From b42b879761b61ff464fdae20cd1ce496f32359ce Mon Sep 17 00:00:00 2001
From: Madhu <madhushantangot@gmail.com>
Date: Thu, 13 Feb 2025 04:29:26 +0530
Subject: [PATCH] few additions

---
 .../ai_real_estate_agent.cpython-312.pyc      | Bin 0 -> 10664 bytes
 .../ai_real_estate_agent.py                   |  24 ++++++++--------
 .../ai_real_estate_agent/requirements.txt     |   3 ++
 .../test_property_agent.py                    |  26 ++++++++++++++++++
 4 files changed, 41 insertions(+), 12 deletions(-)
 create mode 100644 ai_agent_tutorials/ai_real_estate_agent/__pycache__/ai_real_estate_agent.cpython-312.pyc
 create mode 100644 ai_agent_tutorials/ai_real_estate_agent/test_property_agent.py

diff --git a/ai_agent_tutorials/ai_real_estate_agent/__pycache__/ai_real_estate_agent.cpython-312.pyc b/ai_agent_tutorials/ai_real_estate_agent/__pycache__/ai_real_estate_agent.cpython-312.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..a2292b9bb2897f16e18fd23e2c06e441ff0ee4fa
GIT binary patch
literal 10664
zcmc&)U2GdycAg=J|34CC$r35a9!rWH+9u`Lv17}Bkt{2bZOO9iG_mr-9dSm|$m9%n
zW@wpHGBuj)LJMqL=gAII!vUHW4(tNXo7*Svra%MqWfZFjJ@8_)=)M%_0}~n8?)IhU
z+?k<BMM-y`dI6rf|3By6d(QdJ<-bKDK?=gtfq$Go)JIYOfe9yg?8w@e5V=Y56i?@<
zJUv6_T{A8k)2^I5&&)7+&y0tp-8paGH{&C5Cg;xwW&$Mc$p!PFnGj96s8=Z7`##0{
z1m>RG>VGCoa{Z7SXvmF_+#uwJ8gio~Hw?LvdoH_u3(1Q@UQ0c%m2Z8Ynu!T*eC*2e
z6s7oGln}dTFNmf}ZKby4mjA?b(q%HEVpcPmbE2w2Dlo#S!i3BVIny&H3OPPWo1Wo$
zLDC=+JYNu`;qg-o9Hzo!q9SA!ZYeihC}i#4$%nBMYySX|o0LG!&^$HcdJT9u<A%8~
zyo-0=XX^9y2wuU*dyYYEQtIV>4W)ik>aUju?g#JD)(A5JQWmP0h51NB%OEL@)=OLX
z)`rp$DUD$%^1}>IDRMzjw9+W2aeDv7?1GTz*g08Y3w8m^LkTNf(-bbNiL#{kPI7sH
zmFHM(L11T#VvZN3`9Y_;85yy&G7{7S?uK|l%_?F68=D?3CvvJ8aoUke`rxHffpqEg
z!akps^LatZid=3ls|c#d!)}m-pk<S0#F=(RgO+B*X-ASedrHn1a)KtX9M3~z)tRkR
z?NeHb00+$0oSfxwUKzWh-Z7<!+4}07`lg3uo1Oxe>I0*K#)&zBXB(EbaSSswy1s5Q
z++;Fr`ZHw3nT#3CWb!g!%n1+=XEHx7ayeueq<onSFK06u#S3#(T5zInRa4BCOoo#r
