CzechAI - Kompletni Audit Funkci a Sluzeb

Datum: 2026-03-28 | Autor: Claude Code Opus 4.6 | 4 servery, 250+ sluzeb

~40
Aktivne pouzivanych
~18
Nefunkcnich / problematickych
~60
Nainstalovano, nepouzivano
250+
Celkem sluzeb

Server 179 (HLAVNI)

46.224.121.179

RAM: ~80%

Disk: ~80%

~160 PM2 + 60 Docker

Server 134 (Scraping)

46.224.232.134

RAM: ~74%

Disk: OK

20 PM2 + 20 Docker

Server 117 (NEVYUZITY)

94.130.218.117

RAM: ~29% (251 GB!)

Disk: OK

12 PM2 + 30 Docker

GPU 170

217.198.112.170

VRAM: 40/96 GB

RTX PRO 6000 Blackwell

22 modelu, 4 loaded


CAST 1: Funguje perfektne (aktivne pouzivame)

~40 sluzeb, ktere jsou online, odpovidaji na HTTP a realne se pouzivaji

1.1 Jadro platformy (Server 179)

SluzbaPortStavPopis
Router Tower API8090OK 200Centralni gateway, 100+ endpointu, rate limiting, proxy
RAG Knowledge Base8095OK 200v4.0, 20+ kolekci, 2591 vektoru, hybrid search (interni, bez verejne URL)
AML Platform8093OK 20018 modulu: sanctions, insolvency, executions, justice, cadastre, pep, adverse_media, criminal, vat, court_decisions, lei, euid, opencorporates, geographic, transactions, behavioral, justice_opendata, ubo — 3.6M zaznamu OpenSanctions
Super-Ensemble v2.15111OK 2007 cenovych enginu + Market Intel + znalecke korekce
Znalecky Panel v1.05112OK 2003 AI znalci (qwen3:32b), RAG, MCP, konsenzus
Ocenovac API5300OK 200GPS/KNN, 145k zaznamu, 31ms odezva
Market Intel5400OK 200Trzni trendy a analyza
Registry Map v25500OK 2001.15M kontaktu, vyhledavani
Mapa Levon6200OK 200Cenova mapa s vlastnim algoritmem
Cenova Mapa Prodeje5091OK 200Data z prodejnich cen
AI Cenova Mapa V85093OK 200XGB+LGB+GB+CatBoost ensemble
Perfect Map v135131OK 200HLAVNI cenova mapa — 296k zaznamu z 6 DB, R²=0.833, MAE=15687, 5 geo-urovni, D-tagy (D10/D15/D20/D30)
Pravnik AI v35700OK 2004-step pravni pipeline
Pravnik AI v2 "pravnik-25"5710OK 20025-step, 5 agentu
Chat Frontend3002OK 200chat.czechai.io cockpit (Vite+React) — port 3002!
CzechevillAI3312OK 2008 agentu, PG+SQLite
LeadOps Enterprise8210OK 2003 pricing engines
AI Interior5601OK 2002 engines pro interierovy design
CzechAI Assistant5900OK 200FastAPI + assistant-ui
PandasAI Query5076OK 200Ptej se dat cesky, qwen3:8b
Gradio Demos5077OK 2006 demo zalozek pro klienty
spaCy Czech NLP5078OK 200NER + POS/lemma, AML parsovani
Agent Gateway5261OK 2008 agentu, smart routing
OSINT API5230OK 20014 nastroju: Maigret (2500+ webu), Sherlock (400+), Holehe (100+), PhoneInfoga, Social-Analyzer (900+), SpiderFoot, theHarvester, Photon, h8mail, GHunt, Blackbird, CrossLinked, Shodan, Socialscan
Deep Research Agent5199OK 2005-krokovy pipeline: Planning → DeepResearch 30B MoE (GPU) → Tavily Web → Synteza → Report. Integrovano do chat.czechai.io (trigger: "prozkoumej", "deep research", "hloubkova analyza")
TradingAgents API5241OK 2009 AI agentu: fundamental, technical, sentiment, news, bull, bear, trader, risk, portfolio — GPU-accelerated (qwen3:8b + DeepSeek-R1:70b)

