AI That Works — From Data to Decision

CzechAI builds and operates complete AI systems: proprietary GPU and LLM infrastructure, data pipelines, knowledge bases, agents and ready-to-deploy applications for real estate, law, finance, insurance, business and the public sector. We do not deliver a presentation or a single chatbot — we deliver tools that, within a real-world process, search, verify, evaluate and prepare output, in Czech, with an audit trail, in a regulated environment.

Positioning statement (approved wording): "AI that works — from data to decisions."

Company Details

Item	Value
Operator	A&L Prime s.r.o. (Czech limited liability company) — operator of the CzechAI / EstateX brands
Company ID	24009245
Registered Address	Zámostní 1155/27, Slezská Ostrava, 710 00 Ostrava, Moravskoslezský kraj (okres Ostrava-město)
Legal Form	limited liability company (code 112)
Date of Incorporation	28. 11. 2025
VAT Registered	no
Registry Entries	active in the Commercial Register (CR), RES and the Trade Licensing Register (RŽP)
Business Activities (CZ-NACE)	information and communication activities (J), management consultancy (7112), rental and management of real estate (6820), other professional, scientific and technical activities (63990) and others
Brand	CzechAI, continuously since 2018 (8 years)
Management	Founder, Lead Developer and CEO
Deployment	SaaS · API · private cloud · on-premise
Focus	Czech, regulated industries, data remains with the client / in the Czech Republic
Investor	no investor, funded from private sources
Contact	ceo@czechai.io
Data Source	ARES / public register (justice.cz), status as at 2026-07-22

One-sentence description: CzechAI builds and operates complete AI systems — proprietary GPU and LLM infrastructure, data pipelines, knowledge bases, agents and ready-made applications for real estate, law, finance, insurance, businesses and public administration.

Position: The largest private AI infrastructure in the Czech Republic for the real estate market and compliance. Built over the long term without an investor, from private sources. The CzechAI brand has been operating for 8 years (since 2018), continuously under the same brand, albeit under various legal entities (different Company IDs); A&L Prime s.r.o. (Czech limited liability company) is the current legal entity of the brand. The incorporation date of this s.r.o. (28 November 2025) does not mark the beginning of operations — those have been running since 2018.

Notes on data consistency (across sources)

• Legal entity: A&L Prime s.r.o., Company ID 24009245. Older internal documents used a different company name — this is no longer current; A&L Prime s.r.o. is the sole valid name.

How the founder's role is presented (four different formulations across sources)

Source	Title / Role
CV	"AI & full-stack solution architect" / "Founder & Lead Engineer — A&L Prime s.r.o. / CzechAI"; sought role "Head of AI / Lead / Principal Engineer / (fractional) CTO"
IT_AI profile	"Commercial Director & AI Ecosystem Architect · A&L Prime s.r.o."
Assessment	"Solo founder of CzechAI / A&L Prime s.r.o."
Final-draft texts	"founder and lead developer of the CzechAI brand"; in the Contact section "founder and CEO, CzechAI"

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Founder, Lead Developer and CEO of CzechAI. A leading practitioner who has single-handedly built and operates in production a complete vertical AI ecosystem — from data through proprietary models and agents to ready-made applications for banks, insurance companies, government and the real estate market.

Who I am (in my own words)

A&L Prime s.r.o. has been building Czech artificial intelligence for eight years. Since 2018, continuously, from its own resources, without an investor dictating the pace or demanding compromises.

Before that, I spent years building computational infrastructure around the world — hardware, cooling, power systems, and the operation of farms at the very edge of what technology can handle. I learned that the difference between a polished presentation and a working system lies in the detail that holds under load. I carried that instinct with me into AI.

The entire stack on which CzechAI is built was designed and constructed by me alone: the models, the agent layer, the data pipelines, and production operations. I do not rely on third-party cloud services or third-party models, because in regulated business the question "where is my data?" is just as important as "what can the system do?" I can answer both.

How many people can actually build this

A complete AI system in production is not the work of a single discipline — it combines 6+ specialisations simultaneously: data engineering, machine learning, agent system architecture, backend development, cybersecurity, and domain expertise (law · finance · real estate). In most companies this requires a team of 15–20 specialists. Leoš handles it alone, end-to-end.

The number of people who have an entire vertical AI stack in real production operation can be counted on one hand in the Czech Republic (3–5); globally, there are perhaps a few hundred. Leoš is one of them — in the top 0.5–1% of hands-on AI builders.

Market position (independent assessment): - Building and operating a platform of this scope solo has been achieved by only a handful to a low double-digit number of individuals in the Czech Republic — on the axis of "breadth and speed of solo delivery" this places him in the top ~0.1–0.5% of Czech builders. - The volume of work corresponds to the output of a 12–20-person product and engineering team.

Background and approach

Originally a real estate and finance professional — which is why I build according to real business needs rather than academic ones. Three principles: (1) no one will do it for you (consultants sell process, not results); (2) an own on-premise stack is a business choice that opens doors to clients excluded by the cloud (banks, insurers, law firms); (3) speed is quality — MVP in weeks, not years.

"I don't build presentations. I ship production." · "From idea to production system in weeks, not years."

Core competencies

• AI / LLM engineering — RAG (Qdrant, Neo4j, Weaviate), multi-agent orchestration (LangGraph), self-hosted LLM stack on own GPU, model routing, fine-tuning workflow.
• Data & ML — proprietary ML ensemble for valuation (R² = 0.948), scoring, feature engineering, data pipelines across tens of millions of records.
• Backend — Python (Flask/FastAPI), Node.js, 100+ API endpoints, third-party integrations.
• Infrastructure / DevOps — 6 servers, ~210 PM2 processes, ~150 Docker containers, Nginx, PM2, Linux, SSL/CD, monitoring.
• Databases — PostgreSQL, SQLite, Qdrant, Weaviate, ClickHouse, Redis, Kafka, MongoDB.
• Frontend — responsive web, dashboards, ~80 production domains/UIs.
• Domains — real estate intelligence, AML / compliance, legal-tech, lead generation.

Key areas (from IT_AI profile)

• Applied AI & agent systems — orchestration of an AI agent fleet (hundreds of specialised agents + dozens of MCP servers), conversational assistants with real-world actions (Gemini/Claude), RAG and LLM gateways with automatic failover (LiteLLM/Bifrost).
• Own LLM infrastructure — operation of self-hosted models on GPU servers, uncensored/reasoning models, model routing (router), gateway with guardrails (PII, prompt injection, audit).
• Real estate tech & data — scraping and monitoring of hundreds of portals and official notice boards, property price map with ML model, OSINT/AML due diligence on entities from public sources, off-market platforms.
• Product development — dozens of web applications and landing pages, CRM, booking and lead systems, document generation (Typst/PDF), image and video generation, voice assistants.

Approach: "The product must work and never go down — atomic writes, backups, pre-deployment verification. Data sourced exclusively from public / legitimate sources, with an emphasis on auditability and security."

Technologie — sjednocený přehled

• Languages: Python, JavaScript/TypeScript, SQL, Bash, PHP (PHP in the IT_AI profile only).
• AI/ML: LangGraph, RAG, scikit-learn / gradient boosting, custom ensemble models, self-hosted LLM (Ollama), Qdrant, Neo4j, Weaviate; LLM & agents (Claude, Gemini, MCP, RAG).
• Backend: Flask, FastAPI, Node.js, REST API.
• Infra: Linux, Docker, PM2, Nginx, GPU compute / CUDA, CI/CD.
• Data: PostgreSQL, SQLite, ClickHouse, Redis, Kafka, MongoDB.

Why me / what sets me apart

• Proprietary models, not third-party APIs. Most "AI solutions" on the market are merely wrappers around someone else's cloud. I run my own fine-tuned models on my own infrastructure — I guarantee where your data resides and who has access to it: in the Czech Republic, and no one else.
• Data sovereignty as the default. For a bank, an insurer or a public authority, this is a requirement, not a bonus. Data does not flow across borders and does not end up training someone else's model.
• Scale you will not find elsewhere. 4,020 agents, 40+ swarms and 1,550+ live applications represent the largest private AI infrastructure for the real estate market and compliance in the Czech Republic. Everything is already running in live production today.
• Speed of delivery. Eight years of accumulated foundations mean I can deploy into a new domain in weeks, not quarters.

Certified expertise — CzechAI Academy

A proprietary certification authority — CzechAI Academy (academy.czechai.io · verification at verify.czechai.io). Leoš is both the author and holder of a 28-module certification programme aligned with the EU AI Act, spanning 5 levels (L1–L5).

Programme breakdown: - Governance & compliance: AI Literacy (AI Act), AI Act, AI Governance, GDPR, ISO 27001, AI Risk, AI Security. - Technology: Prompt Engineering, Generative AI, RAG, agentic systems, LLM, data, automation. - Applications: finance, law, public administration, healthcare, education, marketing, accounting, HR. - Management: AI Management, AI Professional, AI Consulting, Research, strategy, transformation.

External qualifications: Elements of AI (University of Helsinki, Finland) · Google (AI/ML).

All 28 certifications (full list and numbers)

#	Certificate	Number
1	AI Literacy (AI Act)	CZAI-AIL-2026-0001
2	AI for Management and Leadership	CZAI-AIM-2026-0002
3	AI Practitioner	CZAI-AIP-2026-0003
4	Prompt Engineering	CZAI-PRE-2026-0004
5	AI Automation Specialist	CZAI-AUT-2026-0005
6	AI Content Creator	CZAI-CON-2026-0006
7	AI Data Analyst	CZAI-DAT-2026-0007
8	AI Governance & Compliance	CZAI-GOV-2026-0008
9	ISO/IEC 42001 AI Management System	CZAI-ISO-2026-0009
10	AI Act Compliance Officer	CZAI-ACT-2026-0010
11	AI Risk & Ethics	CZAI-RSK-2026-0011
12	GDPR & AI / Data Protection	CZAI-GDP-2026-0012
13	Generative AI Engineering	CZAI-GEN-2026-0013
14	RAG & Knowledge Systems	CZAI-RAG-2026-0014
15	AI Agents & Multi-agent	CZAI-AGT-2026-0015
16	LLM Ops & AI Deployment	CZAI-LLM-2026-0016
17	AI Security	CZAI-SEC-2026-0017
18	AI Real Estate Intelligence	CZAI-RES-2026-0018
19	AI in Finance and Insurance	CZAI-FIN-2026-0019
20	AI in Law	CZAI-LAW-2026-0020
21	AI in Public Administration	CZAI-PUB-2026-0021
22	AI in Education	CZAI-EDU-2026-0022
23	AI in Healthcare	CZAI-HLT-2026-0023
24	AI in Marketing and Sales	CZAI-MKT-2026-0024
25	AI in Accounting and Administration	CZAI-ACC-2026-0025
26	AI in HR and Recruitment	CZAI-HRM-2026-0026
27	AI Strategy for Leaders	CZAI-STR-2026-0027
28	AI Transformation Manager	CZAI-TRM-2026-0028

Guarantees for Regulated Clients

• 🇪🇺 Operating in accordance with the EU AI Pact (compliant with the AI Act, Regulation 2024/1689).
• 🔒 European security clearances for working with sensitive data · data secure & on-premise (never leaves the Czech Republic / the institution).

Work Experience (as worded in CV)

Founder & Lead Engineer — A&L Prime s.r.o. (Czech limited liability company) / CzechAI 01/2024 – present · Czech Republic (remote). Built and operated by a single individual, without external investment, funded from private resources. - Designed and deployed the entire production platform: 6 servers (incl. GPU RTX PRO 6000, 96 GB VRAM), ~210 PM2 processes, ~150 Docker containers, ~80 public domains. - Built 41 multi-agent AI swarms, 4,020 AI agents, 90+ MCP servers. - Constructed the data layer: 27 million contacts, 3.48 million companies (ARES), 344,000 properties, 212.8 million address points (RUIAN). - Responsible for the full lifecycle: architecture → development → deployment → operations → business.

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Brand, Scope and Web

• 8 years — continuous development and operation (2018–2026), approved for external use.
• 1,550+ — proprietary applications, modules and outputs; conservative published figure.
• 6,521 — unique URLs on the public directory, across 110 folders (the actual figure exceeds the published 1,550+).
• 4,586 — HTML pages in public production, totalling 25 GB.
• 130 — live subdomains on czechai.io (HTTP 2xx), asset scan 2. 8. 2026.
• 153 — live hostnames across all domains (asset scan 2. 8. 2026).
• 138 — domains and subdomains in the production web server configuration.
• 16 — root domains held (per registrar export).
• 2,300+ — pages aggregated on the Master Directory.

AI Arsenal (agents, skills, swarms)

• 4,020 — AI agents and specialist teams (published figure; methodology not documented).
• 720 — agents built on Claude.
• 73 agents across 40 swarms — production registry (manually recorded constant).
• 26 swarm definitions + 7 aliases + 23 "bedrock-simple".
• 11 — live swarms not present in the registry at all; nine of them are generated by a single source file.
• 14 — duplicate capabilities across swarms (estimated: pricing 6×, AML 5×, business strategy 6×, marketing 5×, deep research in 4 independent implementations).
• 15 — shared tools for agents.
• 749 agents — local definition library (all 749 executable).
• 1,475 skills — total across the arsenal.
• 77 — proprietary commands (added to the server on 3. 8. 2026).
• 90+ MCP servers across the workstation and the main server.
• 708 — agents in the curated catalogue with Czech names on the public arsenal page.
• 1 799 vs 1 876 items — public vs internal version of the arsenal page (difference of exactly 77 commands).
• 0 — swarm launches within the window 31. 7. – 3. 8. 2026.

The marketing layer additionally states: 40+ LangGraph swarms, 90+ MCP servers.

Data — Legal

• 578 032 — court decisions in the Legal AI database (measured directly). (marketed as 577 000+; the audit/biographical layer in an older generation cited 344 605).
• 17 679 regulations / 30 712 sections (cited elsewhere as 25 071 §; marketed as "125 acts" or "69 acts" depending on generation).
• 617 362 — vectors in the case law knowledge base.
• 277 644 — vectors in the e-Sbírka knowledge base; 23 vector collections in total.

Data — AML, Registers, Companies

• 3.6 million — sanctions records in the AML layer (published figure; direct measurement on 7. 8. returned 1 591 584, range 1.59–1.69 million).
• 3 255 092 — enriched company records from ARES (cited elsewhere as 3.48 million companies).
• 18 — AML layer modules.

Data — Real Estate

• 308 471 — records in the main live real estate database (766 MB, 122 columns). (other sources: 308 467; 349 908 in MASTER_LIVE; 300 000+ / ~197k real-time).
• 1 454 651 — records in the archive database (1.38 GB).
• 17 403 / 44 213 / 138 670 — record additions over 24 hours / 7 days / 30 days.
• 100 % — proportion of records priced by the V24 model.
• 267 055 (86.6 %) — records with GPS coordinates.
• 1 981 — identified opportunities.
• 7 472 — records with the owner's telephone number (cited elsewhere as 7 207 estate agencies in a separate broker database).
• 4 474 — auctions in the database.
• 70 → 62 live — portals with health check (3 blocked, 4 dead).
• R² 0.948 — valuation accuracy of the V24 model in its own backtest (MAPE 7.13 %).

Search system

• 45 live sources out of 72 in the catalogue; the remaining 21 are awaiting an adapter (Bezrealitky, ÚZSVM, hlídač státu and five Apify actors).
• 77 code files in the collection layer: 41 adapters, 14 services, 13 scripts; normalisation core 1,472 lines.
• 383 — portals discovered by automated discovery (375 verified: 367 reachable, 6 unavailable, 2 blocked).
• 30 minutes — collection cycle interval (eight steps, protected by a lock).
• 52 programmes in the processing pipeline: 36 in cron, 8 long-running processes, 8 scraper classes; plus 25 Docker containers.
• 2 full cycles per day (00:00–08:00 and 12:00–19:00).
• 5 validator phases for URL and content, batch size 5,000 records, 20 workers.
• Performance over 36 hours (72 cycles): downloaded 61,998 · new listings 2,708 · direct owners +6,055 · enriched 18,300 (of which 2,454 dead URLs) · total new records 8,792 362 exports.
• Independent increment verification: export CSV 2. 8. = 41,514 rows, 3. 8. = 51,183 → +9,669 in 35 h.
• 30 leads — how many of the 51,168 listings pass the strict qualification filter.
• 5 — processes of the "hunter" family (Telegram broadcast of undervalued properties, 30-min cycle, calls the V24 price map and the arbitrator).

OSINT

• 50 — total OSINT arsenal: 21 classic tools + 29 data sources of the Crucix monitoring platform.
• 27 live, 2 faulty — out of 29 Crucix data sources; sweep every 15 minutes.
• 5 — running OSINT services (tools API, customer due diligence, swarm/orchestrator, Crucix, SpiderFoot); all online, 0 restarts.
• 21 agents, alive 20/21 — fan-out of the OSINT swarm orchestrator (the dead one is the meta-search engine).
• 233 — SpiderFoot modules (running for three months, 0 scans in the database).
• 175 — IntelOwl analysers (118 over observables + 57 over files), 7 connectors, 10 dockerised integrations.

Public administration

• 16 — AI solutions for public administration (published). The list contains 14 items. Either add the two missing items or correct the figure to 14.

Summary figures (pitch version)

• 8 years in operation (since 2018), without external investment.
• 550+ own SaaS applications live — the largest private AI infrastructure in the Czech Republic for real estate and compliance.
• AI Lawyer — 17,679 regulations, 577,000+ decisions.
• The most accurate property valuation in the Czech Republic — R² 0.948, MAPE 7.13%, 3.5× more accurate than standard CMA.
• AML — 18 modules, 3.6 million sanctions, screening ~16 s.
• The largest dataset in the Czech Republic — tens of millions of contacts (67M+ in DB), ARES 3.48 million, RÚIAN 212.8 million addresses.
• 737 clients · 1,121 invoices · CZK 43.4 million (2022–2026) — documented in records.
• Speed — MVP in weeks, not years.