zStB!6p*)7=Taa`h!6ki4tpTO}@YBK9R6$V(^BliWR2Mi&<D@~D&=pNC3>G-pa+T$j
z?1Ff05H|bDAh#r_a$ZQ~a`_ZjD5xpS75G6;%y4)SGFnlS71#h3vlM~LWds#wB3Q+n
zW~K`zC4>`0;)9>c0r?5_gh@S#Z!`9sF{ZiI`0VwG8wVaUvn1;+gI8DMnw6zJ>DghV
zr&fC|7)<+(>|^G_lh{_Hf9TP!)!3Qqr<bACnJ1k+M)JJzI=|W}Tt9nb%PJ!%+nh0*
z?x!t#sI|X@;?3{peRutiS+|p^-y%;#nRPe4^)g>WnRPcC@9lb@*3Ar(yBC795S`$F
z$J(T@q>|gWqv7`DNf9eSS>xS{UlO%k{djVUCT4TOAl6daU|FU|!*acQf)gb+D@z(|
zopUhl+NRIW*ITEGvpLba0C>v<lR>I?T$GE-`XzAMc~z1<nG7kN$l)#|aU=;O<gkK5
zp_FbUJxKbI3?O+9NiPzzJKHg~!y$OY)zd)mZ0sSMd}1|r(%RyaPquU!&yB2ZId%P&
z<%^G*Q%_nujJ_9FTMu3zUG9I(9DLH&X$%})Z98^-Z28nGbIck6JKuc&hoEHR{tJxY
z;a#{hARj%vo5Xw&BPT$>7?IQ^Z_;PR>N;RrPz$o83VP$#)l1posd1EDq>AZNi`gv5
zBEn?O^y2L)s%AjARsfZv4r`N1|7MIenORxRS^UH^Y_WF(D|cZ5lCAJlaZ?B@tC84y
z6V+h!y))Ht%X??5Ep6{lTI|8PP3*xtieYU8$U1vadGRh#UT%SzV|eC$X2uhs0u&$S
zJ&@}aKyAU-4?j@lb3s1%zGuc)3MC_EyCb8=L<v;{QK<SD`8aG5XW=xXwwbf)I9f*(
zKs-r2Ca;Rv7#a|bAi)U*d99kUIY$v^xPq9uB9zQ1Xfg=}mX*#Tx14~d6Vq$6KyFf+
ztxG9NtJmV`vg^Lf(a*e_XYP9(i=|9uTuxUSiZT+)^nI@*F`$NH0Z=6>>6`q6Pd<>!
zi<0=M%XEpn>9ePGNuL>Kxjf6klDHgeNm01tsD;_31({tCas`zzgs^~<xLipW8aXoy
z<_gcs5?cfr4+X-Upa>EiuJosF(*s%s3>iO45MExAEVV!@2Vu&edK8?z;s*k%7zMi$
zz<8j}P3VD9h1{Gnh!yt%QISI|%PM$jQGvmlv`j|t-E4o;PBDuuQ$Vg$PdgG%+j>3@
zJUFr1Hd5_~SG%-lK4xohnfZC}S&&NXG}0$m<1a5We-$N%(`2%uRx$&5?plT@Tr=h<
z;tWVDVO~~BME99qMbL_hly&S@7>;U(AKB^uf*rd_mFdO$USqKp9J{dMfnE1}1a|Fh
zH}57f2I*~v_mGqq@_oF&OhX-~Brxx-c*_hQBzC5Y4@op1uK3E-V*QLb<51LM<J|1*
zvX_sP-OyvS>;u|DdT%YeARZ(6Z6tpS$!{n59k*i|o?#LeanCjcXGQ$hzjfX3bWU-_
zuQ?Z+D*K(YN>lSxC7_|bKtkECMV+|QQi*G5UXZ}=6ruGe^k37JU^%#mnr1_orz-(z
zxT#0n2NLQ%zEJj$QhyW5y5^~@>ungl6523E2*>!q_45{ns)Q?{av17I?D{anN~9dw
zY;<VR3M~SaNW*Fa>#OCv7Exnu2;~6u9<_V#gWjWjyd32dC_P~(x*^_U$9o~Z&5mz}
zIBUmuK)lb2-wwho1{hdbCF+b^X@N6=YH~wZL=Cwi@crc$7<Irt7YxLoyX~v@)LL%6
z2z}Goe`v{xMe4EW5|!MgA4F06Crb@|U_sLg>d@fe($Z4;$Pq3J`X~+Jwr<p?L@A~F
zQgd@6Ke$`(cB(JPMHOT-sVYi?v&GV&Ne}9WoO0|=1;bVmN}R%5U8)=yEY5XCD>H>T
zWB?cR9dB$a$+L=lMNrbv`EGsZ_Z2z44U)d~-o|=)ZeGmJg4KS-8h*FQjO92Da2`-q