1.2 Agent Swarmy (14x LangGraph, vsechny healthy)

SwarmEndpointStavPopis
banking-agents/v1/agents/swarm/bankinghealthyMulti-agent uvery, bankovnictvi
real-estate-agents/v1/agents/swarm/realityhealthyRealitni inteligence
insurance-agents/v1/agents/swarm/pojistenihealthyPojistovaci agenti
compliance-agents/v1/agents/swarm/amlhealthyAML + compliance
legal-agents/v1/agents/swarm/pravnihealthyPravni agenti
general-agents/v1/agents/swarm/obecnehealthyObecne agenti
sales-agents/v1/agents/swarm/leadyhealthyLead management
business-agents/v1/agents/swarm/zivnostnicihealthyZivnostnici a OSVT
reality-intelligence/v1/agents/swarm/reality-intelligencehealthyRealitni inteligence deep
realitky-agents/v1/agents/swarm/realitkyhealthyRealitni kancelare
automation-agents/v1/agents/swarm/automatizacehealthyWorkflow automatizace
firmy-agents/v1/agents/swarm/firmyhealthyFiremni analyza
ideabrowser-agents/v1/agents/swarm/ideabrowserhealthyBusiness idea screening
valuation-agents/v1/agents/swarm/valuationhealthyOcenovaci agenti

1.3 Scraper & Reality Pipeline (Server 134)

SluzbaTypStavPopis
Reality Pipeline v2.0PM2OK22-step cyklus, daemon, 42.7K zaznamu v MASTER_LIVE.db
Scraping Data Plane v2.0PM2OKWarm pools (3x Crawl4AI, 1x Playwright, httpx)
Mega ScraperDocker:8100OK 200Docker orchestrator
Reality APIDocker:8000OK 200REST API pro data
Scout AgentPM2OKAI scraping scout, qwen3:32b via GPU
Deal DetectorPM2OKDetekce podhodnocenych nemovitosti
Bazos APIPM2OKScraper bazos.cz
iDNES APIPM2OKScraper idnes.cz reality
Bezrealitky ScraperPM2OKScraper bezrealitky.cz
Drazby MegaPM2OKScraper drazeb
Quality AgentPM2OKQA kontrola dat
Remeslnici (5 sluzeb)PM2OKARES + Google + OSM + Web + Monitor
Uptime Kuma 134Docker:3200OKUptime monitoring pro scrapery na serveru 134

1.4 Infrastruktura

SluzbaPortPopis
Qdrant6333Vektorova DB pro RAG, 20+ kolekci
Neo4j Legal7474Grafova DB pro pravni vztahy
PostgreSQL5432Hlavni relacni DB (czechai_cockpit, contacts, dify)
Redis6379Cache + sessions
Portainer9050Docker management UI — sprava vsech 60+ kontejneru na 179
FileBrowser8070Webovy file manager — pristup k souborove strukture serveru 179
Nginx80/443100+ domen, SSL Let's Encrypt, reverse proxy
health-monitorPM2ONLINE Auto-recovery monitor — hlida PM2 procesy a restartuje je pri padu
health-watchdogPM2ONLINE Watchdog pro kriticky sluzby (AML, Router, Chat)

