i_<dZddlZddlZddlmZmZddlmZddlmZm Z m Z ddl m Z m Z mZmZmZe Zddeded ed efd Z dddddd d e eefezdededededed ed eeeffdZded efdZdde eded e efdZGddZdS)ua Session Insights Engine for Hermes Agent. Analyzes historical session data from the SQLite state database to produce comprehensive usage insights — token consumption, cost estimates, tool usage patterns, activity trends, model/platform breakdowns, and session metrics. Inspired by Claude Code's /insights command, adapted for Hermes Agent's multi-platform architecture with additional cost estimation and platform breakdown capabilities. Usage: from agent.insights import InsightsEngine engine = InsightsEngine(db) report = engine.generate(days=30) print(engine.format_terminal(report)) N)Counter defaultdict)datetime)AnyDictList)CanonicalUsageDEFAULT_PRICINGestimate_usage_costformat_duration_compacthas_known_pricing model_nameproviderbase_urlreturnc&t|||S)z@Check if a model has known pricing (vs unknown/custom endpoint).rr)r )rrrs 3/home/piyush/.hermes/hermes-agent/agent/insights.py_has_known_pricingr$s Z(X N N NN)cache_read_tokenscache_write_tokensrrsession_or_model input_tokens output_tokensrrct|tr|}|dpd}t|dpd|dpd|dpd|dpd} |d }|d }n|pd}t||||} t || || } t | jpd | jfS) z?Estimate the USD cost for a session row or a model/token tuple.modelrrrrr)rrrrbilling_providerbilling_base_urlr) isinstancedictgetr r float amount_usdstatus) rrrrrrrsessionrusageresults r_estimate_costr+)s+"D)) " G$$* ^449!++o66;!%kk*=>>C!&{{+?@@EA     ;;122;;122 &B%'/1     !   F ")c * *FM 99rsecondsc t|S)z5Format seconds into a human-readable duration string.)r )r,s r_format_durationr.Ps "7 + ++rvalues max_widthcn|rt|nddkr d|DSfd|DS)z7Create simple horizontal bar chart strings from values.rcg|]}dS)r).0_s r z_bar_chart..Ys###q###rc lg|]0}|dkr&dtdt|z zznd1S)ru█r3r)maxint)r6vr1peaks rr8z_bar_chart..ZsF W W W1QEC3q4x)34455 5 5B W W Wr)r:)r0r1r=s `@r _bar_chartr>UsS '3v;;;aD qyy##F#### W W W W WPV W W WWrc eZdZdZdZd dededeeeffdZ d Z d e d Z d e d Z d!d e dedeefdZd!d e dedeefdZd!d e dedeefdZd!d e dedefdZdeededefdZdeedeefdZdeedeefdZdeedeefdZdeedeeeffdZdeedefdZdeedeefdZdedefdZdedefdZdS)"InsightsEnginez Analyzes session history and produces usage insights. Works directly with a SessionDB instance (or raw sqlite3 connection) to query session and message data. c,||_|j|_dS)z Initialize with a SessionDB instance. Args: db: A SessionDB instance (from hermes_state.py) N)db_conn)selfrBs r__init__zInsightsEngine.