zkBx(B0u2MkH~T8AMo{(br!A<%avGZxI8|f!rw*{ZI7fu6#+o#%d)YZf&a-+4U?8ZL
zm7!J+aRwwMR)3q#Dl+mg2x7A-d?#aC_;C>wSso;@I`o~=6zj-X_LMF7hFE=nqb`u8
zT<M3}A+mxteV{Hjt$5BxKv-v!ekQnUV!oJ%c>wT%I`{0QZBlhy%I1o^0Nk*_m$NT`
zk`OMb?2@Q0fTjZ+$vVJmvwkL~&QD(&p1d@~P80FouoDgYQ13klARbPk`kk&o@p_?F
zzMz4%MSv~jFhwP&LO!Q(dDWzYdeC9<5UYgYQtE!lA&XT|gz2H+I*SO{(tSaTsY)xB
zM}rMG5Bfk0On+|}?3Yax{9d@6mO2OUtTrk2b#q6s83sCjgVi$>Y+9r}b2OI5<f6nk
zA0Vy;6yJshc%aFsaOQ>P>Mx|(VOA~X!EPuaWZ<sCo^fcO*_?)9nnvHBW=Ft!VXtzz
zVq+yDf0h=SPvwC$>##AU7KE%gCuRYiUqxU#zoFw7)7Eh#Cy7%;6)YWcbZk(hz*T6T
z%E2^y(dl#p%h<ZHgzgIcTVQGZ#x*VH5UgJ+K{3zH<+yq987PRLvVtPPy_PYKUI?YB
z(MxG|66_K1OrTZDY9d;0(2%%BkU0&!Yic+qD|wI{C4f{gqy-UJz-$}~fR0o4vH<vt
zSuk#3I!j#1k~5ZNh<y{oFV9^84~GQJV8}dF<bkg$%%fTE5ZINBnx34zBq$0(8`Ed|
za|kpyW5i_4ECQo5)<q$n4oNeE(4PcI1=s+%1$<@%WGG4OgTaeuGK;b(DMvBGtrVqX
zOgRB@<z*zpNJfyLDPgwZG&xNZ_>6P?l?g0px4Bdz?i;ZA$ej&?mkm4(Hhc=MbJFzJ
za~V++@@BwE1GvJdNf*qv_4*kCc&}-upIkmwR8^c$lVHY#W#G0T6u~*5K@MkLADFT|
zVU0K@y`dI(94Yl3u>Y=8wN`3d-<_EcXFht%@F!}1s^x%j;Iy%S?9sdto~%Zb#_nTA
z^7z9G#>orDiD@Hzu^JsUPQPx9zG1vEV}#$VMt4=CFFv^RVC>-z<JhEe^t=(Csz&$J
zBED8Inrm&;p2H6heYt!1!zJUD8N=W6b!Yd@cRzUdtIpI)XQ~?O_<GxM<HUL6_>?hq
z!I+*iF3cPAc|%f+yjlaqLyx=QbH;TMKjW@T@Nr*q?W}pJU5Ab54%aC9NME(@kg?+>
zh#u~(_U^bf2C;s~-1BiaR8GZekwAC*vv#U`*H?+dD~ZF86GPv0hTEex57m`kqoQ4%
z%i(9+s6cc%x9acyx}$SB_%zgUBlpSZYAE@%^ZAv|!*`DXS$?&e=)05pFm-GD&(1uJ
zblwVo!mmd5JUMyxao4$jDnHOx<GWYl`|n<Q9N+)2ygY7noqMwH$m96XXMwxSt${nq
zkCG1p%V&)E&{Kb8d2!Vr|GIa_oy#9y{!PdBHIMuGAbfAoH8<4~zZJW6awWdU=-PXC
z`~mmS_u1luw;uI;!5LGtE0bAcf;ae_k(Uhl-Ie@b0Aup>F!E>EHHDuGu4(*Sbp6Qn
z4W>9uO}S=W-%=D<sMU_`-{5d-lzUqUcRfh8cikNNVCd$F4^Grv?pOr48)c0!TcdnC
z4%MR6ORv(#!B@Yazes(ty+(O1(~(+7OQdzp9cvFR`)fO?)~@B2-+z0AiciqLH{(OU
z|JDort7v<F9%?(ii}}2N%jvz$zqIW-{epiI-K^8=UQ%TYs%`F0u-peHq1^P$<z!A%
zc!+Ow&7?683Hlk-cYwSPu9>MC<Mj;Fcl&D;ejlo9<Xh{a`Ub1L{ojOMr9E9=M`JY)
zMqtJ5@tTiB{Z!BPT7X1@R9AP6)U1W6VB}c@b1kO?4w!{sJvfMZZ69R)uv5ZzN1&6!