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One ecosystem connecting models, data and specific workflows. Categories 1–13 form the core offering, 14–20 are industry packages, and 21 is the technical layer underpinning categories 4 and 6.

1. Own LLM and AI laboratory

• Own GPU and LLM infrastructure — self-hosted models, model gateway, routing, load-balancing and failover across both proprietary and external models.
• Adaptation and fine-tuning — specialising models for the Czech language, domain-specific tasks, documents, tool-calling and client-specific processes.
• RAG and knowledge systems — Qdrant, hybrid search, knowledge graphs, internal documents and verifiable answer sources; proprietary Czech knowledge layer cz-rag.
• Agents and orchestration — specialised agents, MCP tools, multi-agent workflows, memory and automated handoff between roles.

2. Claude Stack — Arsenal

• Claude orchestrator — a single controlling intelligence that interprets the brief, selects specialists and assembles a team for the task at hand.
• Specialists for every domain — agents for development, data, law, finance, real estate, marketing, research, design, security and operations.
• Control of connected tools — the arsenal operates with tools, registries, documents, code, applications, databases and workflows in accordance with granted permissions. It does not stop at a chat response: it executes the work, produces an output, triggers a workflow or passes the task to the next specialist.
• Swarms, memory and RAG — teams share context, draw on a common knowledge layer and can be switched from Claude to a proprietary LLM at any time without changing the solution logic.
• Public presentation of the arsenal at arzenal.czechai.io: agents, swarms, MCP tools, skills, RAG and memory — figures by type only. A separate internal version (MCP names, commands, hooks, rules) is not publicly available. The split was carried out on 3 August 2026.
• Workstation ↔ server parity has been automated since 3 August 2026 by a daily job (which compares agents, skills, commands, rules, configuration and MCP, and adds only the difference; nothing is deleted).

3. Data intelligence and data pipelines

• Data collection and enrichment — web sources, documents, registries and client systems: scraping, OCR, normalisation, deduplication and continuous updates.
• Public and reference sources — ARES, ČÚZK, RÚIAN, ISIR, auctions, official notice boards, case law and other verifiable sources.
• Geodata and mapping applications — geocoding, risk layers, maps, spatial analysis, 3D visualisation and location intelligence (parcels, municipalities, heatmaps).
• ETL, API and reporting — data conversion to database, API, dashboard, XLSX/CSV export, alerting or downstream automation.
• worldmonitor (monitor2.czechai.io) — continuous global event monitoring.
• Crucix (intel.czechai.io) — geopolitical and economic monitoring across 29 data sources (ACLED, OFAC, OpenSanctions, GDELT, FRED, NOAA, OpenSky, ADS-B, Comtrade, CISA-KEV, Treasury, USAspending, WHO, ReliefWeb, patent databases, Reddit, Bluesky, Telegram and others), sweep every 15 minutes. This is not a personal background check — a different category from the rest of the OSINT layer.

4. Real Estate, Valuation and Investment

• Price Map V24 (shadow.czechai.io) — valuation of flats, houses and land from an address or listing URL: price, range, comparables and confidence level. R² 0.948 in internal backtesting. (MASTER_PUBLIC lists V25 as the current generation.)
• Below-market opportunities — identification of undervalued listings, direct owners, off-market opportunities and investment signals.
• Property portal and Copilot — listings, market data, yields, risks and property due diligence in one place; the EstateX platform (estatex.club).
• Auctions and acquisition — auction monitoring, market comparison, supporting materials for acquisition; 4,474 auctions in the database, data collected from ten auction portals including Portál dražeb, OK dražeb, Exdražeb and the customs authority, plus ISIR and state asset listings.
• Lead Hub — turnkey investment lead subscription: direct owners, long-listed, repeatedly offered, motivated sellers, undervalued, auctions and insolvencies. Output to spreadsheet, API or CRM.
• Land development prediction platform — prediction of land reclassification to building plots based on zoning plans, ÚAP, ZÚR and ÚSES.
• Essty / EstateX mobile application — a property agent in your pocket: listings, valuations, clients, voice control.
• HádejCenu and Hypotown — interactive tools for working with prices and locations, also suitable for marketing purposes.
• Residential property management — a white-label application for homeowners' associations and property managers: resident chat, utility billing, tradesperson dispatch.
• Telegram broadcast of undervalued properties — five processes of the "hunter" family, 30-minute cycle, connected to Price Map V24 and the price arbitrage engine.

5. Legal AI and Document Intelligence

• AI Lawyer — legal research across legislation, case law and organisational knowledge; answers with traceable sources. Underpinned by 578,032 court decisions, 17,679 regulations / 30,712 sections and two vector databases (case law 617,362 vectors, e-Sbírka 277,644 vectors).
• Contracts and submissions — contract review, risk points, redlines, templates, document generation and dispute chronology.
• Litigation support — working with evidence and argumentation, hearing transcription, diarisation, rapid analysis of the latest case developments.
• Governance and compliance — support for GDPR, EU AI Act, NIS2 and internal policies; verification of legal citations against the database.
• Swarm layer: pravni — RAG over legislation and case law, property due diligence, contracts, change monitoring, UBO identification, enforcement proceedings.

6. AML, OSINT, Fraud and Security

• AML and sanctions screening — customer due diligence on individuals, companies and properties: sanctions, PEP, insolvency, enforcement proceedings, UBO, registries and risk report; 18 modules, risk score and lifecycle statuses.
• OSINT and due diligence — traceable connections, public digital footprint, structured basis for further investigation. The public screening service runs at osint.czechai.io.
• CzechAI Shield and fraud-guard — support for insurance fraud detection: case prioritisation, anomalies, network connections and fraud score.
• Security guardrails — sensitive data detection, protection against prompt injection, access control and audit materials.

Technical composition of the OSINT layer: - 21 classic tools: Maigret 0.5.0, Sherlock 0.16.0, Holehe (live test of 121 websites in 10.2 s), Socialscan 2.0.1, h8mail, GHunt, Censys 2.2.19, CrossLinked, Social-Analyzer, socidextractor, PhoneInfoga 2.11.0, subfinder, amass, nmap, whois, dig, exiftool, Blackbird, Photon, Shodan, recon-ng. - 29 Crucix data sources (see category 3), of which 27 are live. - Dual orchestration: a fan-out orchestrator across 21 agents (10 targeting tool APIs — username, email, phone, domain, subdomain, recon, network, linkedin, person, company; the remainder handling due diligence, Crucix, AML, fraud-guard, deep-research, RAG and meta-search), and an independent due diligence service with its own aggregation layer across tools, AML, SpiderFoot and ARES, with automatic input-type detection. - SpiderFoot — 233 modules. IntelOwl — 175 analysers, 7 connectors, 10 dockerised integrations (nuclei, phoneinfoga, bbot, cyberchef, thug, pcap).

7. Banks, Finance and Insurance

• Collateral valuation — market appraisal and supporting materials for LTV, mortgage or credit decisions (model V24).
• Underwriting and claims handling — case triage, document processing, OCR, valuation and supplementation with external context.
• Lending and financing — credit scoring, affordability and mortgage calculations, partner portals; proprietary mortgage platform HypoStars (hypostars.cz).
• Kronos Financial Predictions (kronos.czechai.io) — ML models for financial and market forecasting as a basis for analytics, not as investment advice.
• Banker Copilot — CRM assistant: product knowledge, LTV and DSCR calculations, preparation of supporting materials and correspondence.
• Collateral Intelligence — ongoing collateral monitoring, portfolio revaluation and early warnings.
• Insurance Knowledge Base — unified search across policy terms, exclusions and pricing tables.
• Anti-fraud engine and claims settlement — case prioritisation, anomaly detection and claims handling support including document reading.
• Reinsurance and catastrophe modelling — supporting materials for reinsurance and accumulated risk modelling.
• CNB reporting and institution database — supporting materials for regulatory reporting and financial institution records.
• Regulated deployment — architecture for on-premise or private cloud with a focus on data governance, auditability and integration.
• Swarm layer: banking (11 roles including stress testing, UBO and construction financing) and pojisteni (10 roles including risk mapping and portfolio administration).

8. Government — AI Solutions for Public Administration (published: 16, documented: 14)

• Public data analytics — a suite of AI solutions built on official, tax, property and open data.
• Official notice boards and opportunities — collection and classification of notices, auctions, sales and public procurement from municipalities and institutions.
• Official notice board monitoring — continuous tracking of postings across municipalities, regions and ministries.
• Analytical support tools — Police AI platform and related systems; the system does not replace decisions made by the responsible person.
• AI Tax Detective — cross-referencing data from the tax authority, Land Registry and registers to uncover tax evasion.
• Cyber defence AI and transport infrastructure — attack detection and forensic analysis; load forecasting and investment optimisation.
• Gov Cloud — multi-tenant AI infrastructure for institutions, featuring an agent catalogue and integration with state registers.
• AI training for institutions — CzechAI Academy: AI literacy, governance and the use of AI in accordance with the organisation's role.

9. Marketing, Facebook and Reach

• Marketing Command Deck — orchestration of specialists covering strategy, content, acquisition, analytics and automation; multiple independent perspectives on a single brief.
• Largest Facebook community in the Czech Republic (230,000+ members) — owns the largest Czech Facebook group in the sector, together with a connected network of 241 community channels, of which 92 operate in the investment, real estate and finance segments.
• Rozesílka.eu — proprietary platform for data, campaigns and AI-driven communication: 37 million contacts, segmentation, dedicated mail server and campaign tool, response measurement.
• Performance, content and distribution network — copywriting, SEO/GEO, paid media, social media, e-mail/SMS lifecycle, CRO, reporting.
• CRM, leads and sales workflow — lead sourcing, enrichment and qualification, CRM integration, follow-ups, reporting.
• Swarm layer: leady (13 roles) and leadreaper-b2b (the only swarm that writes its output directly to the CRM).

10. Voice, image, video and documents

• Voice assistants — Czech-language voice, conversational agents, telephone scripts, transcription and speaker diarisation.
• Avatars and video — talking digital assistants, product and training videos, automated video pipeline.
• Visual and 3D creation — image generation, product visuals, 3D elements, interactive maps and presentations.
• Documents and reports — OCR, PDF, contracts, reports, flipbooks, data outputs and automated preparation of client materials.
• Digital Print Shop (tiskarna.digital) — bridging digital output to physical production: printing, merchandise and print products.

11. Applications, portals and integrations

• CzechAI Chat, Agent MAX, Aurum and darkstar — agentic chatbots with access to models, tools, research and specialist assistants (the website lists CzechAI Chat and Agent MAX only).
• EstateX and sector-specific portals — ready-made platforms for real estate, finance, education, marketing and client self-service; Digital Marketplace (trziste.digital).
• Custom integrations — APIs, MCP servers, n8n, e-mail, CRM, databases, spreadsheets, documents and other client systems.
• Turnkey websites and SaaS — from the first working version to a fully operated product: frontend, backend, payments, administration, monitoring.
• Services Universe — a directory of products and demos.

12. Infrastructure, operations and DevOps

• Production operations — servers, GPU, Docker, PM2, databases, model services, monitoring and operational automation.
• Private cloud and on-premise — environment design tailored to data sensitivity, regulatory requirements and client integrations.
• Reliability and oversight — availability monitoring, backups, logging, alerting and operational procedures.
• Rapid delivery — MVP addressing a specific problem within weeks; scaled according to measured results.

13. Education, strategy and transformation

• CzechAI Academy (academy.czechai.io) — a proprietary certification and training programme for individuals, teams, businesses and public institutions.
• AI Strategy — selection of priorities, use cases, value, risks, data readiness and AI governance model.
• Team Adoption — practical workshops, internal assistants, guides and work setup to ensure AI is genuinely used by people.
• AI Audit and Roadmap — assessment of existing solutions, improvement proposals, measurable objectives and deployment plan.
• AI X-Ray — independent audit of a third-party AI solution, its data and infrastructure.
• L1–L5 Certification — from AI literacy through practitioner and automation specialist to governance and sector specialisation; corporate package including an internal AI policy.
• Simulators and Training — sales simulator with model customer types, training assistant for financial advisers.
• Educational AI for Schools — teacher assistant (lesson preparation, tests, assessment) and instructional AI with voice and cited sources.

14. Sole Traders and Small Businesses

• Contract Generator — searching for enquiries and opportunities matching the relevant trade and region.
• Price Spy — comparison of competitor prices in the local area.
• Autonomous Invoicing Agent — issuing invoices, monitoring due dates and sending payment reminders.
• Pocket Lawyer — contracts, complaints and common legal situations for sole traders.
• Voice Receptionist — answering calls, booking appointments and taking messages.
• Grant Radar — monitoring available grants and subsidies.
• Reputation Manager — tracking reviews and ratings.
• Swarm layer: zivnostnici (10 roles — contract generator, partner screening, pricing, invoicing and receivables, legal advice, marketing, virtual receptionist, grants, contracts, reputation).

15. Corporate Sector

• Company Screening Platform — due diligence on business partners, suppliers and counterparties using registries and open data.
• Supply Chain Risk Monitor — monitoring supply chain risks, insolvency and ownership changes among suppliers.
• M&A Target Finder — identifying acquisition targets based on financial and sector criteria.
• ESG Compliance Platform — support for reporting under CSRD and ESRS, collection and consolidation of ESG data.
• Procurement Optimizer — procurement optimisation, price benchmarking and supplier evaluation.
• HR Screening and Background Check — vetting of candidates using public and registry sources.
• Business Intelligence Hub and Knowledge Management — corporate data layer and internal knowledge system with AI-powered search.
• Swarm layer: firmy (12 roles — assistant, recruitment, accounting, support, marketing, software, BI, company scanner, lead qualifier, grants, competitive intelligence) and automatizace (11 roles — company 360° profile, intelligence monitoring, buyer identification, acquisition targets, sector analyses, financial analyst, change monitor, ČNB data, SaaS, HR).

16. E-commerce

• Competitive Pricing Engine — continuous price comparison across e-shops and dynamic pricing.
• Churn Prediction and Customer Segmentation — churn prediction, RFM segmentation, campaign targeting.
• Product Recommendation AI — personalised product recommendations.
• Fraud Detection — detection of fraudulent orders and abuse.
• Inventory Optimizer and Demand Forecasting — inventory management and demand forecasting.
• Shipping Cost Optimizer — delivery optimisation across carriers (Česká pošta, PPL, DPD, Zásilkovna).
• Abandoned Cart Recovery, Review & Reputation Manager, Marketing Attribution — order completion, review management and marketing attribution.

17. Logistics and Transport

• Route Optimization Engine — route optimisation (TSP/VRP) using the RÚIAN address system.
• Fleet Management and Carrier Performance — fleet management and carrier performance evaluation.
• Warehouse Picking Optimizer and Cross-Dock Optimizer — optimisation of picking and cross-docking operations.
• Load Planning Optimizer — load planning, 3D bin packing.
• Delivery Time Predictor — delivery time prediction.
• Cold Chain Monitor — cold chain monitoring.
• Returns Management — returns management.

18. Manufacturing

• Production Planning Optimizer — production planning and OEE tracking.
• Quality Control AI — defect detection using computer vision and statistical process control (SPC).
• Predictive Maintenance — predictive maintenance based on IoT sensor data.
• Digital Twin Simulator — digital twin of the production line for simulation purposes.
• Traceability System — track & trace and recall action support.
• Energy Consumption Optimizer and Yield Optimization — optimisation of energy consumption and yield.
• Workforce Optimization and Continuous Improvement Tracker — shift planning and improvement tracking (Kaizen, Lean).

19. Professional Services

• Project Profitability Analyzer — project and contract profitability.
• Proposal Generator AI and Document Automation — proposal generation and document automation.
• Resource Capacity Planner — team capacity planning.
• Invoice Automation — invoice processing automation.
• Knowledge Base AI — corporate knowledge base with AI-powered search.
• Client Satisfaction Tracker — client satisfaction monitoring (NPS).
• Client Relationship Manager and Business Development CRM — relationship management and business pipeline.

20. Healthcare

• Patient Appointment Optimizer — appointment scheduling optimisation and no-show prediction.
• Medical Transcription AI — medical documentation transcription with ICD-10 coding.
• Clinical Decision Support — decision support over specialist sources (RAG); does not replace clinical judgement.
• Insurance Claim Automation — healthcare claims automation (ICD-10, CPT).
• Patient Risk Stratification and Medication Adherence — risk stratification and treatment adherence monitoring.
• Staff Scheduling Optimizer — staff scheduling.
• Healthcare Supply Chain and Revenue Cycle Analytics — supply chain management and operational economics.

21. Search System and Data Pipeline (technical layer underpinning categories 4 and 6)

This is neither a swarm nor a chatbot. It is a cron pipeline running on two servers that operates continuously.

Collection layer (primary production server): - Node/ESM, 77 code files: 41 adapters, 14 services, 13 scripts; normalisation core 1,472 lines. - 45 live sources from 72 in the catalogue: Bazoš in four modes, Avizo, Hyperinzerce, Annonce, Sbazar, Sreality, Reality iDNES, ten auction portals, ISIR, state property listings, regional portals, private sales. - 21 sources awaiting an adapter: Bezrealitky, ÚZSVM, hlídač státu and five Apify actors. - Hermes discovery autonomously identifies new portals — 383 in the database, 375 verified. - 30-minute cycle, lock-protected, eight steps: collection → import from primary database → import of direct owners → detail enrichment → four exporters → web publication.