__init__esX rNdayssourcerc xtj|dzz }|||}|||}|||}|||}|s||digggdddddgdigd S|||}||} ||} ||} | |} | |} | |}||dtj|| | | | | |d S) z Generate a complete insights report. Args: days: Number of days to look back (default: 30) source: Optional filter by source platform Returns: Dict with all computed insights iQTrtotal_skill_loadstotal_skill_editstotal_skill_actionsdistinct_skills_usedsummary top_skills) rG source_filteremptyoverviewmodels platformstoolsskillsactivity top_sessionsF) rGrRrS generated_atrTrUrVrWrXrYrZ) time _get_sessions_get_tool_usage_get_skill_usage_get_message_stats_compute_overview_compute_model_breakdown_compute_platform_breakdown_compute_tool_breakdown_compute_skill_breakdown_compute_activity_patterns_compute_top_sessions)rDrGrHcutoffsessions tool_usage skill_usage message_statsrTrUrVrWrXrYrZs rgeneratezInsightsEngine.generateosu -%%ff55))&&99 ++FF;; //??  !'./-./001    #% "% ,))(MBB..x8844X>> ,,Z88..{;;228<<11(;; # IKK " (   rzid, source, model, started_at, ended_at, message_count, tool_call_count, input_tokens, output_tokens, cache_read_tokens, cache_write_tokens, billing_provider, billing_base_url, billing_mode, estimated_cost_usd, actual_cost_usd, cost_status, cost_sourcezSELECT zL FROM sessions WHERE started_at >= ? AND source = ? ORDER BY started_at DESCz= FROM sessions WHERE started_at >= ? ORDER BY started_at DESCrhc|r#|j|j||f}n!|j|j|f}d|DS)z&Fetch sessions within the time window.c,g|]}t|Sr5)r#)r6rows rr8z0InsightsEngine._get_sessions..s777cS 777r)rCexecute_GET_SESSIONS_WITH_SOURCE_GET_SESSIONS_ALLfetchall)rDrhrHcursors rr]zInsightsEngine._get_sessionssg  KZ''(FQWHXYYFFZ''(> JJF77V__%6%67777rcrt}|r|jd||f}n|jd|f}|D]}||dxx|dz cc<|r|jd||f}n|jd|f}t}|D]} |d}t |t rt j|}t |trY|D]V} t | tr| dini} | d } | r|| xxd z cc<W#t j ttf$rYwxYw|s|r|}ns|rq|rot|t|z} t} | D]=}t| |d | |d | |<>| }d |DS) aGet tool call counts from messages. Uses two sources: 1. tool_name column on 'tool' role messages (set by gateway) 2. tool_calls JSON on 'assistant' role messages (covers CLI where tool_name is not populated on tool responses) aRSELECT m.tool_name, COUNT(*) as count FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND s.source = ? AND m.role = 'tool' AND m.tool_name IS NOT NULL GROUP BY m.tool_name ORDER BY count DESCaASELECT m.tool_name, COUNT(*) as count FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND m.role = 'tool' AND m.tool_name IS NOT NULL GROUP BY m.tool_name ORDER BY count DESC tool_namecountzSELECT m.tool_calls FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND s.source = ? AND m.role = 'assistant' AND m.tool_calls IS NOT NULLzSELECT m.tool_calls FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND m.role = 'assistant' AND m.tool_calls IS NOT NULL tool_callsfunctionnamer3rcg|] \}}||d S))rwrxr5)r6r{rxs rr8z2InsightsEngine._get_tool_usage..