z2Tlra$)60ETPBDbZ5VYfTzks{acpxBgr%6#)nKa`4KOutxgkJ+@FMX$ti$5}XZM1#
zA6TLs0CGuxV-tshy$DO<S&jveX{h#9P#CH>zo3DNlYVfqY2^?Oas&x_&6MLnn%n^j
z9wfbI6E@c!0Yz-{eU1R-2OR;*%g|Oi1tbfSwH^QoS_uCP<iaZzjV~*J&VLZ;1D^8S
zcF!{v*PnpXUA&iIaNlkBABn#GfW89`;;py=XEP0$)UBa~NrF=ca5lO>N#M5v&UO==
z4c>>vRwsY`3pkqroV||e-C7-u*L!@S>;`1(ZNS;y4P$s4aJCP889u1*Z@}69vVXJD
zZJf<i{Csc`pBy%XG6Vet?0&!jTnX@@a)1xpXgLD$s2y*Cc&i<cLA=e1-}b{8+X#xT
z<9F~mP>X0)ZwQOnWJBN`pGgq*yW_U!p6&YqUqYykpS^X|?61cHfS)_{mx!bQXPbR{
z*6%%7TqqidKOQZ0yMiJVWCd{KfhNo;OF{{44n@upY>bY+l;!A4*@i_40PPW{5x6!b
zIS<yAm<P~^o=`9+F^U*`2^wn)gAIK^(}dHs5rX67pzKAbY$KYt9r<cwUny%LDU;r<
zA9s*1n9%rc(CDAE*K3)Yma&U$uw^8gyj(x<y4mtXqiRgf7E#bNgAFW6u@lxKht)}w
zd2E#v9LDD5s}?@qq{gUlRmjN&gwJSdFA7<$85vj|jZ1S1AbH!OW{U-U=h(dBRoEx1
zI~gBO;Kl1Z!=48u?L5lBBN};w0ka=H0%)7(&}VQ6rY&g;o45d!aX7QeIV9(S=sxnK
z1HiG5q=KU`HAoF$Di}Ovz2QJcKV}4i*4qrE@kK?S_zuprH_Dd#dyy+B^buHqRjmjM
z0to-B^%HK@6D`!DKfeKB+8YE@;+pr5`};o?Tb?Q^piedD;=rCNS4Cl|iMfC%tu1d*
zy)b3O9q99KstbU!ar5yo!r}bCb{U}MxK!U_xq!E~2<~j>y#c`HmF95(T22e|Mer7Z
z*O|?Ne+S?y%YiotCIu1!ciiH6)ARsMjujEUv2sz%$?}zEAigR5<Irbd`APuH*&As|
z7z_UrXvnHKGO)w)^N~1#>5f)!zJnI}izriYTnP44E?{g2l4&HDki3Qj--HOXQ~nHN
zuOmTVr@R3q8Eyb}h}x7lftVp{ni;rIoboniqp_%Dko*V;JbPFd#EjZCQ7|I<%tEP(
z>JYD}6D$Z8C8tssGFB74Z{oXVT)MeV1$%oJ4kh3(KNT6FtKnCw;peN-kw-87>(DQT
zK0o#-jc6!5T?=>!ii%QQJsVKdo5ou|GT!8Blz*0v0R@QDMs+8@N(`+eh8`!5ebW(Y
zfH=YBaIKH(j4y}2588D1-#Px_@mqsGJNrjMn-^e|qo2j^w%>a3&XJFfJcuu!H4;a`
zkWOs76aO&&o9>+eY6gPvz2QSpv-QUOt@)L$JB^NAA76Xmd+7bF#Tb0~QRs_Tj7x8?
