MCP Resume Scorer with Leaderboard

� -�h�� �`�SS
KJ
r
JrJrJrJrJr SSKJr SSK J r JrJrJ r JrJr SSKJr SSKrSSKJr SSKrSSKrSSKr\R2"\R4S9
\
"5r\R9\S/
S/
S/
S9 \R:"S S 9
\ "S5
r\"5r\"S\\"S \SS9\"S\ 5\"S\55r \RC\5
S\"S\"S\#\$\"44Sjr%\RMS5
\"S5
\"S5
\"S5
\"S5
4S \"S\"S\S\'4Sjj
5r(\RSS5
S5r*g)�)�FastAPI� UploadFile�Form�File�Query� HTTPException)
�CORSMiddleware)� create_engine�Column�String�Float�Table�MetaDataN)
�extract_text)
�level�
*)� allow_origins� allow_methods� allow_headers�'AIzaSyArFO5d86n2kyCvdwZ9WdaBBlCywiaAbQA)
�api_keyzsqlite:///leaderboard.db�leaderboard�nameT)
�primary_key�score�feedback�resume_text�target_role�returnc�
�S
U
SUS3n[R"SS9
nURU5
nURn[R "SU5 [R"SU5nU(a[URS5
5
O
S nXu4$) NzF You are a resume evaluator. Score the following resume for the role 'z:'. Give a score out of 100 and a brief feedback. Resume: �
zgemini-1.5-flash)
� model_namezGemini response: %sz (\d{1,3})�
g) �genai�GenerativeModel�generate_content�text�logging�info�re�search�float�group)rr�prompt�model�response�content�matchrs �GC:\Users\mokks\Desktop\mcp-starter-main\mcp-bearer-token\mcp_starter.py�score_resume_with_geminir4(s���
F
�FQ�]�S

� � �

��F� �!�!�-?�@�E��%�%�f�-�H��m�m�G��L�L�&��0��I�I�l�G�,�E�%*�E�%�+�+�a�.�!��E��>��z/tools/verify_resume.F�file�debugc ��r# �UR
5IShv
�Nn[[R"U5
5
nUR 5(d[S
5
e
[ XQ5upg[R5nUR[R5RXUS95
SSS5 XUS.$N�!,(d
f  N=f
![a\n [R"SSS9 U(a([ R""5n [%U 5
U S.sSn A $['S[%U 5
S9e
Sn A f
f=f
7f
) Nz>Resume text could not be extracted. Please upload a valid PDF.�rrrz Error during resume verificationT)
�exc_info)�error� tracebacki�
)�status_code�detail)�readr�io�BytesIO�strip� ValueErrorr4�engine�connect�executer�insert�values� Exceptionr(r;r<� format_exc�strr)rrr6r7�resume_bytesrrr�conn�
e�tbs r3� verify_resumerP:s����<�!�Y�Y�[�(��"�2�:�:�l�#;�<��� � �"�"��]�^�^�2�;�L��� �^�^� ���L�L��+�+�-�4�4�$�V^�4�_�`���(�C�C�)�� �� �<�� � �8�4�H���%�%�'�B� ��V�"�5�5���C�
�F�;�;��<�sc�
D7
�C�
B;�A$C�<2B=�.C�:
D7
�;
C�= C�C� D4�>D/�
D4�D7
�D/�/D4�4D7
z/tools/leaderboardc��Z
# �[R5nUR[R 55
R5n
[ U
S
SS9nUSSVs/sH&o3RURURS.PM( snsSSS5 $s snf!,(d
f  g=f
7f
)Nc

��UR$)
N)
r)
�
xs
r3�<lambda>�!get_leaderboard.<locals>.<lambda>[s��a�g�gr5T)�key�reverse� r9) rDrErFr�select�fetchall�sortedrrr)rM�result�sorted_entries�
rs r3�get_leaderboardr_Ws���� ��� �T����k�0�0�2�3�<�<�>����,=�t�L��Tb�cf�df�Tg�h�Tg�q���!�'�'�q�z�z�J�Tg�h� � ��i
� � �s/�B+
�AB�-B� B� B+
�B� B(�$B+
)+�fastapirrrrrr�fastapi.middleware.corsr � sqlalchemyr rrr rr�google.generativeai�generativeair$r@�pdfminer.high_levelrr*r<r(�basicConfig�INFO�app�add_middleware� configurerD�metadatar� create_allrK�tupler,r4�post�boolrP�getr_�r5r3�<module>rr
sl
�


�I�I�2�L�L�#� �,� ���
���'�,�,�'��i�������%��%��%�
�
�
���A�B� �1� 2���:����8� �6�6�t�,� �7�E�� �:�v�� ��
���F��
�#�
�C�
�E�%�QT�*�DU�
�$��� �
!��S� ��C�y��C�y���,� 
<� �
<��
<��
<�� 
<�"�
<�8��� �
�
i
��
i
r5