1.5 GPU Server 170 - RTX PRO 6000 96GB

ModelVelikostStavPopis
aurum-chat (Qwen3-235B)85 GBLOADEDHlavni chat, 18 tok/s
qwen3:32b31 GBLOADEDGeneral + coding
qwen3:8b11 GBLOADEDFast fallback, 196 tok/s
nomic-embed-text<1 GBLOADEDEmbeddingy pro RAG
aurum-code (Qwen3Next-80B)51 GBavailableNejvetsi koder, 262k context
aurum-brain (DeepSeek-R1:70b)42 GBavailableReasoning, 32 tok/s
qwen2.5-coder:32b19 GBavailableNejlepsi open-source koder (beats GPT-4 na coding benchmarks)
codestral12 GBavailableMistral coding model, rychle completions
aurum-uncensored38.8 GBavailableZero refusals, 5min VRAM timeout
+ 13 dalsich-availableViz GPU api/tags endpoint

CAST 2: Nefunguje / je problematicke

Stopped, nestabilni, nebo ghost services (PM2 online ale HTTP dead)

2.1 Stopped sluzby

SluzbaServerProblemDopad
pardubice179STOPPEDProjekt mrtvy
claude-desktop-worker179STOPPEDNeaktualni
revive179STOPPEDAdServer nepouzivany
qwen-agent179STOPPEDNahrazeno agent-gateway
enrich-v5134STOPPEDEnrichment neaktualni

2.2 Nestabilni (vysoke restarty)

SluzbaServerRestartyPoznamka
litellm-proxy179911+Stale pada! Potreba opravit nebo vypnout.
agent-zero1175201 GB RAM, nestabilni
aml-api179196Historicke, ted stabilni (loading detection opravena)
remeslnici-ares13443Scraper crashes pri ARES timeoutech
chat-frontend17927Port 3002, cockpit crashes — sledovat
drazby-mega13426Scraper crashes
open-deep-research11723Obcasne pady
agent-gateway179196h uptime, pada — potreba memory leak fix
cuzk-api17918CUZK timeouty
scout-agent13418AI scout
bazos-api13418Scraper
vlasta-tts11716TTS pady
property-report1799Report generator
aurum-entity1796Entity modul

2.3 Ghost Services (PM2 online, HTTP dead)

SluzbaPortHTTPPoznamka
map-czechai3089000 timeoutMapa nereaguje — opravit nebo smazat
smart-mapa5098000 timeoutStara Smart cenova mapa — nahrazena Perfect Map v13 (port 5131)
mcp-adapter5055404MCP adapter endpoint nenalezen
outlines-api5240404Structured LLM output API — routes neregistrovany, zkontrolovat /api/ prefix
agents-stats-api5242404Stats endpoint chybi — potreba pridat route /api/stats

CAST 3: Nainstalovano ale NEPOUZIVAME

~60 sluzeb ktere bezi, zabiraji RAM a disk, ale nikdo je nevyuziva

3.1 Analytics & Monitoring (obrovska hodnota, jen zapnout)

SluzbaServer:PortHTTPCo to jeProc nepouzivame
Metabase117:3098200BI dashboardy, SQL dotazyNikdo nepripojil DB
PostHog117:8300302Product analytics, session replay, feature flagsChybi tracking snippet
Umami179:3600200Privacy-first web analyticsChybi tracking snippet na domenach
GlitchTip117:3097200Error tracking (Sentry alternativa)Chybi DSN v aplikacich
Grafana134:3001200Monitoring dashboardyChybi datasource (Prometheus)
Uptime Kuma (2x)179:3099 + 134:3200302Uptime monitoringMalo URL, nemonitoruje vse

3.2 Dokumentace & Wiki (3 systemy, 0 obsahu)

SluzbaServer:PortHTTPCo to je
Outline179:3090301Team wiki, Notion alternativa — PRAZDNA, ceka na obsah
Docmost179:3085200Dokumentacni platforma — PRAZDNA
Blinko179:1111200AI-powered poznamky s tagovani — nikdo nevi

3.3 CRM systemy (4 nainstalovane, vybrat 1)

SluzbaServer:PortHTTPStav
Twenty CRM179:3080200Open-source Salesforce alternativa — 154 firem naimportovano
EspoCRM179:8181200PHP CRM s API — portal pro klienty (admin/CzechAI2026)
Atomic CRM179:54321404Supabase demo — broken, smazat
Folk CRMcloud-Trial — asi expiroval