zoO{POn=vw?vG`*{(N`A#+z`uOhAY+Xoq$ya5UV6Y%h4vNQf+<PcxTplI}0d}2S@^-
zrN;>O)TmHzq~?nvK4~TRWWdHJFIo5`aTM{%fQ3(f8EqTg%KUQYmeFqJ^WctA7VwF0
zv!~5<ETYJ;e;Yx_0_G8dn~UH8LCDzmfRNUsp01A%)F}AeJ@5=a7O21u@T}DXzJR&m
zw>AXF1<l6_JpWYaK*OV88J>+CbE@K6e<CbX_n-}iid(Bc?C|v`ewr$~7VFQ0R!yWl
zJSXw^2Os}E8`6MTSZ`luoL*^aJ(sT=K+vmuvnL<E-mc<VZ&$7xJ@BWeP(P)SzkA^<
z2H@IPyz4djV8eq={UH+`zg+9{xeR~Cs(9b^mO|EdiC&_vxi3>obTX{(B7ZZOD@sHN
zp_7akK<$B|1sz5tBY9#}&8?Tuzc!s28=pRXYI^wfa~XIT&zwDd*^Hi_Iz2f&?xgkj
z@#DwWUEaesY-1tU47^$b=NmW6@$<MAc;|ar5#VD%UB-e6!<aFG1RXqjR}lNNga<hH
zED(sj>05>+7JOk~w#eBmY9@Y&#Y2jR%sO%xF~%doqiF_CU&{*QFHGdnLe)Vm+lOUQ
z$ELIX3uA_DNk<mn@ODWg7Qj%m#i?LV$)p7pPmL`FEg{I{;XfRT4%z<<KlMJ4>(tj>
z`wXU|+VR}=$r{t)N&hyUg2&TG+aAZKmZMKQcN=?-J?=aXz85d}UW{mR)xW#iv-_)_
zp_QJYYOJTaHD2Aer<!1E0jl@t8s+H?8vgjRFsZzK)z3DzOYHnAad0JZ@WGYGiIL?N
zbg;<(?%(#`zYVp2OVOS*WEidepPaf&|J~TfhmGjoul%VMf9ii~ZYcbNitk=O9ZnAK
zqkge3Fp_Zp;z;L6hx?Zu9*E;BGA=KZnS}qKdEq}?ph^|IlnUMt(_bj@;29RP3SJWO
z*Ag?x%}a8c@RU4an{6b6xGvSS_4H33wk<7(Po&nrk9J^e7n1eeMYdWJ2^}1kps=2|
zk6C}pI-y*L0=(>M9tf<7rhiTK{+fF3S5(ihsN}DxzGsY=o}+IZc}C&)S*wRWe&g~p
z3O>)G9(v2I0LHicE_#usyS|~2{%+AVMiNNBopL4UbnP(3gqQU%-SH=k|0iQ0)R_dC
G&i?`{ECSO2

literal 0
HcmV?d00001

diff --git a/ai_agent_tutorials/ai_real_estate_agent/ai_real_estate_agent.py b/ai_agent_tutorials/ai_real_estate_agent/ai_real_estate_agent.py
index 75dca1a..28412b8 100644
--- a/ai_agent_tutorials/ai_real_estate_agent/ai_real_estate_agent.py
+++ b/ai_agent_tutorials/ai_real_estate_agent/ai_real_estate_agent.py
@@ -26,12 +26,12 @@ class FirecrawlResponse(BaseModel):
     status: str
     expiresAt: str
 
-class PriceFindingAgent:
+class PropertyFindingAgent:
     """Agent responsible for finding properties and providing recommendations"""
     
-    def __init__(self, firecrawl_api_key: str):
+    def __init__(self, firecrawl_api_key: str, openai_api_key: str):
         self.agent = Agent(
-            model=OpenAIChat(id="o3-mini"),
+            model=OpenAIChat(id="o3-mini", api_key=openai_api_key),
             markdown=True,
             description="I am a real estate expert who helps find and analyze properties based on user preferences."
         )
@@ -52,7 +52,6 @@ class PriceFindingAgent:
             f"https://www.99acres.com/property-in-{formatted_location}-ffid/*",
             f"https://housing.com/in/buy/{formatted_location}/{formatted_location}",
             f"https://www.squareyards.com/sale/property-for-sale-in-{formatted_location}/*",
-            f"https://www.nobroker.in/*",
             f"https://www.nobroker.in/property/sale/{city}/{formatted_location}",
             f"https://www.magicbricks.com/*"
         ]
@@ -62,7 +61,7 @@ class PriceFindingAgent:
         raw_response = self.firecrawl.extract(
             urls=urls,
             params={
-                'prompt': f"""Extract {property_category} {property_type_prompt} from {city} that cost less than {max_price} crores.