Processing layer (scraper server): - 52 active programmes: 36 in cron, 8 long-running processes, 8 scraper classes. 25 Docker containers including mega-scraper, browserless, lightpanda and five VNC scrapers (crawl4ai, scrapling, katana, colly, beat). - Two full cycles per day. Chain: scrape mega portals → portal self-heal → manual portals → rescrape → Sreality → special categories → Bazoš → backup → deduplication → validation → archiving → enrichment → map enrichment → tagging → auctions → batch valuation → export → XLSX export → synchronisation → health report.

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Over 1,550 live applications in total — a portfolio summary is available at stack.czechai.io. A complete named overview across all sources is provided below.

5.1 Core Platforms

chat.czechai.io — main cockpit. The central chat interface for the entire stack, built on a proprietary LLM gateway. Dozens of models (free cloud-based, in-house GPU and premium) with automatic failover and pre-configured assistants. A unified entry point to the platform's key tools.

AGENT MAX — agentic chat with real-world tools. A chat that does not merely respond, but acts: within a tool-loop it calls dozens of real tools (registers, European registries, internal tools, memory) and returns a substantiated result. Capable of automated deep research with live sources and citations, and also offers uncensored models for open-ended research.

copilot.czechai.io — real estate copilot. A single chat interface with 16+ specialised tools calling real services: property search, price estimation, real estate trends, property verification, in-depth research, due diligence on individuals and companies, mortgage calculator with creditworthiness assessment, company analysis, business strategy, self-employed assistant, AML screening, legal and insurance adviser, lead qualification, workflow. For agents, advisers and sales professionals. EstateX (estatex.club) — platform for estate agencies. A real estate AI platform for agencies and agents. AI modules for property and client management, membership packages (Starter / Growth / Pro / Team) and fully functional online payments (card and QR). Real estate intelligence: 184 portals scraped, ~197,000 properties in real time.

Price Map — property valuation. Automated valuation of flats, houses and land from an address or listing URL. Returns price, price per m², range, reliability, comparable properties and an arbitrage verdict. Current generation V25 (more accurate in regional markets), with V24 currently in production. For banks, estate agencies and investors.

Property Portal. A portal built on a database of hundreds of thousands of listings from multiple sources. Filtering by type, price, location and source (private owner / no-agency / estate agency / auctions), with a detail view for each property including price comparison and a verified direct link to the original listing. A dedicated mode highlights undervalued opportunities from private owners. 300,000+ properties from 184 portals.

AML Platform — screening of subjects and objects. Subject screening (individual/company): sanctions lists, public registers, ultimate beneficial ownership (UBO) chain, financial data and OSINT compiled into a 2–3-page report with a risk score. Object screening (property): Land Registry, valuation via Price Map, market context, visual verification of the listing. 18 modules, 3.6 million sanctions records, screening in 15–20 seconds. For compliance, banks, lawyers and due diligence.

Marketing Command Deck (marketing.czechai.io). A fleet of marketing agents organised into six groups (orchestrator, strategy, content, acquisition, analytics, automation). Supports parallel queries to multiple agents and response comparison — several independent perspectives on a single brief. 21 agents mrkt/. For marketing teams and agencies.

Universe of Services. An interactive catalogue of the ecosystem across four galaxies (State, Legal, Companies, Institutions), featuring nearly two hundred services, live previews, full-text search and two modes (sober institutional / marketing). Domain: stack.czechai.io / portal.czechai.io. Live link: router.czechai.io/web/vesmir-sluzeb.html.

5.2 Lawyer AI — legal expert across comprehensive case law

A consolidated legal assistant that unifies legal and construction-law knowledge into a single central intelligence. It answers legal queries, reviews contracts, generates documents and provides real-time assistance directly during court proceedings. Every response is grounded in actual legal sources. Running live at program2.czechai.io.

• Knowledge base: over 577,000 court decisions (578,032 measured in the database; previous generation 344,605) searchable both semantically and by full text; 125 acts / tens of thousands of sections (17,679 regulations / 30,712 §; previous generation 69 acts) including the Civil Code and the Building Act; vector and graph knowledge layers plus a database of contract templates; 4 semantic RAG layers (Neo4j + Qdrant), IRAC methodology.
• Streamed responses and auto-router: token-by-token streaming, auto-router between fast mode and in-depth analysis; modes: Consultation, Analysis, Generator, Case Law — with context memory.
• Litigation mode "courtroom beast": responds to what has just been said by the opposing party/judge/witness/expert, addresses evidence and the burden of proof, anticipates the opposing party's moves, proposes procedural steps (objections, motions), distinguishes the user's role; every response grounded in both legislation and case law.
• Court hearing transcription with diarisation: live transcription from microphone into Czech with speaker identification, timestamped transcript, analysis of inconsistencies and comparison of testimonies, summary and export.
• Citation verification against hallucinations: an anti-hallucination module verifies every citation (§§, case references, ECLI) against the real database; fabricated judgments are flagged as not found.
• Compliance module: GDPR (including data processing agreements under Art. 28), AI Act (EU Regulation 2024/1689), NIS2 (Directive 2022/2555).
• Further capabilities: professional contract review (red flags, redlines, market standard), document and submission drafting, legal translation, case chronology, analysis of uploaded documents (PDF/DOCX/TXT), integration with ARES and AML screening, optional assistant with a live speaking avatar (video avatar).
• Pipeline: 25-step pipeline, 5 agents (statutory interpretation, contract analysis, case law, risks, summary), JSON + report.

5.3 Price Map & Real Estate — valuation model (V24 production, V25 new generation under testing)

• Architecture: HistGradientBoosting + Meta-learner + KNN baseline + LGB correction; ensemble HistGBM + LightGBM + XGBoost + RandomForest + KNN.
• Training: 296,291 transactions (2018–2026, cleaned from 349,908), 85+ attributes, 8 data sources (ČÚZK WSDP + Sreality + Bezrealitky + ČNB + IPR/MMR + 3 others).
• Geo: 5 levels (GPS4 → city district → municipality → district → national), RUIAN 212M points, 20,564 municipalities with medians.
• Accuracy: FLAT R²=0.9478 MAPE 7.13% MAE 387k · HOUSE R²=0.9178 MAPE 9.24% · Land R²=0.8823 MAPE 14.5% · Commercial R²=0.8312 MAPE 18.2% · Cottage R²=0.8901 MAPE 11.3% · V15 fallback MAPE 3.6%.
• Benchmark: V24 7.13% vs Direct CMA 24.68% (3.5× more accurate); vs ČÚZK ~24.7%, commercial expert valuations 15–25%.
• D-tags: D10/D15/D20/D30/FAIR/P20+.

5.4 Product modules (white paper — 8 modules)

1. AML Platform — 18 modules, 3.6M records, 15–20 s, weighted risk, REST API, audit log (§21 Act 253/2008 Coll.); time saving 30–90 min → 20 s.
2. Price Map (V25 new generation / V24 production) — R²=0.948 flats / 0.918 houses, MAPE 7.13%, 20,564 municipalities.
3. Multi-agent platform — LangGraph swarms (58 agents in swarms out of 4,020 total, including 720 Claude), 12 shared tools.
4. Realtime data pipeline — 320 portals, 37M records, 22-step orchestrator.
5. ETTSY voice assistant — Flutter mobile app (io.czechai.czechai_pa_app, Android APK, iOS roadmap), Czech voice clone GPT-SoVITS "Vlasta", 6 tabs (Chat/Assistant/Images/Maps/History/Settings), 8 topics of the day.
6. AI Lawyer — 25-step pipeline, 5 agents, JSON + report.
7. OSINT due diligence — 15 tools (Maigret 2500+, Sherlock 400+, Holehe 100+, PhoneInfoga, Social-Analyzer, SpiderFoot, theHarvester, Photon, h8mail, GHunt, Blackbird, CrossLinked, Shodan, Socialscan) + ARES; risk score 0–100.
8. RAG / Knowledge Base — Qdrant, 720 Claude agents indexed, 41 swarms, hybrid search, 90+ MCP tools.

5.6 Flagship AI Brains

• Aurum Agent — a Czech autonomous AI agent running on proprietary models and GPU. Fully versed in the Czech legal system and local data, with direct access to a database of 300,000+ properties, AML registers, the Land Registry and Hlídač státu. A cost-effective alternative to expensive foreign agentic solutions; data never leaves the Czech Republic.
• Claude Suite — Arsenal (arzenal.czechai.io) — a complete agentic suite (720 Claude agents out of 4,020 total), 40+ swarms, 90+ MCP servers, hundreds of skills. Swarms are assembled manually or selected by the "brain" according to the task; supports RAG, learning and memory. Claude can be replaced with a proprietary LLM at any time.
• darkstar — one of the primary agentic chatboxes (alongside CzechAI Chat, Agent MAX and Aurum).
• AI Rentgen (rentgen.czechai.io) — an independent audit of third-party AI: verifying whether it does what was promised and whether the client is getting genuine value. 6 areas assessed, findings delivered within 24 hours.
• Proprietary LLM Gateway — fault-tolerant, with automatic failover across models.
• MCP Servers — 90+ proprietary integrations (registers, Land Registry, ARES, Czech National Bank, CRM, RAG).
• Deep Research Agent / Dexter — autonomous multi-source research with cited references.

5.7 Property and Investment (named services)

• Property Acquisition (vykup.czechai.io) — fast, fair property acquisition across the Czech Republic; no-obligation offer and cash payment.
• Undervalued Properties — Live — a live feed of properties priced 25%+ below market value.
• CzechAI Opportunities — below-market properties and public procurement notices from official notice boards, all in one place.
• Official Notice Boards — connected to official notice boards across 6,200+ municipalities: auctions, sales and local authority announcements.
• Auctions (koupit-drazit) — a noticeboard of upcoming auctions with comparison against market value.
• HádejCenu — a viral "guess the property price" tool with a leaderboard based on real listings (lead generation).
• RealityScan (realityscan.pro) — in-depth scanning and analysis of property listings and portals. *
• Reality Engine — scraping engine / core data pipeline powering the property database.
• Opportunity Brain / Opportunity Engine — opportunity discovery and scoring across multiple sources.
• Property Watchdog / Property Hunter — change monitor and criteria-based property finder.
• Valuation Council — arbitration across multiple models (V24 + CMA) for a final valuation.
• Direct CMA — independent comparative market analysis as a control layer.
• Znalecký panel + Super Ensemble — panel of AI expert appraisers and an ensemble of valuation engines.
• GIS mapy — price map, discount map, 3D heat map, rental property map 35k+.
• Registry mapa kontaktů — data map of contacts across the real estate market.
• DUMREALIT — a model B2B offering of the complete AI ecosystem for an estate agency (pilot without replacing the existing CRM).

5.8 Finance, Mortgages and the Public Sector

• HypoStars (hypostars.cz) — mortgage AI agent: online mortgage processing, bank comparison (8 / 9 / 10 banks depending on source), scoring within 24 hours; calculator; partner portal for brokers; lead pipeline with 5 destinations. See dedicated chapter 5.13.
• AI Daňový detektiv — a tool for public authorities working with tax and public data; detection of anomalies and risks.
• Police AI — a supporting AI platform for investigators; the system never determines guilt, it solely underpins the work of investigators.
• Pojištění — AI platforma — modules for underwriting, claims handling and valuation for insurance companies.
• Kronos (kronos.czechai.io) — financial and market forecasting, ML analysis (background material only, not investment advice).
• LeadOps — lead engine with proprietary pricing models (3 pricing engines).
• TradingAgents — a fleet of investment agents for financial analysis (9 agents).
• Broker Consulting — offering for financial advisory networks.
• AaL Prime (alprime.czechai.io) — mortgages / loans / non-bank financing.

5.9 Compliance, OSINT and Security

• AML (18 modulů) — customer due diligence on subjects and objects, second-level screening, audit trail.
• OSINT prověrka (osint.czechai.io) — 15 tools, comprehensive dossier, risk score 0–100. *
• Crucix OSINT (intel.czechai.io) — geopolitical monitoring, 29 sources.
• CzechAI Shield — insurance fraud detection (fraud score, network analysis) for insurance companies.
• Deep Research / Dexter — in-depth research, due diligence, sourced investigations.
• Guardrails brána — PII detection, prompt-injection protection, anonymisation, audit.
• AI Rentgen — independent audit of third-party AI (see 5.6).

5.10 Multimodal & Media

• Czech Voice Clone — proprietary voice model, TTS and voice cloning.
• Voice PC Controller — Czech voice assistant for controlling a computer.
• Talking Avatar — live-avatar assistant for presentations and client-facing scenarios.
• Video Pipeline — bespoke video and clip generation.
• Image Generation — product photography, marketing visuals, illustrations.
• OCR 90+ Languages — text extraction from documents and scans.
• Songs — bespoke music and music videos.
• Book Production + Digital Print Shop — personalised books and print-on-demand.

5.11 Education, Marketing & Communications

• CzechAI Academy (academy.czechai.io, verification verify.czechai.io) — premium AI certification aligned with the EU AI Act, 28 modules, 5 levels for individuals, businesses and public authorities.
• Rozesílka.eu (rozesilka.eu) — bulk e-mail campaigns: database, templates, statistics (37 million contacts).
• Marketing Command Deck — marketing management with an agent fleet (see 5.1).
• NEMA — complete rebranding and campaign package.

5.12 Websites, Subdomains & Tools

• WhiteStone Club — private investment club website (website + membership registration with approval workflow).
• banky.czechai.io — B2B pitch for banks and insurance companies (on-premise AI); router.czechai.io/web/czechai-pojistovny-banky.html.
• smlouvy.czechai.io — generation and management of client contracts.
• Shop "Příležitosti" trziste.digital (Digital Marketplace) tiskarna.digital (Digital Print Shop + AI Design Studio) — commerce and printing.
• Cesium 3D Globe worldmonitor (monitor2.czechai.io) — geospatial and monitoring dashboards.
• Essty / Ettsy — mobile personal/property assistant (Flutter app) with voice control.
• HashForge — mining simulator (APK + PC panel).
• archify — text → architectural/workflow diagram.
• Master Directory — aggregate of everything built (2,300+ pages) with filtering and previews.
• Notion stack presentation, brochures and sector-specific presentations (insurance companies & banks, public sector — 14 products, partner offers).

5.13 HypoStars — detailed structure (standalone brand and business system)

A brand and business system for mortgages, built around a comic-book universe (Hypouš & co.), which collects mortgage leads via social media, games and lead magnets, routes them to brokers and partners, and runs its own real estate data engine in parallel.

Five interconnected layers:

Layer	What it is	Where it lives
Brand & content	Hypouš, Rychlohypina, Dluhomor, Hypotown, comics, reels, videos	social media + web
Web & products	585 live HTML pages, calculators, games, blog, portals	server 179
Lead system	forms → API → 5 destinations, partner portal	179 + 3 Flask backends
Data engine	308,467 properties, 220 portals, daily scraping, enrichment	—
Outreach	FB groups, Teable database, Listmonk (649k addresses), CRM	117 + 179

What is done for HypoStars every day — automatically:

Frequency	Task
Continuously	8 scrapers on 134 collecting listings from 220 portals
Every minute	Pipeline watchdog (restart on crash)
Every 30 min	Bazoš scraping, AI valuation of 200 properties, regeneration of opportunities website
Every hour	Sourcing contact details for 800 direct owners
Every 3 h	Price recalculation, detection of undervalued properties, signal feed
2× daily	Database synchronisation 134 → 179
1× daily	Verification of all active listings, portal health check, backups to archive
Continuously	Umami tracks traffic, Meta Pixel logs conversions, leads are captured across 5 destinations

Manual (human work): daily reels and posts (TikTok, IG, FB, YouTube), comic strip instalments, script planned a year ahead; management of own FB group and posting to 92 relevant groups; communication with prospective clients and qualification; contacting agents from a database of 7,207 estate agencies; selection of opportunities from enriched data and presenting them to specific individuals; page updates (136 deployed SW versions) and new landing pages; processing partner registrations, contracts, commissions; non-bank cases (clients declined by a bank, referred to a partner).

5.14 Named platforms and products — overview with domains

Product	Domain / purpose
CzechAI Chat, Agent MAX, Aurum, darkstar	primary agentic chatbots with access to tools and research
CzechAI Copilot (property)	16+ tools in one chat (valuation, AML, mortgages, legal, insurance)
EstateX	estatex.club — property AI platform, membership packages
Price Map V24/V25	shadow.czechai.io
HypoStars	hypostars.cz — mortgage advisers, calculator, partner portal
Marketing Command Deck	marketing.czechai.io — 21 agents
Service Universe	stack.czechai.io / portal.czechai.io — product directory
AI Lawyer	program2.czechai.io — 4 RAG layers, litigation mode
Aurum Agent	Czech autonomous agent on proprietary infrastructure
Claude Arsenal	arzenal.czechai.io — public counts by type
AI X-Ray	rentgen.czechai.io — independent audit of third-party AI solutions
Rozesílka.eu	rozesilka.eu — 37 million contacts, bulk campaigns
CzechAI Academy	academy.czechai.io, verify.czechai.io
Digital Print Shop	tiskarna.digital — print-on-demand + AI Design Studio
Digital Marketplace	trziste.digital
Worldmonitor	monitor2.czechai.io — global monitoring
Crucix	intel.czechai.io — geopolitical monitoring, 29 sources
Kronos	kronos.czechai.io — financial predictions
HádejCenu, Hypotown	interactive/gamified pricing tools
Essty	mobile property agent with voice control
Police AI	analytical support platform — never determines guilt
OSINT Prověrka	osint.czechai.io
Lead Hub	investment leads

5.15 Data Sources of the Search Swarm (Complete Catalogue)

The swarm has a full catalogue of sources configured; the orchestrator selects from them based on language, region and query type.