&s4   e / /   r)rrCrqrtr"strjsonloadslistr#r$JSONDecodeError TypeErrorAttributeErrorsetr: most_common)rDrhrH tool_countsrurpcursor2tool_calls_countscallscallfuncr{ all_toolsmergedtools rr^zInsightsEngine._get_tool_usagesii   Z''*   FFZ''*   F??$$ : :C K( ) ) )S\ 9 ) ) ) )  j((N  GGj((N  G$II##%%  C L)eS)). Ju--EeT**9 %99;EdD;Q;QYtxx B777WY#xx//9-d333q8333()^D      !0 !+KK  !. !K((3/@+A+AAIYYF! ] ]";??4#;#;=N=R=RSWYZ=[=[\\t  K  *6688    sBE??FFc i}|r|jd||f}n|jd|f}|D]} |d}t|trt j|}t|tsKn#t jtf$rYdwxYw|d}|D]W}t|ts| di} | d} | dvrI| d} t| tr2 t j| } n#t jtf$rYwxYwt| ts| d} t| tr| s| | | d d d d } | d kr| d xxdz cc<n| dxxdz cc<|| d || dkr|| d<Yt|S)z2Extract per-skill usage from assistant tool calls.aSELECT m.tool_calls, m.timestamp FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND s.source = ? AND m.role = 'assistant' AND m.tool_calls IS NOT NULLzSELECT m.tool_calls, m.timestamp FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND m.role = 'assistant' AND m.tool_calls IS NOT NULLry timestamprzr{> skill_view skill_manage argumentsrN)skill view_count manage_count last_used_atrrr3rr)rCrqrtr"r}r~rrrrr#r$strip setdefaultr0)rDrhrH skill_countsrurprrrrrwargs skill_nameentrys rr_zInsightsEngine._get_skill_usage+s24  Z''N  FFZ''N  F??$$1 61 6C L)eS)). Ju--E!%..()4    K(I& 6& 6!$--xx B// HHV,, $BBBxx ,,dC((!!#z$// 0)<!!! !!$--!XXf-- !*c22*:J:J:L:L$//!+&'()(,  ,,,'''1,''''.)))Q.)))(.)1Y~AV5V5V,5E.)M& 6PL''))***s%ABB87B89EE'&E'c|r|jd||f}n|jd|f}|}|rt|ndddddS)z!Get aggregate message statistics.aSELECT COUNT(*) as total_messages, SUM(CASE WHEN m.role = 'user' THEN 1 ELSE 0 END) as user_messages, SUM(CASE WHEN m.role = 'assistant' THEN 1 ELSE 0 END) as assistant_messages, SUM(CASE WHEN m.role = 'tool' THEN 1 ELSE 0 END) as tool_messages FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ? AND s.source = ?aSELECT COUNT(*) as total_messages, SUM(CASE WHEN m.role = 'user' THEN 1 ELSE 0 END) as user_messages, SUM(CASE WHEN m.role = 'assistant' THEN 1 ELSE 0 END) as assistant_messages, SUM(CASE WHEN m.role = 'tool' THEN 1 ELSE 0 END) as tool_messages FROM messages m JOIN sessions s ON s.id = m.session_id WHERE s.started_at >= ?r)total_messages user_messagesassistant_messages tool_messages)rCrqfetchoner#)rDrhrHrurps rr`z!InsightsEngine._get_message_statsws  Z''?   FFZ''.   Foo tCyyy!"#a& &  rrirlcrtd|D}td|D}td|D}td|D}||z|z|z}td|D}td|D} d} d} t} t} d}d}|D]}|d pd }t|\}}| |z } | |d pdz } d |vr|d d n|pd}|dkr|dz }n |dkr|dz }t ||d|dr| || |g}|D]N}|d}|d}|r |r||kr|||z O|rt|dz nd}|rt|t|z nd}d|D}|rt|nd}|rt|nd}idt|d| d|d|d|d|d|d|d | d!