results = semantic_results + lexical_results
         score_results = RerankerEngine.rerank(query, [result.document.page_content for result in combined_results])
-        return sorted(zip(score_results, combined_results, strict=True), key=lambda result: result[0], reverse=True)[:k]
+        return [
+            item
+            for item in sorted(
+                zip(score_results, combined_results, strict=True), key=lambda result: result[0], reverse=True
+            )[:k]
+            if item[0] > 0
+        ]
 
     def search_most_similar_file(self, repo_id: str, repository_file: RepositoryFile) -> str | None:
         """
diff --git a/daiv/codebase/tasks.py b/daiv/codebase/tasks.py
index 390d1bc..1b64f19 100644
--- a/daiv/codebase/tasks.py
+++ b/daiv/codebase/tasks.py
@@ -106,8 +106,8 @@ def handle_mr_feedback(repo_id: str, merge_request_id: int, merge_request_source
                 discussion=discussion,
             )
             for note in discussion.notes:
-                if not note.position or not note.position.line_range:
-                    logger.warning("Ignoring note, no `position` or `line_range` defined: %s", note.id)
+                if not note.position:
+                    logger.warning("Ignoring note, no `position` defined: %s", note.id)
                     continue
 
                 path = note.position.new_path or note.position.old_path
@@ -119,7 +119,14 @@ def handle_mr_feedback(repo_id: str, merge_request_id: int, merge_request_source
 
                 discussion_to_address.notes.append(note)
 
-                if note.position.position_type == NotePositionType.TEXT and not discussion_to_address.diff:
+                if note.position.position_type == NotePositionType.FILE and not discussion_to_address.diff:
+                    discussion_to_address.diff = str(discussion_to_address.patch_file)
+
+                elif (
+                    note.position.position_type == NotePositionType.TEXT
+                    and note.position.line_range
+                    and not discussion_to_address.diff
+                ):
                     if (
                         note.position.line_range.start.type == NoteDiffPositionType.EXPANDED
                         or note.position.line_range.end.type == NoteDiffPositionType.EXPANDED
diff --git a/pyproject.toml b/pyproject.toml
index 2f34b3e..dea0915 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -89,5 +89,7 @@ check_untyped_defs = true
     "django_extensions.*",
     "litellm.*",
     "transformers.*",
+    "unidiff.*",
+    "redis.*",
   ]
   ignore_missing_imports = true