• General and alternative search engines: Google · Bing · DuckDuckGo · Brave · Mojeek · Kagi · Stract · Yep · Swisscows · Gibiru · Marginalia (independent index).
• Regional (global layer): Yandex (RU/CIS) · Baidu (CN) · Naver (KR) · Sogou · Seznam (CZ) · AOL · Yahoo.
• Meta-search engines and SERP APIs: SearXNG (self-hosted) · Whoogle (self-hosted, privacy) · Tavily · Serper / SerpAPI.
• Archive and history (verification): Web Archive · Archive.ph · CachedPages · stored.website · CommonCrawl.
• Reverse image (photo verification): TinEye · Yandex Image · Google Image · Bing Visual · FotoForensics (manipulation detection) · Jimpl (EXIF).
• Corporate and domain intelligence: Whoisology · BuiltWith · SpyOnWeb · DomainIQ · who.is.
• Investigative and AML sources: OCCRP Aleph · ICIJ Offshore Leaks · IntelligenceX · ChainAbuse / BlockChair (crypto) · scamsearch.io / scamdb (fraud).
• Lead generation and e-mail: Hunter.io · Tomba (430M+ e-mails) · RocketReach · ContactOut · Snov · Emailrep (reputation) · Reacher (verification).
• OSINT (persons / usernames): Whatsmyname · Sherlock · Predicta Search · SynapsInt · Pipl · Spokeo.
• Threat intelligence: VirusTotal · AbuseIPDB · abuse.ch (URLhaus / ThreatFox / FeodoTracker) · PhishTank · OpenPhish · Maltiverse.

Recommended search swarm core: MindSearch (brain) + awesome-hacker-search-engines (sources) + Whoogle (privacy metasearch); indexing backbone OpenSearch (Apache 2.0), fast layer RediSearch. All self-hosted, in line with sovereign operation in the Czech Republic. (Elasticsearch is less suitable from a licensing perspective than OpenSearch; Azure demo for reference only; Chroma is redundant given the proprietary vector layer.)

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An arsenal of 4,020 agents, including 720 native Claude agents, in a single managed collection with a catalogue and rapid team assembly by domain (arzenal.czechai.io). In addition to the 720 Claude agents, the collection includes 224 production business agents (named catalogue AG-0001 … AG-0226, deployed across the domains of real estate, AML, finance, insurance…); the remainder comprises specialised, orchestration and auxiliary agents. The catalogue is divided into 23 categories (I–XXIII) plus supplementary swarm groups.

Overview of the 23 categories (what they do):

• Developers — write, modify and refactor code across languages and frameworks.
• DevOps — automate deployments, CI/CD, containers and operations.
• Database — design schemas, optimise queries and manage storage.
• Data Science — analyse data, build predictive models and visualisations.
• Designers — create visual designs, UI/UX and design systems.
• Copywriters — produce copy and content for websites, campaigns and documents.
• Marketers — strategy, campaigns, SEO/GEO, acquisition and performance measurement.
• Sales — qualify leads, prepare proposals and manage the sales process.
• Support — handle customer enquiries and resolve requests.
• Finance — model budgets, analyse costs, revenues and key metrics.
• Legal — handle legal queries, contracts, case law and compliance.
• Security / OSINT — background checks, investigative research and security analysis.
• Research — in-depth research with cited sources and synthesis.
• Project / Product — plan and manage product and project agendas.
• Architects — design software and system architecture.
• QA — test, verify quality and identify defects prior to deployment.
• Real Estate — property, valuations, listings and real estate data.
• Video / Audio — processing, editing and generation of audiovisual content.
• HR — recruitment, onboarding and personnel administration.
• Web / CMS — build and manage websites and content management systems.
• Strategy — business strategy, positioning and decision-making analyses.
• Documentation — creates and maintains technical and user documentation.
• Other — specialised and cross-domain tasks.

I. 💻 Developers and Programmers (107)

1. 💻🌐 3D Scene Developer — Specialist in 3D visualisations, creating immersive scenes and interactive models. 3D & Scene Developer
2. 💻💻 AEM Frontend Specialist — Assists with the development of AEM components using HTL and Tailwind CSS. aem-frontend-specialist
3. 💻🐍 Agent Framework Python — Works with Python microsoft-agent-framework-python
4. 💻🅰️ Angular Architect — Architects enterprise Angular applications with complex state management. angular-architect
5. 💻🎨 API Designer — Designs new APIs, creates specifications and refactors architecture. api-designer
6. 💻🚀 Autonomous Optimisation Architect — Continuously tests APIs for performance and ensures security. Autonomous Optimization Architect
7. 💻🛡️ Security Architect — Expert in security architecture Security Architect
8. 💻🛡️ AI Trust Architect — Designs identity and trust verification systems for autonomous AI agents. Agentic Identity & Trust Architect
9. 💻🕵️‍♀ AI Agent Audit — Designs and validates forensic audit trails for AI agents. ai-agent-audit-specialist
10. 💻🖥️ Backend Architect — Designs scalable backend systems, databases and APIs. Backend Architect
11. 💻🌐 Backend Architect — Specialist in backend system architecture and API design. backend-architect
12. 💻💻 Backend Developer — Builds robust APIs, microservices and backend systems. backend-developer
13. 💻🔒 Security Code Reviewer — Reviews code from a security perspective (OWASP, Zero Trust). se-security-reviewer
14. 💻🧊 Blender Add-on Engineer — Develops Python add-ons and automations for Blender software. Blender Add-on Engineer
15. 💻🔗 Blockchain Developer — Builds smart contracts, DApps and blockchain protocols. blockchain-developer
16. 💻⚙️ Build Engineer — Optimises build performance and scales build systems. build-engineer
17. 💻#️⃣ C# Expert — Assists with software development for .NET projects. CSharpExpert
18. 💻🧹 C# Code Cleaner — Cleans, modernises and resolves technical debt in C#/.NET code. csharp-dotnet-janitor
19. 💻🧠 C# MCP Expert — Expert in developing MCP servers in C# for model context. csharp-mcp-expert
20. 💻#️⃣ C# Programmer Pro — Writes idiomatic C# code using modern language features. c-sharp-pro
21. 💻#️⃣ C# Developer — Builds ASP.NET Core web APIs and cloud-native .NET solutions. csharp-developer
22. 💻💻 C++ Expert Engineer — Provides expert C++ consultancy with modern best practices. expert-cpp-software-engineer
23. 💻➕ C++ Professional — Builds high-performance C++ systems with modern C++20/23 features. cpp-pro
24. 💻🖥️ CLI Developer — Builds command-line tools and terminal applications. cli-developer
25. 💻🧠 Clojure Programmer — Expert in interactive Clojure programming using REPL methodology. clojure-interactive-programming
26. 💻☁️🔒 Cloud Security Architect — Designs zero trust architectures and security solutions for cloud platforms. Cloud Security Architect
27. 💻💻 CMS Developer — Specialist in Drupal and WordPress, creating themes and plugins. CMS Developer
28. 💻🗣️ Developer Advocate — Builds developer communities and creates compelling technical content. Developer Advocate
29. 💻🌐 Drupal Expert — Develops applications in Drupal. drupal-expert
30. 💻📈 Electron Angular Native Expert — Conducts code reviews. electron-angular-native
31. 💻📱 Electron Expert — Develops desktop applications in Electron. electron-pro
32. 💻💻 Ruby Expert — Assists with Ruby and MCP. ruby-mcp-expert
33. 💻💻 Rust Expert — Assists with Rust and GPT. rust-gpt-4.1-beast-mode
34. 💻💻 Rust MCP Expert — Assists with Rust and MCP. rust-mcp-expert
35. 💻🔗 Feishu Integrator — Full-stack expert in integrations with the Feishu Open Platform. Feishu Integration Developer
36. 💻⚙️ Filament Optimiser — Optimises Filament PHP admin interfaces. Filament Optimization Specialist
37. 💻🦋 Flutter Expert — For building cross-platform mobile applications with Flutter 3+. flutter-expert
38. 💻📝 Flutter Reviewer — Reviews code changes in pull requests. flutter-go-reviewer
39. 💻💻 Frontend Developer — Expert in modern web technologies and UI implementation. Frontend Developer
40. 💻🌐 Frontend Developer — For building complete frontend applications across frameworks. frontend-developer
41. 💻🚀 Full-Stack Developer — Advanced autonomous agent for full-stack development. voidbeast-gpt41enhanced
42. 💻🚀 Fullstack Developer — For building complete features across all layers. fullstack-developer
43. 💻🛠️ Geoprocessing Specialist — Expert in ArcPy and Python, automating spatial workflows. Geoprocessing Specialist
44. 💻🛠️ Go Build Resolver — Resolves compilation errors and linter warnings in Go. go-build-resolver
45. 💻👾 Godot Scripter — Specialist in GDScript 2.0, C# integration and Godot architecture. Godot Gameplay Scripter
46. 💻🎨 Godot Shader Developer — Specialist in visual effects in Godot 4, with expertise in shaders. Godot Shader Developer
47. 💻🐹 Golang Professional — For building high-performance Go applications and microservices. golang-pro
48. 💻🎮 Game Developer — For implementing game systems and optimising graphics. game-developer
49. 💻💻 Terminal Integrator — Optimises terminal emulation and SwiftTerm integration. Terminal Integration Specialist
50. 💻🔒 Smart Contract Engineer — Expert in smart contracts. Solidity Smart Contract Engineer
51. 💻🖥️ macOS Engineer — Develops 3D rendering. macOS Spatial/Metal Engineer
52. 💻🛠️ Tooling Engineer — Tooling development. tooling-engineer
53. 💻🔒 Rust Engineer — Assists with Rust and security. rust-engineer
54. 💻📱 iOS Developer — Specialist in native iOS development with Swift and SwiftUI. ios-developer
55. 💻☕ Java Architect — Designs enterprise Java architectures and migrates Spring Boot applications. java-architect
56. 💻💻 Java MCP Expert — Assists with building Model Context Protocol servers in Java. java-mcp-expert
57. 💻📜 JavaScript Professional — Creates, optimises and refactors modern JavaScript code. javascript-pro
58. 💻💻 Kotlin MCP Expert — Assists with building Model Context Protocol servers in Kotlin. kotlin-mcp-expert
59. 💻⚙️ Kotlin Specialist — Builds Kotlin applications with advanced coroutines and multiplatform code. kotlin-specialist
60. 💻🐘 Laravel Expert — Assists with developing modern Laravel 12+ applications. laravel-expert-agent
61. 💻🐘 Laravel Specialist — Builds Laravel 10+ applications, Eloquent model architecture and queues. laravel-specialist
62. 💻🚀 Mobile Developer — Builds cross-platform applications with performance optimisation. mobile-developer
63. 💻🔗 Neo4j Client Generator — Generates Python clients for Neo4j from GitHub issues. neo4j-docker-client-generator
64. 💻⚛️ Next.js Expert — Specialist in Next.js 16, App Router and Server Components. expert-nextjs-developer
65. 💻💻 Next.js Developer — Builds production-ready Next.js 14+ applications with App Router. nextjs-developer
66. 💻🚀 Onboarding Engineer — Helps new developers quickly get to grips with unfamiliar codebases. Codebase Onboarding Engineer
67. 💻📈 Workflow Optimiser — Optimises developer workflow. dx-optimizer
68. 💻🐘 PHP MCP Expert — Assists with developing a PHP MCP server using the official SDK. php-mcp-expert
69. 💻💻 PHP Professional — Works with PHP 8.3+ projects, strict typing and modern features. php-pro
70. 💻🏗️ Platform Engineer — Builds internal developer platforms and optimises infrastructure. platform-engineer
71. 💻🔒 Rust Professional — Assists with Rust and ownership. rust-pro
72. 💻📊 TypeScript Professional — advanced programming typescript-pro
73. 💻🔧 python-mcp-expert — Expert assistant for developing Model Context Protocol (MCP) python-mcp-expert
74. 💻🔧 python-pro — Use this agent when you need to build type-safe, production- python-pro
75. 💻🔧 python-reviewer — Expert Python code reviewer specialising in PEP 8 compliance python-reviewer
76. 💻🔧 rails-expert — Use when building or modernising Rails applications requirin rails-expert
77. 💻✨ React frontend expert — Specialist in React 19.2, modern hooks and Server Components. expert-react-frontend-engineer
78. 💻🔧 react-performance-optimization — React performance optimization specialist. react-performance-optimization
79. 💻🔧 react-performance-optimizer — Specialist in React performance patterns, bundle optimizatio react-performance-optimizer
80. 💻🔧 react-specialist — Use when optimising existing React applications for performa react-specialist
81. 💻🐍 Semantic Kernel Python — Works with code using the Python version of Semantic Kernel. semantic-kernel-python
82. 💻💻 Senior Developer — Premium implementation specialist Senior Developer
83. 💻🚶‍♀️ Persona Walkthrough Specialist — Simulates user journeys through a website from the perspective of a defined persona. Persona Walkthrough Specialist
84. 💻☕ Spring Boot Engineer — Builds enterprise Spring Boot applications with microservices. spring-boot-engineer
85. 💻🗺️ Strategic Planner — Assists with analysis and strategic planning prior to implementation. plan
86. 💻🍎 Swift Expert — Builds native iOS, macOS and server-side Swift applications. swift-expert
87. 💻🚀 Swift MCP Expert — Assists with building Model Context Protocol servers in Swift. swift-mcp-expert
88. 💻✍️ Technical Editor — Writes technical documentation, blog posts and educational materials. se-technical-writer
89. 💻✍️ Technical Writer — Writes developer documentation, API references and guides. Technical Writer
90. 💻🖌️ UI/UX Designer — Designs and develops outstanding user interfaces. designer
91. 💻🖌️ UI/UX Designer — Designs and develops outstanding user interfaces. designer
92. 💻🏗️ UX Architect — Provides developers with solid foundations, CSS systems and clear implementation guidance. UX Architect
93. 💻👓 visionOS Engineer — Designs spatial interfaces for visionOS using SwiftUI. visionOS Spatial Engineer
94. 💻💚 Vue.js Expert — Assists with Vue 3, Composition API and Nuxt 3. vue-expert
95. 💻🌐 Django Developer — develops web applications in Django django-developer
96. 💻🎮 Unity Game Developer — game development unity-game-developer
97. 💻👨‍💻 MCP Developer — Develops MCP servers mcp-developer
98. 💻🏗️ MCP Protocol Developer — Creates and tests MCP servers to extend the capabilities of AI agents. MCP Builder
99. 💻📱 Mobile Application Developer — Creates mobile applications for iOS, Android and cross-platform solutions. Mobile App Builder
100. 💻📱 Mobile Application Developer — Develops iOS and Android applications, native or cross-platform. mobile-app-developer
101. 💻🔧 Unity Tools Developer — Automates the Unity editor using custom tools and extensions. Unity Editor Tool Developer
102. 💻🎮 Unreal Engine Developer — game development unreal-engine-developer
103. 💻🗺️ Web GIS Developer — Creates interactive mapping applications using MapLibre, ArcGIS and Leaflet. Web GIS Developer
104. 💻🔗 Web3 Integration Specialist — Integrates Web3 applications and wallets with the blockchain. web3-integration-specialist
105. 💻📱 WeChat Mini Programme Developer — Develops WeChat Mini Programmes using WXML/WXSS and integrates APIs. WeChat Mini Program Developer
106. 💻🌐 XR Immersive Developer — Develops browser-based AR/VR/XR applications and immersive technologies. XR Immersive Developer
107. 💻🐞 Build Error Resolver — Specialist in resolving build and TypeScript errors. build-error-resolver