| d"|d#|d$|r| t|z ndd%|r|t|z ndd&|d&pdd'|d'pdd(|d(pd||t| t| ||d)S)*z'Compute high-level overview statistics.c3DK|]}|dpdVdS)rrNr$r6ss r z3InsightsEngine._compute_overview..s3GG!%%//41GGGGGGrc3DK|]}|dpdVdS)rrNrrs rrz3InsightsEngine._compute_overview..s3II1155116QIIIIIIrc3DK|]}|dpdVdS)rrNrrs rrz3InsightsEngine._compute_overview..s4QQ1quu%899>QQQQQQQrc3DK|]}|dpdVdS)rrNrrs rrz3InsightsEngine._compute_overview..s4SSQ&: ; ; @qSSSSSSrc3DK|]}|dpdVdS)tool_call_countrNrrs rrz3InsightsEngine._compute_overview..s4OOquu%677<1OOOOOOrc3DK|]}|dpdVdS) message_countrNrrs rrz3InsightsEngine._compute_overview..s3KKQQUU?338qKKKKKKrr!rrractual_cost_usd/unknownincludedr3rr started_atended_atcHg|]}|d|d S)rrrs rr8z4InsightsEngine._compute_overview..s-WWW!155CVCVWa oWWWrNtotal_sessionsrtotal_tool_callstotal_input_tokenstotal_output_tokenstotal_cache_read_tokenstotal_cache_write_tokens total_tokensestimated_cost actual_cost total_hoursavg_session_durationavg_messages_per_sessionavg_tokens_per_sessionrrr)date_range_startdate_range_endmodels_with_pricingmodels_without_pricingunknown_cost_sessionsincluded_cost_sessions) sumrr$r+splitraddappendlenminr:sorted)rDrirl total_input total_outputtotal_cache_readtotal_cache_writerrr total_costrrrrrrr estimatedr'display durationsstartendr avg_durationstarted_timestampsrrs rraz InsightsEngine._compute_overviews]GGhGGGGG IIIIIII QQQQQQQSS(SSSSS"\14DDGXX OOhOOOOOKK(KKKKK  !ee!$ !!" 4 4AEE'NN(bE .q 1 1 Iv ) #J 155!233:s :K.1Ullekk#&&r**AS)G##&!+&&9$$%*%!%/A)B)BAEEJ\D]D]^^ 4#''0000&**73333  . .AEE,''E%% ##C . .u  u---/8?c)nnt++a :CJs9~~I66 XWxWWW6HR31222d4FP/000D c(mm n   0  !+  "<  &'7   '(9  L  j  ;  ;  #L  '((YX(F(FXY  %h&UlS]]&B&BTU  ]..??D1 !-"3"34H"I"I"NQ! " ]..??D1# $!1,#)*=#>#>&,-C&D&D%:&z9InsightsEngine._compute_model_breakdown..s!1q!"!Q* * rrrrrrir3rrrrrrryrrrr has_pricing cost_statusc g|] \}}d|i| S)rr5)r6rdatas rr8z;InsightsEngine._compute_model_breakdown..s6   te $t $   rc"|d|dfS)Nrrir5xs rrz9InsightsEngine._compute_model_breakdown..s1^#4a m"DrTkeyreverse)rr$rr+ritemssort)rDri model_datarr display_modeldinpout cache_read cache_writeestimater'r*s rrbz'InsightsEngine._compute_model_breakdownsT " "    & &AEE'NN/iE475LLEKK,,R00eM=)A jMMMQ MMM%%'',1C%%((-AC2338qJ%% 455:K n    $    o   # %    ! " " "j 0 " " " " # # #{ 2 # # # n   sZ!7+!E E    lOOOquu%677<1 . s!q!Q"#Qa- - rrHrrir3rrrrrrrrryrc g|] \}}d|i| S)platformr5)r6rrs rr8z>InsightsEngine._compute_platform_breakdown.."s6   $ *T *   rc|dS)Nrir5rs rrz.&s !J-rTr)rr$rr) rDri platform_datarrHrrrrrr*s rrcz*InsightsEngine._compute_platform_breakdown s#% %    = =AUU8__1 Ff%A jMMMQ MMM jMMMQUU?338q 8MMM%%'',1C%%((-AC2338qJ%% 455:K n    $    o   # %    ! " " "j 0 " " " " # # #{ 2 # # # n   sZ!7+!E E    lOOOquu%677<1 >> rrjc|rtd|Dnd}g}|D]9}|r|d|z dznd}||d|d|d:|S)z.