+                'prompt': f"""Extract at least 2-3 different {property_category} {property_type_prompt} from {city} that cost less than {max_price} crores.
                 
                 Requirements:
                 - Property Category: {property_category} properties only
@@ -70,11 +69,11 @@ class PriceFindingAgent:
                 - Location: {city}
                 - Maximum Price: {max_price} crores
                 - Include complete property details with exact location
+                - IMPORTANT: Return at least 2 different property listings
                 """,
                 'schema': PropertyData.model_json_schema()
-            }
-        )
-        
+            }        )
+        print(raw_response)
         # Process the properties data
         properties = []
         if isinstance(raw_response, dict):
@@ -83,7 +82,7 @@ class PriceFindingAgent:
         elif isinstance(raw_response, list):
             responses = [FirecrawlResponse(**item) for item in raw_response]
             properties = [resp.data for resp in responses]
-
+        print(properties)
         # Now use the agent to analyze and provide recommendations
         properties_context = "\n".join([
             f"Property: {p['Building_name']}\nPrice: {p['Price']}\nLocation: {p['location_address']}\nType: {p['Property_type']}\nDescription: {p['Description']}"
@@ -114,9 +113,9 @@ class PriceFindingAgent:
 class MarketAnalysisAgent:
     """Agent responsible for analyzing market trends and conditions"""
     
-    def __init__(self, firecrawl_api_key: str):
+    def __init__(self, firecrawl_api_key: str, openai_api_key: str):
         self.agent = Agent(
-            model=OpenAIChat(id="o3-mini"),
+            model=OpenAIChat(id="o3-mini", api_key=openai_api_key),
             markdown=True,
             description="I am a real estate market analyst who provides insights on market trends and conditions."
         )
@@ -186,10 +185,11 @@ class MarketAnalysisAgent:
 def main():
     """Main function to demonstrate the agents"""
     firecrawl_api_key = "YOUR_FIRECRAWL_API_KEY"
+    openai_api_key = "OPENAI_API_KEY"
     
     try:
         # Initialize agents
-        property_agent = PriceFindingAgent(firecrawl_api_key)
+        property_agent = PropertyFindingAgent(firecrawl_api_key, openai_api_key)
         market_agent = MarketAnalysisAgent(firecrawl_api_key)
         
         # Get property recommendations
diff --git a/ai_agent_tutorials/ai_real_estate_agent/requirements.txt b/ai_agent_tutorials/ai_real_estate_agent/requirements.txt
index e69de29..9233a09 100644
--- a/ai_agent_tutorials/ai_real_estate_agent/requirements.txt
+++ b/ai_agent_tutorials/ai_real_estate_agent/requirements.txt
@@ -0,0 +1,3 @@
+agno
+firecrawl
+pydantic
\ No newline at end of file
diff --git a/ai_agent_tutorials/ai_real_estate_agent/test_property_agent.py b/ai_agent_tutorials/ai_real_estate_agent/test_property_agent.py
new file mode 100644
index 0000000..fb65f78
--- /dev/null
+++ b/ai_agent_tutorials/ai_real_estate_agent/test_property_agent.py
@@ -0,0 +1,26 @@
+from ai_real_estate_agent import PropertyFindingAgent
+
+def test_property_agent():
+    # Initialize the agent with your Firecrawl and OpenAI API keys
+    agent = PropertyFindingAgent(
+        firecrawl_api_key="",  # Replace with your Firecrawl key
+        openai_api_key=""
+    )
+    
+    try:
+        # Test property search
+        results = agent.find_properties(
+            city="Visakhapatnam",
+            max_price=4.0,
+            property_category="Residential",
+            property_type="Individual House"
+        )
+        
+        print("\n=== Property Search Results ===")
+        print(results.content)
+        
+    except Exception as e:
+        print(f"Error during testing: {str(e)}")
+
+if __name__ == "__main__":
+    test_property_agent() 
\ No newline at end of file