II. 🏗️ DevOps and Infrastructure (55)

1. 🏗️🏗️ AEO Foundations Architect — Designs infrastructure for AI engine optimisation and manages content. AEO Foundations Architect
2. 🏗️🤖 AI/ML Engineer — Develops, deploys and integrates machine learning models into systems. AI Engineer
3. 🏗️🏗️ LLM Architect — Designs LLM systems llm-architect
4. 🏗️📈 Salesforce Architect — Specialist in Salesforce architecture Salesforce Architect
5. 🏗️➡️ Arm Migration Assistant — Accelerates the migration of x86 workloads to Arm cloud infrastructure. arm-migration
6. 🏗️📜 Azure AVM Terraform — Creates, updates and reviews Azure IaC in Terraform using AVM. azure-verified-modules-terraform
7. 🏗️🏗️ Azure Infrastructure Engineer — Designs, deploys and manages Azure infrastructure, networking and Entra ID. azure-infra-engineer
8. 🏗️☁️ Azure Terraform Implementation — Creates and reviews Terraform code for Azure resources. terraform-azure-implement
9. 🏗️🗺️ Azure Terraform Planning — Plans the implementation of Azure Terraform infrastructure as code. terraform-azure-planning
10. 🏗️🚨 Security Engineer — Focuses on vulnerability detection and secure coding. security-auditor
11. 🏗️⚙️🔒 Security Engineer — Implements comprehensive security solutions and automates controls. security-engineer
12. 🏗️✍️ Bicep Implementer — Specialist in coding Azure Bicep IaC templates. bicep-implement
13. 🏗️🗺️ Bicep Planner — Plans the implementation of Azure Bicep Infrastructure as Code. bicep-plan
14. 🏗️☁️ Cloud Architect — Designs, evaluates and optimises cloud infrastructure. cloud-architect
15. 🏗️⚙️ Database Admin — Optimises database performance, implements high availability and recovery. database-administrator
16. 🏗️⚙️ Data Engineer — Builds reliable data pipelines and scalable infrastructure. Data Engineer
17. 🏗️🏗️ Data Engineer — Designs, builds and optimises data pipelines and infrastructure. data-engineer
18. 🏗️🤖 DevOps Automator — Automates infrastructure, CI/CD pipelines and cloud operations. DevOps Automator
19. 🏗️🔄 DevOps Expert — A DevOps specialist following the infinite loop principle. devops-expert
20. 🏗️♾️ DevOps Engineer — Builds and optimises infrastructure automation and CI/CD. devops-engineer
21. 🏗️🚀 Docker Expert — optimises Docker images docker-expert
22. 🏗️🎵 Terragrunt Expert — infrastructure orchestration terragrunt-expert
23. 🏗️📤 Azure IaC Exporter — Exports existing Azure resources into IaC templates. azure-iac-exporter
24. 🏗️🛠️ Azure IaC Generator — Generates IaC templates (Bicep, ARM, Terraform, Pulumi) with validation. azure-iac-generator
25. 🏗️⚙️ GitOps CI/CD Expert — A DevOps specialist for CI/CD, deployment tuning and GitOps. se-gitops-ci-specialist
26. 🏗️🚀 Deployment Engineer — Designs, builds and optimises CI/CD pipelines and deployments. deployment-engineer
27. 🏗️🛡️ Site Reliability Engineer — Expert in reliability and security SRE (Site Reliability Engineer)
28. 🏗️🌐 Terraform Engineer — infrastructure provisioning terraform-engineer
29. 🏗️⚙️ IT Operations Orchestrator — Orchestrates complex IT operations across domains. it-ops-orchestrator
30. 🏗️☸️ Kubernetes Specialist — Designs, deploys and troubleshoots Kubernetes clusters. kubernetes-specialist
31. 🏗️☸️ Kubernetes SRE Specialist — A Kubernetes SRE specialist prioritising reliability and security. platform-sre-kubernetes
32. 🏗️🤖 ML Engineer — Builds production ML systems and training pipelines. ml-engineer
33. 🏗️⚙️ MLOps Engineer — Designs and implements ML infrastructure and CI/CD for models. mlops-engineer
34. 🏗️📊 Performance Monitor — Tracks system metrics, detects anomalies and optimises resources. performance-monitor
35. 🏗️📈 Monitoring Specialist — A specialist in metrics collection, alerting and log aggregation. monitoring-specialist
36. 🏗️🔍 Troubleshooting Expert — resolves production issues devops-troubleshooter
37. 🏗️🚨 Incident Responder — Responsible for incident resolution rootly-incident-responder
38. 🏗️🚀 Deployment Orchestrator — Deploys MCP servers mcp-deployment-orchestrator
39. 🏗️🔧 powershell-5.1-expert — Use when automating Windows infrastructure tasks requiring P powershell-5.1-expert
40. 🏗️🔧 powershell-7-expert — Use when building cross-platform cloud automation scripts, A powershell-7-expert
41. 🏗️🔒 Terraform Reviewer — security review terraform-iac-reviewer
42. 🏗️🚫 Red team specialist — Testuje LLM deploy llm-redteam-specialist
43. 🏗️🔒 Roblox Systems Scripter — Luau and security specialist Roblox Systems Scripter
44. 🏗️☁️ Cloud Migration Specialist — Assists with migrating systems from on-premises to the cloud. cloud-migration-specialist
45. 🏗️📈 Terraform Specialist — infrastructure management terraform-specialist
46. 🏗️🚀 Vercel Specialist — deployment to Vercel vercel-deployment-specialist
47. 🏗️🗄️ Database Administrator — Specialist in database management, backups, replication and monitoring. database-admin
48. 🏗️🏗️ Infrastructure Maintainer — Expert in system reliability, performance optimisation and operations. Infrastructure Maintainer
49. 🏗️⚙️ SRE Engineer — Improves system reliability and manages error budgets. sre-engineer
50. 🏗️🌐 Network Engineer — Designs, optimises and troubleshoots network infrastructures. network-engineer
51. 🏗️🌍 Terraform Specialist — Manages infrastructure using Terraform and HCP. terraform
52. 🏗️⚡ Performance Engineer — Identifies and eliminates performance bottlenecks in applications and databases. performance-engineer
53. 🏗️🌐 Web Dispatcher — Manages web infrastructure, servers and agents. web-team
54. 🏗️🖥️ Windows Administrator — Manages Windows Server, Active Directory, DNS, DHCP. windows-infra-admin
55. 🏗️🚨 Incident Responder — resolves production issues devops-incident-responder

III. 🗄️ Databases and Data Engineering (20)

1. 🗄️🩹 AI Data Remediation Engineer — Repairs data pipelines, detects and resolves issues automatically. AI Data Remediation Engineer
2. 🗄️🏛️ Database Architect — Specialist in database architecture and design, and data modelling. database-architect
3. 🗄️🚀 Database Optimiser — Analyses slow queries and optimises database performance. database-optimizer
4. 🗄️🧐 Database Reviewer — PostgreSQL specialist in query optimisation, schema and security. database-reviewer
5. 🗄️🗺️ Spatial Data Engineer — Transforms unstructured geospatial data into clean datasets. Spatial Data Engineer
6. 🗄️🍃 MongoDB Optimiser — Analyses MongoDB performance, optimises queries and indexes. mongodb-performance-advisor
7. 🗄️💾 MS SQL DBA — Works with Microsoft SQL Server databases. ms-sql-dba
8. 🗄️🏛️ Neon Database Architect — Designs database schemas and optimises queries in Neon. neon-database-architect
9. 🗄️🔑 Neon Auth Specialist — Specialist in implementing Neon Auth and managing users. neon-auth-specialist
10. 🗄️💡 Neon Expert — Consultant for Neon Serverless Postgres, general queries. neon-expert
11. 🗄️⚡ Neon Query Optimiser — Identifies and fixes slow Postgres queries automatically. neon-optimization-analyzer
12. 🗄️🗄️ NoSQL Specialist — Expert in NoSQL databases such as MongoDB, Redis, and Cassandra. nosql-specialist
13. 🗄️⚡ Database Optimisation — Optimises database performance and tunes slow queries. database-optimization
14. 🗄️🗄️ Database Optimiser — Optimises databases, schema design, and query performance. Database Optimizer
15. 🗄️💾 PostgreSQL DBA — Works with PostgreSQL databases using extensions. postgresql-dba
16. 🗄️🐘 PostgreSQL Professional — Optimises PostgreSQL performance, designs replication, and resolves issues. postgres-pro
17. 🗄️📊 SQL Professional — Optimises SQL queries and designs efficient database schemas. sql-pro
18. 🗄️⚡ Supabase Realtime Optimiser — Optimises Supabase realtime subscriptions and resolves issues. supabase-realtime-optimizer

IV. 📊 Data Science and AI/ML (18)

1. 📊🧠 AI Engineer — Architects, implements, and optimises complex AI systems. ai-engineer
2. 📊☄️ Comet Opik Agent — Manages and audits LLM application prompting, tracks traces. comet-opik
3. 📊📊 Data Analyst — Extracts insights from data, produces reports, and performs statistical analysis. data-analyst
4. 📊🔍 Data Researcher — Discovers, collects, and validates data from various sources for analysis. data-researcher
5. 📊🔬 Data Scientist — Analyses data patterns, builds predictive models, and derives statistical insights. data-scientist
6. 📊🛰️ GeoAI/ML Engineer — Specialist in geospatial machine learning and object detection. GeoAI/ML Engineer
7. 📊📊 Model Evaluator — Specialist in assessing and benchmarking AI models. model-evaluator
8. 📊🖼️ Image Prompt Engineer — Creates detailed and evocative prompts for AI image generation. Image Prompt Engineer
9. 📊👁️ Computer Vision Engineer — Specialist in image analysis, object detection, and facial recognition. computer-vision-engineer
10. 📊🤖 Machine Learning Engineer — Deploys ML models. machine-learning-engineer
11. 📊🗣️ NLP Engineer — Builds production NLP systems, processes text, and develops models. nlp-engineer
12. 📊🔧 prompt-builder — Expert prompt engineering and validation system for creating prompt-builder
13. 📊🔧 prompt-engineer — Use this agent when you need to design, optimise, test, or e prompt-engineer
14. 📊📊 Data Analytics Reporter — Transforms data into business insights, creates dashboards and analyses. Analytics Reporter
15. 📊🔎 Model QA Specialist — Audits and controls the quality of machine learning and statistical models. Model QA Specialist
16. 📊🔬 Scientist — Performs data analysis scientist
17. 📊🔬 Scientist — Performs data analysis scientist
18. 📊📊 Spatial Data Scientist — Applies advanced spatial analysis, statistical modelling and predictive methods. Spatial Data Scientist

V. 🎨 Designers (UI/UX) (17)

1. 🎨🖼️ ASCII UI Mockups — Generates ASCII mockups for UI concepts and visualisations. ascii-ui-mockup-generator
2. 🎨♿ Accessibility Auditor — Reviews interfaces against WCAG standards. Accessibility Auditor
3. 🎨🎨 CLI UI Designer — Specialist in command-line interface design. cli-ui-designer
4. 🎨🎨 UI Designer — User interface design ui-designer
5. 🎨📊 UI/UX Designer — User interface evaluation ui-ux-designer
6. 🎨🤪 Whimsy Injector — Adds playful and distinctive elements to branded experiences. Whimsy Injector
7. 🎨📈 Roblox Experience Designer — Specialist in UX and monetisation Roblox Experience Designer
8. 🎨🔧 powershell-ui-architect — Use when designing or building desktop graphical interfaces powershell-ui-architect
9. 🎨🔧 qa-tester — Interactive CLI testing specialist using tmux for session ma qa-tester
10. 🎨🔧 qa-tester — Interactive CLI testing specialist using tmux for session ma qa-tester
11. 🎨🛡️ Brand Guardian — Develops brand identity, maintains consistency and strategic governance. Brand Guardian
12. 🎨🖼️ UI Designer — Creates visual design systems, component libraries and pixel-perfect interfaces. UI Designer
13. 🎨🧐 UX Researcher — Analyses user behaviour, conducts usability testing and delivers design insights. UX Researcher
14. 🎨🎨 UX/UI Designer — Analyses user journeys and produces UX/UI artefacts. se-ux-ui-designer
15. 🎨🎬 Visual Storyteller — Creates compelling visual narratives and multimedia content for brands. Visual Storyteller
16. 🎨📊 UX Researcher — User behaviour research ux-researcher
17. 🎨📐 XR Interface Architect — Designs spatial interactions and interfaces for AR/VR/XR environments. XR Interface Architect

VI. ✍️ Copywriters and Content (56)

1. ✍️🔗 Connection Agent — Analyses and suggests connections between related content in Obsidian. connection-agent
2. ✍️📄 documentation updater — updates documentation doc-updater
3. ✍️📊 document analyst — analyses documents document-structure-analyzer
4. ✍️🎧 Podcast Analyser — Identifies viral moments, creates chapters and extracts topics. podcast-content-analyzer
5. ✍️📚 API Documenter — Creates and improves API documentation, writes OpenAPI specifications. api-documenter
6. ✍️🏛️ Architecture Expert — Expert in modern architectural patterns and NFR requirements. arch
7. ✍️🏗️ Architecture Documenter — Creates and reviews high-level architectural documentation. hlbpa
8. ✍️📺 Bilibili Content Strategist — Specialist in marketing and content growth on the Bilibili platform. Bilibili Content Strategist
9. ✍️🇨 C Programmer Pro — Writes efficient C code with proper memory management. c-pro
10. ✍️✍️ Social Media Copywriter — Creates content for Twitter, LinkedIn and Instagram. social-media-copywriter
11. ✍️📄 documentation expert — creates and maintains documentation documentation-expert
12. ✍️📚 documentation specialist — creates documentation document-specialist
13. ✍️📚 documentation specialist — creates documentation document-specialist
14. ✍️📚 docusaurus expert — creates documentation in Docusaurus docusaurus-expert
15. ✍️💡 Context Expert — Expert in the latest library versions, best practices and syntax. context7
16. ✍️✍️ Grant Writer — Writes grants for non-profit organisations and research institutions, identifies funding sources. Grant Writer
17. ✍️🎓 Technical Content Evaluator — Evaluates technical training materials and documentation. technical-content-evaluator
18. ✍️🤝 HR Onboarding Specialist — Manages the complete onboarding of new employees, documentation and compliance. HR Onboarding
19. ✍️📸 Instagram Curator — Expert in Instagram marketing, visual storytelling and community. Instagram Curator
20. ✍️📈 documentation engineer — creates documentation systems documentation-engineer
21. ✍️📊 Test Engineer — testing strategy test-engineer
22. ✍️✅ Legal Compliance Checker — Ensures business operations and data comply with legal regulations. Legal Compliance Checker
23. ✍️💡 Creative Ad Strategist — Creates advertising copy, optimises creatives and tests campaigns. Ad Creative Strategist
24. ✍️🤳 Kuaishou Strategist — Expert in Kuaishou marketing and short-form video for Chinese markets. Kuaishou Strategist
25. ✍️📝 Content Curator — Manages and improves content quality in Obsidian. content-curator
26. ✍️👔 LinkedIn Content Creator — Creates content for LinkedIn, builds a personal brand and engages audiences. LinkedIn Content Creator
27. ✍️🗺️ MOC Specialist — Identifies and generates missing Maps of Content in Obsidian. moc-agent
28. ✍️🚀 Multi-Platform Publisher — Publishes articles to multiple Chinese platforms in a single click. Multi-Platform Publisher
29. ✍️✍️ Content Marketer — Develops content strategies and creates SEO-optimised marketing content. content-marketer
30. ✍️👁️ OCR Analyser — Analyses images and extracts text using OCR. visual-analysis-ocr
31. ✍️📉 Technical Debt Remediation Plan — Generates plans for eliminating technical debt. tech-debt-remediation-plan
32. ✍️🎙️ Podcast Strategist — Expert in podcast growth, content strategy and monetisation. Global Podcast Strategist
33. ✍️🎙️ Podcast Strategist — Expert in podcast strategy and operations for the Chinese market. Podcast Strategist
34. ✍️⏱️ Legal Billing & Time Tracking — Ensures accurate billing and time tracking in legal practice. Legal Billing & Time Tracking
35. ✍️📄 Microsoft Learn Contributor — Edits documentation microsoft_learn_contributor
36. ✍️📝 SDD Spec Writer — Writes executable specifications for specification-driven development. sdd-spec-writer
37. ✍️🚀 SEO Specialist — Provides comprehensive SEO optimisation, audits and keyword strategy. seo-specialist
38. ✍️🐚 Shell Scripting Pro — Writes robust shell scripts with error handling and automation. shell-scripting-pro
39. ✍️🔭 Podcast Trend Scout — Identifies emerging technology trends and developments in podcasting. podcast-trend-scout
40. ✍️📞 Sales Outreach Specialist — Expert in B2B sales outreach Sales Outreach
41. ✍️🔍 SEO Specialist — Expert in search engine optimisation SEO Specialist
42. ✍️📈 LLM Maintainer — Maintains the LLM roadmap llms-maintainer
43. ✍️📱 Reddit Community Builder — Expert in Reddit marketing Reddit Community Builder
44. ✍️🚦 TDD Guide — Enforces test-driven development (TDD) methodology. tdd-guide
45. ✍️❌ TDD Red Phase — Writes failing tests describing the desired behaviour. tdd-red
46. ✍️📖 Technical Writer — Creates and maintains technical documentation. technical-writer
47. ✍️✍️ Technical Writer — Writes technical documentation, READMEs and comments. writer
48. ✍️✍️ Technical Writer — Writes technical documentation, READMEs and comments. writer
49. ✍️📚 Technical Researcher — Analyses code, documentation and implementation details. technical-researcher
50. ✍️🤳 TikTok Strategist — Specialist in viral content, algorithm optimisation and the TikTok community. TikTok Strategist
51. ✍️✍️ Content Creator — Strategically creates content for multi-platform campaigns and calendars. Content Creator
52. ✍️✨ Unreal Technical Artist — Specialist in Unreal visual pipeline, materials, and VFX. Unreal Technical Artist
53. ✍️👥 Research Lead — Head of the research team research_lead_agent
54. ✍️💬 WeChat Account Manager — Manages official WeChat accounts, focusing on content and engagement. WeChat Official Account Manager
55. ✍️🌸 Xiaohongshu Specialist — Expert in Xiaohongshu marketing, lifestyle, and community strategy. Xiaohongshu Specialist
56. ✍️🙋‍♀️ Customer Support — Support and documentation specialist who creates FAQs and resolves issues. customer-support