3.4 AI Nastroje & Agenti

SluzbaServerCo to jeProc nepouzivame
Khoj179:42110Osobni AI asistent s pameti (32.3k stars)Nikdo nevi — muze prohledavat PDFs, docs, web
OpenMemory117:8280Persistentni pamet, 6 MCP toolsMCP pridano ale agent ho nevola
SearXNG179:8089Privatni meta-vyhledavac (Google+Bing+DDG)Skvely pro AI agenty zdarma, nikdo nevola
MetaMCP179:12008MCP server manager — sprava vsech MCP serveruNikdo nevi ze existuje
Agent Zero117 PM2Autonomni agent framework520 restartu, nestabilni
Suna117 PM2Open-source AI asistent (Kortix)32D uptime, 0 pouziti
LangManus117 PM2AI agent framework s flows32D uptime, 0 pouziti
Stagehand Scraper117 PM2AI-powered web scraper (Browserbase)Jen bezi, 0 vyziti
Docling API117 PM2Document understanding (IBM)803 MB RAM, nepouzivano
Claude Agent179 DockerAutonomni Claude v DockeruJen bezi, 0 integrace
Cobalt179 DockerVideo/audio downloader APINikdo nevi — stahuje YT/Twitch/etc.

3.5 TTS & Multimedia

SluzbaServerRAMPopis
GPT-SoVITS117 PM23.6 GB!Text-to-Speech, cesky hlas — nikdo nepouziva, zbytecne blokuje RAM
Vlasta TTS117 PM267 MBCesky TTS hlas — 16 restartu, nestabilni
Avatar Pipeline117 PM246 MBAI avatar generovani
YT-MP3179 PM2-YouTube to MP3 konvertor

3.6 Workflow & Automatizace

SluzbaServer:PortHTTPStav
Activepieces117:8080200Zapier/n8n alternativa — prazdny, 0 flows, obrovska hodnota
Chatwoot179:4000runningLive chat pro klienty — ceka na onboarding a web widget
useSend Email179:3095307Self-hosted email platforma — ceka na DNS mail.czechai.io + OAuth

3.7 Ostatni nainstalovane

SluzbaServer:PortHTTPPopis
Bolt.diy117:5173200AI web builder — generuje landing pages z promptu
TaxHacker117:7331200Danovy nastroj
Directus179:8055302Headless CMS — prazdny, muze slouzit jako admin pro databaze
Teable179:3088307Airtable alternativa — 2K zaznamu z Justice, potreba dalsi import
ChangeDetection134:5200200Web monitoring — prazdny, idealni pro sledovani konkurence
Grist134:8484302Spreadsheets s Python — alternativa k Teable