+s&99!G*999999rrrxdrw)rrx percentage)rr)rDrj total_callsr*rpcts rrdz&InsightsEngine._compute_tool_breakdown)s=GNc99j999999Q   A6AH1W: +c11qC MM+7!      rrkc |rtd|Dnd}|rtd|Dnd}||z}g}|D]`}|d|dz}|r||z dznd}||d|d|d|||dd a|d d |||t |d |dS)z3Process per-skill usage into summary + ranked list.c3&K|] }|dV dS)rNr5rs rrz:InsightsEngine._compute_skill_breakdown..8s&EEA,EEEEEErrc3&K|] }|dV dS)rNr5rs rrz:InsightsEngine._compute_skill_breakdown..9s'GGa. 1GGGGGGrrrrrr)rrr total_countrrcP|d|d|d|dpd|dfS)Nr rrrrrr5rs rrz9InsightsEngine._compute_skill_breakdown..Js4- ,.!.!&Q' rTrrJrO)rrr$rr) rDrkrKrLrMrQrr rs rrez'InsightsEngine._compute_skill_breakdown6sTIT[CEEEEEEEEZ[KV]CGG;GGGGGG\]/2CC   E -n0EEKFY`+(;;cAA_`J   w#L1 %n 5*( % . 9 9        &7%6':(+K(8(8  %   rcttt}|D]}|d}|stj|}|xxdz cc<|jxxdz cc<||dxxdz cc<gdfdtdD}fdtdD}|rt|d nd }|rt|d nd } t|} |rt| } d} d} tdt| D]a}tj | |dz d}tj | |d}||z j dkr| dz } t| | } _d} bnd } |||| | | dS)z2Analyze activity patterns by day of week and hour.rr3z%Y-%m-%d)MonTueWedThuFriSatSuncNg|]!}||dd"S)r)dayrxr)r6i day_counts day_namess rr8z=InsightsEngine._compute_activity_patterns..nsC   aL:>>!Q+?+? @ @   rcBg|]}||ddS)r)hourrxr)r6r hour_countss rr8z=InsightsEngine._compute_activity_patterns..ss?   A!6!6 7 7   rc|dSNrxr5rs rrz;InsightsEngine._compute_activity_patterns..ys qzrrNc|dSrr5rs rrz;InsightsEngine._compute_activity_patterns..zs 7rr)by_dayby_hour busiest_day busiest_hour active_days max_streak)rr$r fromtimestampweekdayrstrftimeranger:rrkeysstrptimerG)rDri daily_countsrtsdt day_breakdownhour_breakdownr$r%r& all_datescurrent_streakr'rd1d2rrrs @@@rrfz)InsightsEngine._compute_activity_patterns^shYY ii yy  7 7A|$$B '++B rzz|| $ $ $ ) $ $ $  A % Z00 1 1 1Q 6 1 1 1 1EEE      1XX       2YY    GT]c--A-ABBBBY] HV`s>/C/CDDDD\` ,''   |002233INJ1c)nn-- ' '&yQ'7DD&y|Z@@G>Q&&"a'N!$Z!@!@JJ%&NN 'J$%&(&$    rc g}d|D}|rt|d}|d|dz }|d|ddd t|tj|dd d t|d }|d pddkrs|d|ddd |d d|dr-tj|dd ndd t|d}|dpd|dpdz}|dkrn|d|ddd |dd|dr-tj|dd ndd t|d} | dpddkrs|d| ddd | dd| dr-tj| dd ndd |S)z.sN" " " uu\""" '(uuZ'8'8" " " " rc$|d|dz S)Nrrr5r s rrz6InsightsEngine._compute_top_sessions..sq}q>rr rrzLongest sessionidN%b %d)label session_idvaluedatec0|dpdS)Nrrrr s rrz6InsightsEngine._compute_top_sessions..so0F0F0K!rrrz Most messages msgs?c`|dpd|dpdzS)Nrrrrr s rrz6InsightsEngine._compute_top_sessions..s.155005A!