VII. 📈 Marketers & Growth (31)

1. 📈📈 AI Citation Strategist — Optimises AI recommendation systems for improved brand visibility. AI Citation Strategist
2. 📈🕵️ Threat Intelligence Analyst — Tracks threat actor groups, maps campaigns, and produces actionable reports. Threat Intelligence Analyst
3. 📈📊 Marketing Analyst — Analyses marketing marketing-attribution-analyst
4. 📈📊 Paid Media Auditor — Systematically audits Google, Microsoft, and Meta advertising accounts. Paid Media Auditor
5. 📈📈 Sales Automator — Automates sales and marketing sales-automator
6. 📈🇨🇳 Baidu SEO Specialist — Optimises websites for the Baidu search engine in China. Baidu SEO Specialist
7. 📈🤳 Douyin Strategist — Expert in short-video marketing for the Douyin platform. Douyin Strategist
8. 📈🛍️ E-Commerce Specialist — Strategist for cross-border e-commerce (Amazon, Shopee, AliExpress). Cross-Border E-Commerce Specialist
9. 📈✉️ Email Marketing Strategist — Expert in CRM email marketing, automation, and campaign segmentation. Email Marketing Strategist
10. 📈🔍 Search Optimisation Expert — Provides guidance on SEO, AEO, and generative search engine optimisation. search-ai-optimization-expert
11. 📈🎠 Carousel Generator — Automatically generates viral carousels for TikTok and Instagram. Carousel Growth Engine
12. 📈🛍️ Livestream Commerce Coach — Coaches hosts and operations for livestream e-commerce platforms. Livestream Commerce Coach
13. 📈🌏 China Market Localisation Strategist — Translates trends into actionable strategies for the Chinese market. China Market Localization Strategist
14. 📈🤖 Twitter AI Manager — Engages with AI professionals twitter-ai-influencer-manager
15. 📈⚖️ Healthcare Marketing Compliance Specialist — Expert in ensuring marketing campaign compliance within the Chinese healthcare sector. Healthcare Marketing Compliance Specialist
16. 📈🌱 Personal Growth Mentor — Assists with goals, habits, and strategic decisions for personal development. Personal Growth Mentor
17. 📈📈 Business Strategist — Specialist in competitive analysis, market entry, and growth planning. Business Strategist
18. 📈📱 App Store Optimiser — Improves app visibility in stores and optimises conversion rates. App Store Optimizer
19. 📈🏷️ Podcast Metadata Specialist — Optimises titles, chapters, and metadata for SEO and platform discoverability. podcast-metadata-specialist
20. 📈📈 PPC Campaign Strategist — Designs and optimises large-scale PPC search campaigns. PPC Campaign Strategist
21. 📈📈 Growth Hacker — A strategist for rapid user growth through data and experimentation. Growth Hacker
22. 📈📈 SEO Analyser — A specialist in SEO analysis, optimisation and technical audits. seo-analyzer
23. 📈🎙️ SEO Podcast Optimiser — Optimises podcasts for SEO, creating titles and descriptions. seo-podcast-optimizer
24. 📈📱 Social Media Strategy Specialist — A social media expert. Social Media Strategist
25. 📈📱💬 Paid Social Strategist — Creates paid campaigns on social networks such as Meta and TikTok. Paid Social Strategist
26. 📈🎬 Social Media Clip Creator — Optimises video clips for various social media platforms. social-media-clip-creator
27. 📈🐦 Twitter Engager — A specialist in Twitter marketing, engagement and community building. Twitter Engager
28. 📈📈 Video Optimisation Specialist — Optimises videos for the YouTube algorithm, increasing retention and engagement. Video Optimization Specialist
29. 📈📢 Weibo Strategist — An expert in Sina Weibo operations, trends and community management. Weibo Strategist
30. 📈🐦 X/Twitter Analyst — Analyses X/Twitter for trends, account monitoring and audience insights. X/Twitter Intelligence Analyst
31. 📈💡 Zhihu Strategist — An expert in Zhihu marketing, thought leadership and engagement. Zhihu Strategist

VIII. 🤝 Sales & Business Development (17)

1. 🤝📊 Report Distribution Agent — Automates the distribution of sales reports. Report Distribution Agent
2. 🤝📊 Sales Data Extraction Agent — Automates the extraction of sales data. Sales Data Extraction Agent
3. 🤝📉 Sales Pipeline Analyst — Analyses sales pipeline health and forecast accuracy. Pipeline Analyst
4. 🤝📈 Business Adviser — A strategic adviser for business ventures, ideas and business plans. biz-advisor
5. 🤝📝 Deal Debrief — Identifies discrepancies in signed agreements and prompts for record-keeping. deal-debrief
6. 🤝💡 Discovery Coach — Coaches sales teams in discovery methodology and gap quantification. Discovery Coach
7. 🤝📊 Salesforce Expert — Provides assistance with Salesforce and Apex. salesforce-expert
8. 🤝📈 Sales Engineer — A senior pre-sales engineer. Sales Engineer
9. 🤝📊 Data Consolidation Agent — Consolidates sales data into live reporting dashboards. Data Consolidation Agent
10. 🤝🤝 Customer Success Manager — Assesses customer health and develops retention and upsell strategies. customer-success-manager
11. 🤝🤝 Deal Strategist — A specialist in deal qualification and win planning for B2B. Deal Strategist
12. 🤝📞 Outbound Strategist — Designs multi-channel sales strategies and builds the sales pipeline. Outbound Strategist
13. 🤝🧑‍⚖️ Legal Client Intake — Handles the onboarding of new clients, information gathering and consultations. Legal Client Intake
14. 🤝🤝 Account Strategist — Develops client relationships and maximises their value post-sale. Account Strategist
15. 🤝📈 Proposal Strategy — Architect of strategic proposals. Proposal Strategist
16. 🤝📈 Sales Coach — Specialist in sales representative development. Sales Coach
17. 🤝🏛️ Government Digital Consultant — Expert in digital transformation for the Chinese government, with knowledge of relevant policies. Government Digital Presales Consultant

IX. 🎧 Customer Support (6)

1. 🎧🔒 AD Security Auditor — Audits Active Directory security and assesses privilege escalation risks. ad-security-reviewer
2. 🎧💬 Customer Support — Delivers outstanding customer support and resolves user issues. Support Responder
3. 🎧🛎️ Hospitality Guest Services — Comprehensive guest services for hotels and restaurants, including reservations. Hospitality Guest Services
4. 🎧🛍️ Returns Specialist — Comprehensive specialist in retail product returns. Retail Customer Returns
5. 🎧🏥 Healthcare Customer Service — Empathetic service for patients, handling enquiries, billing and appointments. Healthcare Customer Service
6. 🎧📞 Customer Service — Friendly and professional specialist for customer support. Customer Service

X. 💰 Finance and Accounting (20)

1. 💰🏷️ Tag Agent — Normalises and hierarchically organises tag taxonomy in Obsidian. tag-agent
2. 💰💰 Accounts Payable Agent — Automatically processes supplier payments and invoices. Accounts Payable Agent
3. 💰💰 Tax Strategist — Specialist in tax optimisation, compliance and transfer pricing. Tax Strategist
4. 💰🛒 Drupal E-commerce Engineer — Expert in Drupal Commerce for catalogue management and payment gateway integration. Drupal Shopping Cart Engineer
5. 💰🤖 Embedded Systems Expert — Develops firmware for microcontrollers. embedded-systems
6. 💰📈 Financial Analyst — Expert in financial modelling, forecasting and scenario analysis. Financial Analyst
7. 💰💰 Finance Tracker — Financial analyst specialising in planning and budget management. Finance Tracker
8. 💰💰 Chief Financial Officer — Manages capital allocation, treasury and financial planning. Chief Financial Officer
9. 💰💰 Fintech Engineer — For the development of payment systems and financial integrations. fintech-engineer
10. 💰📄 Formatting Specialist — Formats markdown. markdown-syntax-formatter
11. 💰📊 FP&A Analyst — Expert in financial planning, budgeting and variance analysis. FP&A Analyst
12. 💰💰 Investment Analyst — Expert in market research, due diligence and portfolio analysis. Investment Researcher
13. 💰🎧 Audio Quality Controller — Improves and analyses audio quality, reduces noise. audio-quality-controller
14. 💰🚨 Risk Manager — Identifies and minimises risks. risk-manager
15. 💰🧠 Thinking Beast — A transcendent coding agent with a quantum cognitive architecture. Thinking-Beast-Mode
16. 💰💳 Payment Integrator — Implements payment systems and gateways, and processes financial transactions. payment-integration
17. 💰🔧 quant-analyst — Use this agent when you need to develop quantitative trading quant-analyst
18. 💰⚕️ Medical Billing Specialist — Ensures correct coding and billing of medical services. Medical Billing & Coding Specialist
19. 💰🛒 WordPress E-commerce Engineer — A WooCommerce specialist for managing products and payment gateways. WordPress Shopping Cart Engineer
20. 💰📊 Bookkeeper & Controller — Manages day-to-day bookkeeping, financial reconciliation and monthly close processes. Bookkeeper & Controller

XI. ⚖️ Law & Compliance (34)

1. ⚖️📄 Metadata Agent — Manages metadata. metadata-agent
2. ⚖️💰 AML Expert — Expert in AML/CFT compliance in the Czech Republic. aml-agent
3. ⚖️🏦 Loan Officer Assistant — Assists loan officers with applicant intake and qualification. Loan Officer Assistant
4. ⚖️🔒 MCP Security Auditor — Tests MCP security. mcp-security-auditor
5. ⚖️🔒 Blockchain Security Auditor — Reviews the security of smart contracts and blockchain systems. Blockchain Security Auditor
6. ⚖️📜 Compliance Auditor — A specialist in technical compliance audits (SOC 2, ISO 27001, HIPAA). Compliance Auditor
7. ⚖️🔗 Smart Contract Auditor — Conducts security audits of smart contracts and detects vulnerabilities. smart-contract-auditor
8. ⚖️🔒 DPO Specialist — Builds compliance programmes for GDPR and global data protection regulations. Data Privacy Officer
9. ⚖️⚖️ AI Ethics Adviser — Reviews AI systems for ethics, bias and fairness. ai-ethics-advisor
10. ⚖️⚖️ Responsible AI Expert — Ensures ethical AI, bias prevention and accessibility. se-responsible-ai-code
11. ⚖️📄 Brief Generator — Generates structured briefs. research-brief-generator
12. ⚖️⏰ IP Renewal Watcher — Tracks the IP portfolio register and alerts on upcoming renewal deadlines. ip-renewal-watcher
13. ⚖️🚀 Launch Watcher — Monitors product launches and alerts when legal review is required. launch-watcher
14. ⚖️🛡️ JFrog Security — Automates security remediation and verifies package and version compliance. jfrog-sec
15. ⚖️♿ Accessibility Checker — Audits websites for WCAG compliance and tests accessibility. web-accessibility-checker
16. ⚖️🐞 Monday Bug Fixer — Fixes bugs and enriches context from Monday.com. monday-bug-fixer
17. ⚖️🚨 Regulation Change Monitor — Monitors changes in regulations. reg-change-monitor
18. ⚖️📊 Power BI Modelling Expert — Provides guidance on data modelling in Power BI. power-bi-data-modeling-expert
19. ⚖️⚖️ Legal Adviser — Assists with contract drafting, regulatory compliance and IP protection. legal-advisor
20. ⚖️📄 Legal Document Review — Reviews legal documents, contracts and court filings. Legal Document Review
21. ⚖️🏖️ Leave Tracker — Tracks employee leave with legal deadlines and sends alerts. leave-tracker
22. ⚖️👮 court watchdog — monitors court dockets docket-watcher
23. ⚖️📜 MCP Protocol Specialist — Designs the MCP protocol. mcp-protocol-specialist
24. ⚖️⚖️ Compliance Specialist — Specialist in security compliance and regulatory frameworks. compliance-specialist
25. ⚖️⛓️ Smart Contract Specialist — Develops production-ready smart contracts in Solidity, Hardhat/Foundry. smart-contract-specialist
26. ⚖️🕰️ Timestamp Specialist — timestamp extraction timestamp-precision-specialist
27. ⚖️📚 Book Co-Author — Helps founders and experts write books from their ideas. Book Co-Author
28. ⚖️🏗️ Civil Engineer — Expert in structural and civil engineering in accordance with global standards. Civil Engineer
29. ⚖️🔍 Tracer — root cause tracing tracer
30. ⚖️🔍 Tracer — root cause tracing tracer
31. ⚖️♻️ TDD Refactor — Improves code quality and design whilst preserving passing tests. tdd-refactor
32. ⚖️✅ Accessibility Tester — Conducts comprehensive accessibility testing and verifies WCAG compliance. accessibility-tester
33. ⚖️📊 MCP Testing Engineer — Tests MCP servers. mcp-testing-engineer
34. ⚖️👥 Roblox Avatar Creator — Specialist in avatars and UGC. Roblox Avatar Creator

XII. 🕵️ Security & OSINT (28)

1. 🕵️🧪 Amplitude Experiments — Deploys new experiments in Amplitude using MCP tools. amplitude-experiment-implementation
2. 🕵️🔒 API Security Audit — Conducts security audits of REST APIs and vulnerabilities. api-security-audit
3. 🕵️🔗 Supply Chain Security — Specialist in software supply chain threats. supply-chain-security
4. 🕵️🚨 Security Engineer — Focuses on vulnerability detection and secure coding. security-auditor
5. 🕵️🕵️‍♀ Security Reviewer — Specialist in vulnerability detection (OWASP Top 10). security-reviewer
6. 🕵️🕵️‍♀ Security Reviewer — Specialist in vulnerability detection (OWASP Top 10). security-reviewer
7. 🕵️🔍 dynatrace expert — integrates observability and security dynatrace-expert
8. 🕵️🔍 elasticsearch expert — debugs and optimises elasticsearch elasticsearch-observability
9. 🕵️🔒 GraphQL Security Expert — Ensures the security and authorisation of GraphQL APIs and conducts audits. graphql-security-specialist
10. 🕵️🔒 Security Engineer — Specialist in applied security Security Engineer
11. 🕵️🛡️ Threat Detection Engineer — Develops SIEM rules, maps MITRE ATT&CK and conducts threat hunting. Threat Detection Engineer
12. 🕵️🔒 Application Security Engineer — Ensures application security throughout the entire development lifecycle. Application Security Engineer
13. 🕵️🕵️ OSINT Spy — Creates a comprehensive dossier with a psychological profile from a name, company or email address. osint-spy
14. 🕵️🚨 PagerDuty Incident Resolver — Analyses incidents, proposes fixes and identifies code changes. pagerduty-incident-responder
15. 🕵️🔒 Penetration Tester — Conducts authorised security tests to identify vulnerabilities. penetration-tester
16. 🕵️🔧 powershell-security-hardening — Use this agent when you need to harden PowerShell automation powershell-security-hardening
17. 🕵️🔧 read-only-auditor — Use this agent when you need a security audit that is guaran read-only-auditor
18. 🕵️🚨 Incident Responder — Responds immediately to security incidents, service outages and operational issues. incident-responder
19. 🕵️🧑‍💻 Code Reviewer — Provides constructive, quality-focused feedback on code. Code Reviewer
20. 🕵️🛡️ Senior SecOps Engineer — Defensive specialist in applied security Senior SecOps Engineer
21. 🕵️✅ Senior Code Reviewer — Evaluates code changes across five dimensions: correctness, readability and security. code-reviewer
22. 🕵️✅ Senior Code Reviewer — Evaluates code changes across five dimensions: correctness, readability and security. code-reviewer
23. 🕵️💬 Slack Expert — Assists with Slack application development, API integration and bot development. slack-expert
24. 🕵️🔗 Dependency Manager — Audits dependencies, resolves version conflicts and optimises bundle sizes. dependency-manager
25. 🕵️🛡️ StackHawk Security — Automatically configures StackHawk security testing for repositories. stackhawk-security-onboarding
26. 🕵️🛡️ Code Sentinel — Reviews code for security vulnerabilities. wg-code-sentinel
27. 🕵️🚨 Incident Response Commander — Expert in managing production incidents and coordinating response efforts. Incident Response Commander
28. 🕵️📱 .net maui developer — develops cross-platform applications dotnet-maui

XIII. 🔍 Research & Information Gathering (45)

1. 🔍📚 Citations Agent — Adds proper citations to research reports. citations_agent
2. 🔍📚 Academic Synthesiser — Synthesises academic research and literature for comprehensive reviews. academic-research-synthesizer
3. 🔍🔬 Academic Researcher — Searches and analyses academic sources and peer-reviewed works. academic-researcher
4. 🔍📈 Trend Analyst — trend analysis trend-analyst
5. 🔍📊 Market Analyst — Specialist in competitive intelligence and market research. competitive-intelligence-analyst
6. 🔍🔬 Test Analyser — Evaluates test results, analyses quality metrics and recommends actions. Test Results Analyzer
7. 🔍🔍 Research Analysis — Conducts comprehensive research research-analyst
8. 🔍🧪 API Tester — API testing specialist, ensuring validation and performance. API Tester
9. 🔍🏗️ Code Architect — Designs feature architecture, analyses code patterns and conventions. code-architect
10. 🔍💰 Pricing Analyst — Develops optimal pricing models based on market research. Pricing Analyst
11. 🔍📝 ADR Generator — Creates structured architectural decision records. adr-generator
12. 🔍📝 Test Generator — test case generation test-generator
13. 🔍📊 Report Generator — Generates comprehensive reports report-generator
14. 🔍💥 GPT-5 Beast Mode — Powerful autonomous agent for solving complex problems. gpt-5-beast-mode
15. 🔍📚 Deep Researcher — Conducts an 8-phase in-depth investigation of a topic with source analysis. deep-researcher
16. 🔍📚 Comprehensive Researcher — Conducts in-depth research on any topic from multiple sources. comprehensive-researcher
17. 🔍✅ Fact Checker — Verifies facts and validates information sources. fact-checker
18. 🔍🎙️ Podcast Guest Coordinator — Identifies podcast guests, manages communications and schedules. guest-outreach-coordinator
19. 🔍📈 Research Coordinator — Coordinates comprehensive research research-coordinator
20. 🔍🌍 Cultural Strategist — Ensures software resonates authentically in a global context. Cultural Intelligence Strategist
21. 🔍📚 Nia Oracle — Expert research agent leveraging Nia knowledge tools. nia-oracle
22. 🔍🎵 Research Orchestrator — Orchestrates comprehensive research research-orchestrator
23. 🔍👥 Research Sub-agent — Research team member research_subagent
24. 🔍🔧 power-platform-mcp-integration-expert — Expert in Power Platform custom connector development with M power-platform-mcp-integration-expert
25. 🔍🔧 prd — Generate a comprehensive Product Requirements Document (PRD) prd
26. 🔍🗺️ Code Guide — Creates and maintains VSCode CodeTour files with best practices. code-tour
27. 🔍🗺️ Code Explorer — Specialist in searching codebases and identifying patterns. explore
28. 🔍🗺️ Code Explorer — Specialist in searching code and finding patterns. explore
29. 🔍📊 Agent Overview — Displays diagrams and overviews of agent research teams. agent-overview
30. 🔍🔧 qa-expert — Use this agent when you need comprehensive quality assurance qa-expert
31. 🔍🔧 query-clarifier — Use this agent when you need to analyze research queries for query-clarifier
32. 🔍🏠 Estate Agent — Comprehensive real estate assistant Real Estate Buyer & Seller
33. 🔍📝 Screenshot Reviewer — Reviews task lists screenshot-reviewer
34. 🔍🌐 Search Specialist — Expert in web research with advanced search techniques. search-specialist
35. 🔍📊 UI Analysis Synthesiser — Consolidates analysis results into a list of features and tasks. screenshot-synthesizer
36. 🔍📊 Research Synthesiser — Synthesises research findings research-synthesizer
37. 🔍🧠 Knowledge Synthesiser — Extracting patterns and synthesising insights from agent interactions. knowledge-synthesizer
38. 🔍🗣️ Feedback Synthesiser — Collects and analyses user feedback for product ideas. Feedback Synthesizer
39. 🔍💡 Technical Research — Conducts technical research research-technical-spike
40. 🔍📊 Testing Specialist — Tests load load-testing-specialist
41. 🔍📈 Market Analyst — Conducts market research market-research-analyst
42. 🔍👥 Market Researcher — Analyses consumers market-researcher
43. 🔍📚 Literature Researcher — Conducts literature research scientific-literature-researcher
44. 🔍🔍 Trend Researcher — Identifies emerging trends, conducts competitive analyses and seeks out opportunities. Trend Researcher
45. 🔍🔬 Task Researcher — Conducts comprehensive analysis of projects and tasks. task-researcher