3.8 PM2 sluzby na 179 bez jasneho vyuziti (~40 procesu)

SluzbaPoznamka
g4f-apiZASTARALE — free GPT proxy, nahrazeno Ollama GPU, vypnout
discord-botZadna aktivita na serveru
claude-worker / gpt-workerTower task workery — minimalni vyuziti
rag-proxyRedundantni s Router Tower API
leads-analyticsZadny pripojeny dashboard
leady-ai-agentNepouziva se (port 5005)
mcp-opportunities / mcp-sseMCP servery — nepouzivano
mem0-apiRedundantni s OpenMemory (117:8280)
archivar-agentArchivace dokumentu — nepouziva se
czech-legal-aiRedundantni s pravnik-25 (port 5710)
czechai-publisherPublisher — nepouziva se
fraud-guardDetekce podvodu — nepouziva se
edesky-v3Elektronicka deska — eDesky API
vlastnik-apiAPI vlastniku nemovitosti
czechai-realitka / realitky-enterpriseRealitni kancelar moduly
cenova-mapa-timeseriesCasove rady cen — nahrazeno Perfect Map v13
mapa-bytove-domyBytove domy mapa
valuo2-vynosovy / valuo3-nakladovySub-engines Super-Ensemble (mohou byt interni)
atomic-crm-restCRM neaktivni — broken
czechai-qr-platbyQR platby generator
czechai-hlidac-statuHlidac statu — 3532 kontraktu v DB
czechai-kalkulackyFinancni kalkulacky
crm-leady / marvel-lead-flowLead management — duplicitni
aurum-chatbotChatbot — nahrazen chat.czechai.io
czechai-dotaznikDotaznikovy system
deep-research-agentHluboky vyzkum (port 5199) — POUZIVA SE, integrovano do chatu
tiley / maplibre-apiTile server + MapLibre API pro mapy
aurum-agent / lovec-agent / enrichment-agentAI agenti — kontrolovat vyuziti
prest-apiPostgREST alternativa (port 3100)
osint-apiOSINT (port 5230, 14 nastroju) — POUZIVA SE
meta-model-api / meta-direct-v4Meta modely — kontrolovat
remeslnici-api / remeslnici-portalRemeslnici moduly
reality-vip-apiVIP reality API
browser-use-apiBrowser automation (port 5250 na 134)
geo-apiGeocoding API
signal-apiSignal messaging
posudek-pdfPDF posudky generator
analyze-apiAnalytika
pptxgenjs-apiPowerPoint generator
cuzk-apiCUZK katastr (18 restartu — CUZK timeouty)

CAST 4: Snadno rozjet (male upravy)

Sluzby ktere uz bezi a staci je jen nakonfigurovat nebo pridat maly kod

Vysoka priorita - zapnout = 15-30 min

1. Metabase (117:3098)
30 min - Pripojit MASTER_LIVE.db + PostgreSQL, vytvorit 3 dashboardy
Prinos: BI reporting, SQL dotazy, automaticke reporty pro klienty

BI nastroj ktery umi vizualizovat scraperovana data ze SQLite/PostgreSQL jako interaktivni grafy — idealni pro prezentace klientum bez psani kodu.

2. Umami (179:3600)
15 min - Pridat tracking snippet na vsechny domeny
Prinos: Web analytics bez cookies, GDPR compliant

Staci vlozit 1 radek JS na kazdy web — okamzite vidi kolik lidi navstivi chat.czechai.io, leads.czechai.io, law.czechai.io atd. bez poruseni GDPR.

3. GlitchTip (117:3097)
30 min - Nastavit DSN v Python/Node aplikacich
Prinos: Error tracking, alert na chyby, Sentry alternativa zdarma

Zachytava Python exceptions a JS errors ze vsech sluzeb v realtimeu — rika presne co pada a proc, bez rucniho cteni PM2 logu.

4. SearXNG (179:8089)
15 min - Napojit na AI agenty jako search tool
Prinos: Privatni vyhledavani pro agenty, bez API klicu

Meta-vyhledavac agregujici Google/Bing/DuckDuckGo — AI agenti mohou vyhledavat zdarma bez Tavily/Serper API klice, usetri tisice korun mesicne.

5. OpenMemory (117:8280)
10 min - Napojit MCP na Claude Code + dalsich agentu
Prinos: Sdilena pamet mezi vsemi AI agenty

Mem0-kompatibilni sdilena pamet — agent A si pamatuje co zjistil agent B v predchozi session, kontext se neprztraci mezi rozhovory.

6. PostHog (117:8300)
15 min - Tracking na test.czechai.io + chat.czechai.io
Prinos: Session replay, funnely, feature flags

Nahrava video ze session uzivatele v browseru — vidi se kde klikaji, kde odchazeji z aplikace, co je matouci v UI chatu nebo leads formulari.

7. ChangeDetection (134:5200)
15 min - Pridat 20 URLs konkurentu
Prinos: Monitoring zmen na webech, cenova inteligence

Automaticky sleduje zmeny na webech konkurence (sreality.cz, bezrealitky.cz) a posle email kdyz se zmeni cena, pridaji nove funkce nebo obsah.