%%:P:P:UTUVrrrz Most tokens, tokensc0|dpdS)Nrrrr s rrz6InsightsEngine._compute_top_sessions..s7H1I1I1NQrrzMost tool callsz calls)r:rr.rr(r*r$) rDritopsessions_with_durationlongestdur most_msgs most_tokens token_total most_toolss rrgz$InsightsEngine._compute_top_sessionss " " " " "  " &??G*% (==C JJ*%dmCRC0)#.. .w|/DEENNwWW    &K&KLLL MM/ * * /a1 4 4 JJ('ocrc2%o6===]f]j]jkw]x]xB.y/FGGPPQXYYYB     VV   #~66;! 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JJ&)$/4'2222_j_n_no{_|_|F.{dd?d@|d8D]?} | dAdBdC}|d:|d<d| dDd>d| d-dE@|dt|dFdGks |dFr|dFd/dHdIkr|dJ|d|d:dKdLdd=d>ddMdNdd?dO|dFD]?}|d:|dHdLd|dDd>d|dPdQd|d-dR@|d|dSr|dT|d|d:dUdVddWd>ddXd>|dSdBdYD]6}|d:|dZdVd|d[d\d|d]d^dX7t|dSdYkr/|d_t|dSdYz d`|d|dai}|dbg}|rf|dc|d|d:dddVddedfddgdfddhdi|dBdjD]}dk}|dlr-tj|dldm}|d:|dndBdCdVd|dodpd|dqdpd|di|dri}|ds|dtd/du|dvd/d"dw|dxd/d"|d|dyi}|dzr|d{|dd||dzD}t|dY}}t|dzD]8\}}||}|d:|d~d:|dd|d[9|dt|ddd}d|DdBd}|rng}|D]>}|d}|dkrdnd} |dzpd}!||!| d|d[d?|dd ||dr|d|d|dr+|ddGkr|d|dd|d|dr|d|d|dD]>}"|d:|"ddd|"ddd|"dd|"dd ?|dd |S)z6Format the insights report for terminal display (CLI).rSrGrFrRz (source: )rz No sessions found in the last z days.rTu ╔══════════════════════════════════════════════════════════╗uD ║ 📊 Hermes Insights ║zLast  (:u ║ u║u ╚══════════════════════════════════════════════════════════╝rrz %b %d, %Yz Period:  — u 📋 Overviewu ────────────────────────────────────────────────────────z Sessions: rz<12z Messages: rrEz Tool calls: rz<12,z User messages: rz Input tokens: rz Output tokens: rz Total tokens: rrrz Active time: ~rz<11z Avg session: ~rz Avg msgs/session: r.1frUu 🤖 Models Used Modelz<30Sessionsz>8Tokensz>12rNriz>12,rVr3rcliu 📱 PlatformsPlatformz<14Messagesz>10z>14rz>10,z>14,rWu 🔧 Top ToolsToolz<28Calls%rrxz>8,rz>7.1fz ... and z more toolsrXrQu 🧠 Top SkillsSkillLoadsz>7Editsz Last usedz>11 u—rr<rrz>7,rrPz Distinct skills: rNz Loads: rKz Edits: rLrYr"u 📅 Activity Patternscg|] }|d S)rxr5)r6rs rr8z2InsightsEngine.format_terminal..>s<<<!G*<<.Gs ajrTrc*g|]}|ddk|S)rxrr5)r6hs rr8z2InsightsEngine.format_terminal..Hs!BBB1W:>>!>>>rr AMPMz Peak hours: z, r&z Active days: r'z Best streak:  consecutive daysrZu 🏆 Notable Sessionsr=z<20r?z<18r@r> ) r$rrrr(r*r.r> enumeraterjoin)#rDrPrGsrclineso src_filter period_labelpaddingleft_pad right_pad start_strend_strmrprrXrQr last_usedrPact day_valuesbarsrrbar busy_hours hour_strsrmhrampm display_hrr/s# rformat_terminalzInsightsEngine.format_terminals. ::g   H::fb))D=CZZ=X=X`9vo69999^`CGdGGGGG G : f~ZZ00   R N O O O [\\\*t***  / .... .Ls<(((1,a<h&  QS8^QQlQQS9_QQQRRR N O O O R 55# $ $ /?)@)@  .q1C/DEENN{[[I,Q/?-@AAJJ;WWG LL?i??g?? @ @ @ LL     &''' &''' pQ/?-@pppYZ[kYlpppqqq rQ/A-Brrr\]^m\nrrrsss zQ/C-Dzzz^_`u^vzzz{{{ BQ~->BBBCCC ] a   LLc2B1]CSVZCZ2[2[cccvFGHI_G`vavacc d d d PQ/I-JPPPQQQ R (   LL- . . . 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