XIV. 📋 Project and Product (14)

1. 📋📊 Business Analyst — Analyses business processes and gathers requirements. business-analyst
2. 📋📈 Product Manager Advisor — Advice on product management, GitHub issues and data-driven decision-making. se-product-manager-advisor
3. 📋🚀 Sprint Prioritiser — Expert in agile sprint planning, feature prioritisation and resource allocation. Sprint Prioritizer
4. 📋🔧 product-strategist — Product strategy and roadmap planning specialist. product-strategist
5. 📋📦 Product Manager — Manages the entire product lifecycle from strategy through to launch. Product Manager
6. 📋🔧 project-manager — Use this agent when you need to establish project plans, tra project-manager
7. 📋🐑 Project Shepherd — Coordinates projects, manages time and aligns the interests of all parties. Project Shepherd
8. 📋🧑‍🏫 Scrum Master — Assists teams with agile processes, optimisation and ceremonies. scrum-master
9. 📋📝 Senior Project Manager — Transforms specifications into tasks. Senior Project Manager
10. 📋🧪 Experiment Tracker — Project manager for the design and tracking of experiments. Experiment Tracker
11. 📋🎬 Studio Producer — Strategically manages creative and technical projects, allocates resources. Studio Producer
12. 📋💡 Technical Consultant — Translates business problems into geospatial solutions and strategies. Technical Consultant
13. 📋🧑‍💼 Chief of Staff — Coordinates founders and managers, filters noise and manages processes. Chief of Staff
14. 📋🧑‍💼 Chief of Staff — Personal communications lead, sorts messages into 4 priority levels. chief-of-staff

XV. 🏘️ Architects and review (53)

1. 🏘️👨‍💻 .NET Agent Framework — Works with .NET microsoft-agent-framework-dotnet
2. 🏘️📈 .NET updater — updates .NET code dotnet-upgrade
3. 🏘️🔍 Search Query Analyst — Specialist in the analysis of search queries. Search Query Analyst
4. 🏘️🏗️ API Architect — Mentors engineers, provides support and code for APIs. api-architect
5. 🏘️🤖 Declarative Agents Architect — Specialist agent for the architecture of declarative systems. declarative-agents-architect
6. 🏘️📈 diagram architect — creates technical diagrams diagram-architect
7. 🏘️📈 Microservices Architect — Designs microservices. microservices-architect
8. 🏘️🌐 Multi-Agent Systems Architect — Designs and coordinates complex AI systems with multiple agents. Multi-Agent Systems Architect
9. 🏘️🔎 Architect Code Reviewer — Reviews code for architectural consistency and SOLID principles. architect-reviewer
10. 🏘️🔎 Architect Code Reviewer — Reviews code for architectural consistency and SOLID principles. architect-reviewer
11. 🏘️🏗️ MCP Server Architect — Designs MCP servers. mcp-server-architect
12. 🏘️🏛️ Automation Governance Architect — Designs and manages automations with regard to value and risk. Automation Governance Architect
13. 🏘️🌳 Workflow Architect — Designs complete workflow trees for systems and user journeys. Workflow Architect
14. 🏘️🏢 Azure SaaS Architect — Designs multi-tenant SaaS applications in Azure in accordance with established principles. azure-saas-architect
15. 🏘️🔩 elixir expert — develops fault-tolerant systems elixir-expert
16. 🏘️🌐 .NET Core expert — develops applications in .NET Core dotnet-core-expert
17. 🏘️🧩 Task Decomposition Expert — Breaks down complex goals into smaller, manageable steps. task-decomposition-expert
18. 🏘️😈 Gilfoyle Reviewer — Code reviews delivered with Gilfoyle's sardonic humour. gilfoyle
19. 🏘️🧐 Go Reviewer — Expert in idiomatic Go, concurrency and performance. go-reviewer
20. 🏘️🌐 GraphQL Architect — For designing and developing GraphQL schemas. graphql-architect
21. 🏘️🎮 Game Designer — Architect of game systems, mechanics and game loop design. Game Designer
22. 🏘️🏛️ Principal Azure Architect — Provides expert architectural guidance in accordance with the Azure Well-Architected Framework. azure-principal-architect
23. 🏘️🧐 Critical Reviewer — Expert in work plans and code reviews; thorough and structured. critic
24. 🏘️🧐 Critical Reviewer — Expert in work plans and code reviews; thorough and structured. critic
25. 🏘️🧹 Code Janitor — Cleans up, simplifies and removes technical debt from code. janitor
26. 🏘️🎮 Level Designer — Specialist in game level design, layout and pacing. Level Designer
27. 🏘️💰 Technical Debt Manager — Analyses technical debt and plans refactoring efforts. technical-debt-manager
28. 🏘️🏗️ Modernisation Assistant — Analyses, documents and plans project modernisation. modernization
29. 🏘️🚀 Architecture Moderniser — Specialist in software architecture modernisation and microservices. architecture-modernizer
30. 🏘️⚛️ Next.js Architect — Expert in Next.js, App Router and performance optimisation. nextjs-architecture-expert
31. 🏘️✍️ Narrative Designer — Creates narrative systems, dialogue and game world architecture. Narrative Designer
32. 🏘️📝 Implementation Plan — Generates plans for implementing new features or refactoring code. implementation-plan
33. 🏘️🔧 powershell-module-architect — Use this agent when architecting and refactoring PowerShell powershell-module-architect
34. 🏘️🧭 Codebase Explorer — Performs in-depth analysis of unfamiliar codebases and builds a model of the project. codebase-explorer
35. 🏘️🔍 Code Explorer — Performs in-depth code analysis, traces execution paths and maps architecture. code-explorer
36. 🏘️🏗️ System Architecture Reviewer — Reviews system architecture, validates design and scalability. se-system-architecture-reviewer
37. 🏘️🔧 refactor-cleaner — Dead code cleanup and consolidation specialist. refactor-cleaner
38. 🏘️💻 Semantic Kernel .NET — Works with code using the .NET version of Semantic Kernel. semantic-kernel-dotnet
39. 🏘️✅ Senior Code Reviewer — Evaluates code changes across five dimensions: correctness, readability and security. code-reviewer
40. 🏘️📈 Software Architect — Expert in software architecture. Software Architect
41. 🏘️📈 Measurement Specialist — Expert in conversion tracking, tag management and attribution models. Tracking & Measurement Specialist
42. 🏘️💻 Refactoring Specialist — Converts complex code into clean refactoring-specialist
43. 🏘️🧠 Strategic Architect — Strategic adviser for architecture and fine-tuning (Opus). architect
44. 🏘️🧠 Strategic Architect — Strategic adviser for architecture and fine-tuning (Opus). architect
45. 🏘️🧠 Strategic Consultant — Strategic planning consultant with a conversational workflow (Opus). planner
46. 🏘️🧲 Offer & Lead Generation Strategist — Designs irresistible offers and lead magnets for customer acquisition. Offer & Lead Gen Strategist
47. 🏘️🎮 Unity Architect — Specialist in data-driven modularity and decoupled systems in Unity. Unity Architect
48. 🏘️🎮 Unreal Multiplayer Architect — Specialist in network architecture in Unreal Engine and game element replication. Unreal Multiplayer Architect
49. 🏘️⚙️ Unreal Systems Engineer — Optimises performance and architecture in Unreal Engine using C++ and Blueprint. Unreal Systems Engineer
50. 🏘️📝 WordPress Master — Architects, optimises and troubleshoots WordPress. wordpress-master
51. 🏘️✂️ Code Simplifier — Simplifies and clarifies code for improved maintainability. code-simplifier
52. 🏘️✂️ Code Simplifier — Simplifies and clarifies code for improved maintainability. code-simplifier
53. 🏘️🚮 Unused Code Cleaner — removes unused code unused-code-cleaner

XVI. 🧪 QA and Testing (16)

1. 🧪🤖 Test Automator — creation of testing frameworks test-automator
2. 🧪📊 E2E Testing Specialist — performs end-to-end tests e2e-runner
3. 🧪✅ GIS QA Engineer — Ensures the quality and integrity of geospatial data. GIS QA Engineer
4. 🧪📊 Test Engineer — testing strategy test-engineer
5. 🧪📊 Test Engineer — testing strategy test-engineer
6. 🧪🚫 Reality Checker — Stops approval fantasies Reality Checker
7. 🧪✅ OCR Quality Assurance — Validates and reviews corrected OCR text against the original. ocr-quality-assurance
8. 🧪✅ Code Verifier — Reviews code, verifies strategies and tests. verifier
9. 🧪✅ Code Verifier — Reviews code, verifies strategies and tests. verifier
10. 🧪🎭 Playwright Tester — Testing mode for Playwright tests. playwright-tester
11. 🧪📈 Performance Profiler — Analyses performance, identifies memory leaks and conducts load testing. performance-profiler
12. 🧪♿ Accessibility Expert — Expert in web accessibility (WCAG), inclusive UX and testing. accessibility
13. 🧪📚 Reviewer — Ensures content quality review-agent
14. 🧪📸 Evidence Collector — QA specialist who identifies errors and requires visual proof. Evidence Collector
15. 🧪🏃‍♂️ Test Runner — runs tests test-runner
16. 🧪🔗 Logistics Strategist — Specialist in supply chain management and strategic procurement. Supply Chain Strategist

XVII. 🏠 Real Estate & Valuation (6)

1. 🏠🏆 AI Hackathon Strategist — Assists with ideas, evaluation and strategy for AI hackathons. hackathon-ai-strategist
2. 🏠🏠 Property Hunter — Seeks undervalued properties directly from owners. off-market-undervalued-hunter
3. 🏠🏡 Off-Market Property Hunter — Seeks undervalued properties directly from owners, without estate agents. offmarket-realitni-hunter
4. 🏠🔧 realestate-agent — You are a real estate expert in the Czech Republic. You assist with: realestate-agent
5. 🏠🚁 Drone Specialist — Processes drone imagery into orthophoto maps and digital terrain models. Drone/Reality Mapping Specialist
6. 🏠📊 Market Intelligence — Analyses the market market-intel

XVIII. 🎬 Video, Audio & Creative (17)

1. 🎬🎨 3D Game Artist — Creates 3D models, textures and animations for game development. 3d-artist
2. 🎬🎚️ Audio Mixer — Specialist in multitrack mixing and audio mastering. audio-mixer
3. 🎬✂️ Podcast Editor — Assists with audio editing, show notes and chapter creation. podcast-editor
4. 🎬🌐 Godot Multiplayer Engineer — Specialist in Godot 4 networking, scene replication and RPC. Godot Multiplayer Engineer
5. 🎬🎧 Game Audio Engineer — Specialist in interactive audio, FMOD/Wwise integration and spatial sound. Game Audio Engineer
6. 🎬🗣️ Voice AI Engineer — Integrates voice AI systems and handles speech-to-text conversion. Voice AI Integration Engineer
7. 🎬🌍 i18n Specialist — Implements internationalisation (i18n) in web applications systematically. lingodotdev-i18n
8. 🎬📚 Narratologist — Analyses stories, structure and characters according to literary theory. Narratologist
9. 🎬🔒 Private Domain Operator — Builds private domain ecosystems on WeChat for businesses. Private Domain Operator
10. 🎬🎤 Podcast Transcriber — Extracts accurate transcripts from media files with speaker identification. podcast-transcriber
11. 🎬🌈 Inclusive Visuals Specialist — Removes AI bias to produce culturally accurate and stereotype-free images. Inclusive Visuals Specialist
12. 🎬🎨 Technical Artist — Specialist in graphics pipelines, shaders, VFX and performance optimisation. Technical Artist
13. 🎬📹 Short-Video Editing Coach — Hands-on coach for short-video editing Short-Video Editing Coach
14. 🎬🌐 Unity Multiplayer Engineer — Specialist in network gameplay, Netcode and Unity Gaming Services. Unity Multiplayer Engineer
15. 🎬🎨 Unity Shader Artist — Creates visual effects and materials in Unity Shader Graph. Unity Shader Graph Artist
16. 🎬🏞️ Unreal World Builder — Creates large open worlds and environments in Unreal Engine. Unreal World Builder
17. 🎬🎬 Video Editor — Edits videos, adding effects, colour grading and transitions. video-editor

XIX. 🧑‍🏫 HR & Learning (5)

1. 🧑‍🏫🤝 Mentor — Provides support mentor
2. 🧑‍🏫🎓 Corporate Training Designer — Designs corporate training systems and develops curricula. Corporate Training Designer
3. 🧑‍🏫🧠 Organisational Psychologist — Analyses team dynamics, culture and burnout risk within organisations. Organizational Psychologist
4. 🧑‍🏫🌍 Study Abroad Advisor — Assists with study abroad planning across the world. Study Abroad Advisor
5. 🧑‍🏫📊 Recruitment Specialist — Expert in recruitment and talent acquisition Recruitment Specialist

XX. 🌐 Web, CMS & Integration (37)

1. 🌐🔗 Apify Integrator — Integrates Apify Actors into codebases and designs workflows. apify-integration-expert
2. 🌐🗺️ BIM/GIS Specialist — Integrates building information models with geographic information systems. BIM/GIS Specialist
3. 🌐🤖 droid expert — provides assistance with droid cli droid
4. 🌐📧 Email Intelligence Engineer — Extracts structured data from emails for AI systems. Email Intelligence Engineer
5. 🌐🧩 Azure Logic Apps Expert — Provides expert guidance on Azure Logic Apps development and workflows. azure-logic-apps-expert
6. 🌐🔩 expert na .net framework 4.8 — modernises applications in .net framework 4.8 dotnet-framework-4.8-expert
7. 🌐🤖 MCP Agent Expert — Develops MCP agents mcp-m365-agent-expert
8. 🌐📚 TypeScript Expert — MCP server development typescript-mcp-expert
9. 🌐🌳 Git Flow Manager — For Git Flow operations, branching and merging. git-flow-manager
10. 🌐🌳 Git Workflow Master — Expert in Git workflows, branching and version management. Git Workflow Master
11. 🌐🔄 Git Workflow Manager — For designing and optimising Git workflows and strategies. git-workflow-manager
12. 🌐🚀 GitHub Actions Expert — Specialist in secure CI/CD workflows. github-actions-expert
13. 🌐💡 Go MCP Expert — Expert in building Model Context Protocol servers in Go. go-mcp-expert
14. 🌐🕹️ MCP Integration Engineer — Orchestrates MCP servers mcp-integration-engineer
15. 🌐🌐 IoT Engineer — Designs and deploys IoT solutions, manages devices and the cloud. iot-engineer
16. 🌐🛠️ Jira Workflow Steward — Ensures adherence to Jira-Git workflow and traceable commits. Jira Workflow Steward
17. 🌐📊 Kusto Assistant — KQL expert for data analysis in Azure Data Explorer. kusto-assistant
18. 🌐🚩 LaunchDarkly Cleanup — Automates the safe removal of feature flags in LaunchDarkly. launchdarkly-flag-cleanup
19. 🌐🤝 M&A Integration Manager — Manages post-merger company integration, ensuring a smooth transition. M&A Integration Manager
20. 🌐🗺️ MCP Registry Navigator — Performs server discovery. mcp-registry-navigator
21. 🌐🐙 Octopus Release Notes — Generates release notes for Octopus Deploy. octopus-deploy-release-notes-mcp
22. 🌐🤝 MCP Expert — Integrates MCP. mcp-expert
23. 🌐🔍 Agentic Search Optimizer — Ensures AI agents complete web-based tasks efficiently. Agentic Search Optimizer
24. 🌐⚡️ GraphQL Performance Optimiser — Analyses and optimises GraphQL query performance and resolves N+1 issues. graphql-performance-optimizer
25. 🌐🚀 Workflow Optimizer — Analyses, optimises and automates workflows. Workflow Optimizer
26. 🌐🎼 Agents Orchestrator — Manages and coordinates the entire development process as an autonomous manager. Agents Orchestrator
27. 🌐📈 Episode Orchestrator — Orchestrates workflows. episode-orchestrator
28. 🌐⚙️ Workflow Orchestrator — Designs and optimises complex workflows. workflow-orchestrator
29. 🌐🌳 Pimcore Expert — Assistant for developing Pimcore CMS, DAM, PIM and e-commerce solutions. pimcore-expert
30. 🌐🔧 power-platform-expert — Power Platform expert providing guidance on Code Apps, canva power-platform-expert
31. 🌐🔧 project-supervisor-orchestrator — Project workflow orchestrator. project-supervisor-orchestrator
32. 🌐🔵 Blueprint Mode — Executes structured workflows with an emphasis on correctness. blueprint-mode
33. 🌐📖 Blueprint Codex Mode — Executes structured workflows with minimal tool usage. blueprint-mode-codex
34. 🌐📁 Project Scaffold — Creates projects. meta-agentic-project-scaffold
35. 🌐🛍️ Shopify Expert — Assistant for Shopify development, themes, Liquid and apps. shopify-expert
36. 🌐🧠 Strategic Consultant — Strategic planning consultant with an interview-based workflow (Opus). planner
37. 🌐📡 WebSocket Engineer — Implements real-time communication using WebSockets. websocket-engineer