Stredni priorita - 1-2 hodiny

SluzbaCo udelatCasPrinos
OutlineImport existujicich docs, vytvorit workspace pro tym1 hodJeden zdroj pravdy pro cely tym misto roztristene dokumentace
ChatwootOnboarding, pridat widget na leads.czechai.io1 hodLive chat pro potencialni klienty primo na webu
TeableBatch import (Justice data, SVJ, Reality pipeline)2 hodAirtable-like UI nad scraperovymi daty pro nekoderske kolegy
ActivepiecesVytvorit flows: email → CRM, lead → notifikace2 hodZapier-like automatizace bez kodu, propoji vsechny sluzby
GrafanaNapojit Prometheus metriky ze serveru 13430 minReal-time monitoring pipeline a scraperu v grafech

Maly download (2-3 hodiny)

NapadNarocnostPrinos
Langfuse - LLM observability2 hodTrackovat vsechny AI requesty, latence a naklady per model
Meilisearch - full-text search2 hodBleskovy full-text search pro vsechna scraperovana data
Cal.com - booking system2 hodKonzultace s klienty — self-hosted Calendly
Dify.ai - AI app builder3 hodAI aplikace s GUI pro lidi bez programovani
Grafana+Prometheus na 1792 hodMonitoring vsech ~160 PM2 sluzeb na hlavnim serveru

CAST 5: Doporuceni

Prioritizovany plan akci

Okamzite akce (dnes)

#Akce
1Zapnout Metabase — pripojit MASTER_LIVE.db, vytvorit dashboard pro klienty
2Zapnout Umami — tracking snippet na vsechny CzechAI domeny
3Zapnout GlitchTip — DSN do hlavnich Python sluzeb (AML, Router, Chat)
4Napojit SearXNG na AI agenty jako search tool (nahradit Tavily)
5Napojit OpenMemory MCP na Claude Code pro sdilenou pamet

Tento tyden

#Akce
6PostHog session replay na test.czechai.io a leads.czechai.io
7ChangeDetection — pridat 20 URLs konkurentu (sreality, bezrealitky)
8Chatwoot widget na leads.czechai.io
9Teable batch import zbytku dat z Justice a Reality pipeline

Uklidove prace

#Akce
10Zastavit g4f-api (zastarale, nahrazeno GPU Ollama)
11Opravit nebo zastavit litellm-proxy (911+ restartu — nejvetsi problem)
12Overit a opravit agent-gateway (19 restartu/6h — memory leak?)
13Sjednotit CRM: Twenty vs EspoCRM vs Atomic vs Folk → vybrat 1
14Sjednotit docs: Outline vs Docmost vs MKDocs vs Blinko → vybrat 1
15Sjednotit analytics: Umami vs PostHog vs Grafana → definovat role

Architekturni dluh

ProblemReseni
179 pretizeny — ~160 PM2, 80% RAM+diskPresunout sluzby na 117 (251 GB RAM, jen 29% vyuzito)
Duplicitni sluzby (3x CRM, 3x docs, 2x analytics)Vybrat po jednom, ostatni pm2 delete + docker rm
5 ghost services (PM2 online, HTTP dead)Opravit routes nebo pm2 delete
~40 PM2 procesu bez vyuzitiAudit + postupne vypnout, uvolnit RAM na 179

CAST 6: Statisticky prehled

250+
Celkem sluzeb
40
Aktivne pouzivanych (16%)
60
Nepouzivanych (24%)
80
Infrastruktura (32%)
10
Ghost/broken (4%)
60
Helper procesy (24%)
~160
PM2 na 179
20
PM2 na 134
12
PM2 na 117
110+
Docker celkem
22
GPU modelu
100+
Nginx domen
14
Agent swarmu
55+
Statickych HTML

CzechAI Audit | Generovano 2026-03-28 | Claude Code Opus 4.6