XXI. 🏢 Strategy and Leadership (12)

1. 🏢⚔️ Strategic Duels Agent — Conducts strategic duels using game theory and Chinese strategies. Strategy Duel Agent
2. 🏢♻️ ESG Manager — Sustainability strategist who develops ESG programmes and produces reports. ESG & Sustainability Officer
3. 🏢📝 Summary Generator — AI specialist who creates consultancy-style summaries of complex information. Executive Summary Generator
4. 🏢📈 Solution Engineer — Manual builder of GIS prototypes. Solution Engineer
5. 🏢📈 Competitive Analyst — Analyses competitors, benchmarks against market leaders and develops strategies. competitive-analyst
6. 🏢🔄 Change Management Consultant — Guides organisations through technological change using proven methodologies. Change Management Consultant
7. 🏢⚙️ Operations Manager — Optimises business processes using Lean and Six Sigma methodologies. Operations Manager
8. 🏢🧠 NEXUS Strategy — Synchronises independent AI specialists into an intelligent network. nexus-strategy
9. 🏢↔️ Requirements to Jira — Converts requirements documents into Jira epics and user stories. atlassian-requirements-to-jira
10. 🏢📢 PR & Communications Manager — Manages media relations, press releases and crisis communications. PR & Communications Manager
11. 🏢🏢 Studio Operations Manager — Optimises day-to-day studio operations, processes and resource coordination. Studio Operations
12. 🏢🇨🇳 Chinese E-Commerce Operator — Specialist in the Chinese e-commerce market (Taobao, Tmall, Pinduoduo). China E-Commerce Operator

XXII. 📝 Documentation & Knowledge (4)

1. 📝📜 Changelog Generator — Specialist in generating changelogs and release notes. changelog-generator
2. 📝📈 Vault Optimiser — Performance optimisation. vault-optimizer
3. 📝📝 Meeting Notes Specialist — Systematically extracts decisions, action items and open questions from meetings. Meeting Notes Specialist
4. 📝🧠 ZK Knowledge Steward — Manages knowledge bases in the Zettelkasten style. ZK Steward

XXIII. 🧩 Other / General-purpose (90)

1. 🧩🖥️ Expert .NET Engineer — Provides expert .NET consultancy using modern patterns. expert-dotnet-software-engineer
2. 🧩📁 M365 Admin — Automates M365 tasks. m365-admin
3. 🧩✨ Code Alchemist — Transforms code in accordance with Clean Code and SOLID principles. wg-code-alchemist
4. 🧩📈 Interaction Analyst — Analyses user interactions. screenshot-interaction-analyzer
5. 🧩🔍 Requirements Analyst — Consultant for preliminary requirements analysis (Opus). analyst
6. 🧩🔍 Requirements Analyst — Consultant for preliminary requirements analysis (Opus). analyst
7. 🧩📊 Screenshot Analyst — Analyses business logic. screenshot-business-analyzer
8. 🧩🖼️ UI Screenshot Analyser — Analyses visual components, layouts and design patterns of user interfaces. screenshot-ui-analyzer
9. 🧩🔍 Error Analysis — Performs root cause analysis, regression isolation and bug resolution. debugger
10. 🧩🔍 Error Analysis — Performs root cause analysis, regression isolation and bug resolution. debugger
11. 🧩🌍 Anthropologist — Examines cultural systems, rituals and social structures. Anthropologist
12. 🧩🧐 Service Auditor — Browses services, understands them and proposes improvements. service-auditor
13. 🧩📝 Azure AVM Bicep — Creates, updates and revises Azure IaC in Bicep using AVM. azure-verified-modules-bicep
14. 🧩🏦 Banking Agent — Expert in mortgages and banking products in the Czech Republic. banking-agent
15. 🧩⏱️ Performance Benchmarker — Measures, analyses and improves the performance of systems and applications. Performance Benchmarker
16. 🧩💥 Chaos Engineer — Designs and executes failure experiments to verify system resilience. chaos-engineer
17. 🧩🇨🇿 CzechAI Orchestrator — Coordinates specialised agents within the CzechAI suite. czechai-master
18. 🧩🔍 Error Detective — Diagnoses system errors and correlates them across services. error-detective
19. 🧩↔️ Task Distributor — Distributes tasks among agents and balances workload. task-distributor
20. 🧩🩺 Platform Doctor — Monitors Uptime Kuma and automatically repairs failed services. platform-doctor
21. 🧩🤖 Agent Expert — Creates specialised Claude Code agents for the component system. agent-expert
22. 🧩💻 CLI Command Expert — Specialist in CLI command development and argument design. command-expert
23. 🧩📊 Testing Expert — Creates tests for Java applications. diffblue-cover
24. 🧩🔗 URL Extractor — URL extraction. url-link-extractor
25. 🧩🤖 Firmware Engineer — Specialist in firmware for embedded systems and RTOS. Embedded Firmware Engineer
26. 🧩🇫🇷 French Consultant — Helps navigate the French freelance market for consultants. French Consulting Market Navigator
27. 🧩📄 Document Generator — Programmatically creates professional PDF, PPTX, DOCX and XLSX files. Document Generator
28. 🧩💡 App Idea Generator — Brainstorms and develops new application ideas through interactive questioning. simple-app-idea-generator
29. 🧩🌍 Geographer — Expert in physical and human geography, cartography and analysis. Geographer
30. 🧩🗺️ GIS Analyst — Creates maps, manages layers and performs spatial queries. GIS Analyst
31. 🧩🐙 Git Master — Expert in atomic commits and history management. git-master
32. 🧩🐙 Git Master — Expert in atomic commits and history management. git-master
33. 🧩💻 GPT 4.1 Coder — A cutting-edge coding agent leveraging the advanced GPT 4.1 model. 4.1-Beast
34. 🧩⚡ GPU Coder — Delegates coding tasks to a GPU server. gpu-coder
35. 🧩📜 Historian — Expert in historical analysis, periodisation and historiography. Historian
36. 🧩💸 Betting Value Finder — Searches for advantageous betting opportunities on BettorEdge markets. BettorEdge Value Finder
37. 🧩🧩 Code Pattern Finder — Searches the codebase for patterns and examples to assist with implementation. codebase-pattern-finder
38. 🧩👀 Dataroom Watcher — Monitors the VDR for new documents and the status of the closing checklist. dataroom-watcher
39. 🧩🛠️ Tool Evaluator — Evaluates, tests and recommends technologies, software and platforms. Tool Evaluator
40. 🧩📥 Installation Agent — Helps discover, browse and install Claude Code agents. agent-installer
41. 🧩🤏 Minimal Change Engineer — Makes only the necessary changes and resists scope creep. Minimal Change Engineer
42. 🧩⚙️ IT Service Manager — Expert in IT service management in accordance with ITIL 4, handling incidents. IT Service Manager
43. 🧩🌍 Language Translator — Translates between Spanish and English with cultural context and dialect awareness. Language Translator
44. 🧩🗺️ Cartography Designer — Designs beautiful and legible maps with an emphasis on aesthetics. Cartography Designer
45. 🧩✍️ Comments Resolver — Addresses comments on pull requests and code reviews. address-comments
46. 🧩🤝 Agent Coordinator — Coordinates multiple agents, shares state and synchronises work. multi-agent-coordinator
47. 🧩🚨 error coordinator — coordinates error resolution error-coordinator
48. 🧩🇰🇷 Korean Business Navigator — A guide to Korean business culture for international professionals. Korean Business Navigator
49. 🧩🗣️ Communication Coach — Improves communication, refines tone and prepares users for difficult conversations. communication-excellence-coach
50. 🧩🤔 Critical Thinking — Challenges assumptions and promotes critical thinking to arrive at the best solutions. critical-thinking
51. 🧩🐞 Application Debugger — Debugs applications to identify and fix errors. debug
52. 🧩💻 LSP/Index Engineer — Specialist in Language Server Protocol for intelligent code systems. LSP/Index Engineer
53. 🧩🔄 Systems Moderniser — Modernises legacy systems, reduces technical debt and manages migrations. legacy-modernizer
54. 🧩📖 Playbook Monitor — Tracks deviations and proposes updates to playbooks. playbook-monitor
55. 🧩🧠 Behavioural Nudge Engine — Adapts software interactions to increase user motivation. Behavioral Nudge Engine
56. 🧩📝 OCR Text Corrector — Corrects and cleans text processed by OCR, fixing errors. ocr-grammar-fixer
57. 🧩🖼️ OCR Preprocessing Optimiser — Optimises images for OCR, reduces noise and corrects skew. ocr-preprocessing-optimizer
58. 🧩🔗 Identity Graph Operator — Manages a shared identity graph for multiple AI agents. Identity Graph Operator
59. 🧩🤝 Agent Organiser — Assembles and optimises agent teams for complex projects. agent-organizer
60. 🧩💻 OrgScript Engineer — Designs and implements OrgScript grammar and logic. OrgScript Engineer
61. 🧩✅ Understanding Verification — Verifies comprehension of code and design patterns through guided questioning. demonstrate-understanding
62. 🧩🗓️ Task Planner — Creates actionable implementation plans for projects. task-planner
63. 🧩☂️ Insurance Adviser — An insurance expert for the Czech Republic, assisting with selection and arrangement. insurance-agent
64. 🧩🔢 Power BI DAX Expert — Provides DAX guidance in Power BI for performance and readability. power-bi-dax-expert
65. 🧩📈 Power BI Visualisation Expert — Designs effective and high-performance reports and visualisations in Power BI. power-bi-visualization-expert
66. 🧩🚀 Power BI Performance Expert — Optimises Power BI performance, resolves issues and monitors results. power-bi-performance-expert
67. 🧩🔧 pravnik-agent — Specialist legal assistant for Czech law with a RAG database of 39 sta pravnik-agent
68. 🧩🔧 principal-software-engineer — Provide principal-level software engineering guidance with f principal-software-engineer
69. 🧩🖼️ Programmatic & Display Buyer — Purchases display advertising and programmatic media for campaigns. Programmatic & Display Buyer
70. 🧩🧠 Psychologist — Specialist in human behaviour Psychologist
71. 🧩📚 Microsoft Study Mode — Teaches through examples microsoft-study-mode
72. 🧩💻 Rapid Prototyper — Specialist in rapid development Rapid Prototyper
73. 🧩📆 Renewal Tracker — Monitors registry renewals renewal-watcher
74. 🧩💻 Expert Software Engineer — Delivers production-ready, maintainable code systematically and precisely. software-engineer-agent-v1
75. 🧩📝 Specification Specialist — Generates and updates specification documents for features. specification
76. 🧩🧠 Context Manager — Manages shared state, information retrieval and data synchronisation. context-manager
77. 🧩🛡️ Commit Guardian — Performs 10 automated checks before every git commit. commit-guardian
78. 🧩📈 Registry Synchronisation — Synchronises registries and dispatches notifications registry-sync
79. 🧩✅ TDD Green Phase — Implements minimal code to meet requirements and pass tests. tdd-green
80. 🧩🛠️ Agent Factory — Designs and creates custom VS Code agents with optimal configuration. custom-agent-foundry
81. 🧩🌟 Ultimate Thinking Beast — The ultimate transparent thinking beast with unlimited creativity. Ultimate-Transparent-Thinking-Beast-Mode
82. 🧩🤖 Universal Agent — Handles complex tasks with automatic delegation. general-purpose
83. 🧩📄 Text Validator — text verification text-comparison-validator
84. 🧩🔗 URL Validator — URL validation url-context-validator
85. 🧩⚙️ Task Executor — Focused on carrying out implementation work. executor
86. 🧩⚙️ Task Executor — Focused on carrying out implementation work. executor
87. 🧩⚡ Web Vitals Optimiser — Optimises website performance, improving LCP, FID, CLS. web-vitals-optimizer
88. 🧩💻 WinForms Expert — Supports .NET WinForms application development with OOP. WinFormsExpert
89. 🧩🕹️ XR Cockpit Specialist — Designs and develops immersive cockpit control systems for XR. XR Cockpit Interaction Specialist
90. 🧩📝 Requirement Refinement — Refining requirements and acceptance criteria refine-issue

Supplementary swarm groups (production swarms by domain)

⚙️ Automation (1): Automation Swarm — workflow_designer, integration_helper, scheduler.

🏢 Business (3): Sole Traders Swarm (tax_advisor, invoice_helper, admin_assistant) · Companies Swarm (company_analyst, financial_reviewer, ma_advisor) · Byznys Papa (pipeline).

🕵️ Compliance (2): AML Swarm (sanctions_checker, pep_checker, risk_scorer) · osint.

📊 Data (3): data-analyst · ml-engineer · scraper.

💻 Engineering (7): frontend-dev · backend-dev · devops · security · code-review · architect · qa-tester.

💰 Finance (3): Banking Swarm (credit_scorer, loan_advisor, risk_assessor) · accountant · investor.

🌐 General (1): translator.

🛡️ Insurance (1): Insurance Swarm — risk_assessor, product_comparator, advisor.

🧠 Intelligence (1): Spy Detective — extractor, investigator.

⚖️ Legal (1): Legal Swarm — legal_researcher, contract_analyst, compliance_checker.

📈 Marketing (3): marketing · linkedin · email-outreach.

📋 Product (2): product · ux-research.

🏠 Property (6): Valuation Swarm (price_estimator, market_analyst, comparator) · Property Swarm (searcher, filter, presenter) · Property Intelligence Swarm (market_analyst, trend_detector, reporter) · Listings Swarm (listing_optimizer, client_matcher, market_analyst) · LeadReaper (Hunter, Classifier, Analyst, Scout, Reporter) · Property Watchdog (W01_scanner, W02_classifier, W03_price_verifier, W04_reporter).

🔍 Research (1): DeepResearchBeast — planner, researcher, synthesizer.

🤝 Sales (4): Leads Swarm (router, qualifier, enricher) · LeadReaper B2B (ZERO, DEER, READY AGENT, HERMES) · sales · pitch-maker.

✍️ Writing (2): tech-writer · content-writer.

Note on orchestration (Claude Stack): The CzechAI Arsenal selects specialists for each task, assembles swarms and connects them with models, proprietary data, the web, registries, documents, code, applications and internal infrastructure. Subject to the permissions granted, it executes work within connected tools, produces output, triggers workflows or hands the task off to the next specialist. At arzenal.czechai.io you will find agents, swarms, MCP tools, skills, RAG and memory — including the ability to swap Claude for a custom model without changing the solution logic. The production registry contains 73 agents across 40 swarms built on 15 shared tools; the local library holds a further 749 agent definitions and 1,475 skills.

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Built and operated solo, without investor backing, from private resources.

Operational Stack

Six proprietary servers (incl. a GPU server with RTX PRO 6000, 96 GB VRAM), operated and maintained within own infrastructure in the Czech Republic.

Key stacks (selection): Dify, Supabase, PostHog, AppFlowy, Frappe CRM, IntelOwl (v6.7.0, 7 containers), Airflow, Firecrawl, n8n, Qdrant, Neo4j, reality-scraper-pro (5× VNC scrapers), LiteLLM, Portainer, Uptime Kuma, Grafana/Prometheus and more.

GPU 170 — Ollama (live 2026-06-08, 6 models in /api/tags)

Model	Size	Param	Quant.	Status
huihuiai/Qwen3.6-abliterated:35b-Claude-4.7	23,9 GB	36,0B	Q4KM	primary chat (cold at time of measurement)
GFalcon-UA/dolphin3-r1-mistral:latest	13,5 GB	23,6B	Q40	🔥 warm 20,7 GB (uncensored R1)
qwen36-chat:35b	23,9 GB	36,0B	Q4KM	—
huihuiai/Qwen3.6-abliterated:35b	23,9 GB	36,0B	Q4KM	—
huihuiai/qwen3-coder-abliterated:30b-a3b-instruct-q4KM	18,6 GB	30,5B	Q4KM	🔥 warm 45,3 GB (256K ctx)
nomic-embed-text:latest	0,27 GB	137M	F16	embeddings

VRAM warm live: ~66 GB / 96 GB.

Database layer

• 27M contacts · 3.48M ARES companies · 344,411 properties (MASTER_LIVE) · 212.8M RUIAN addresses.
• Storage technologies: Qdrant / Weaviate / ClickHouse / Kafka / MongoDB / Redis / PostgreSQL / SQLite.
• 23 vector collections (case law 617,362 vectors, e-Sbírka 277,644 vectors and others).

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Segments

Segment	Who	What we most commonly address
Regulated Institutions	banks, insurance companies, legal and compliance teams	AML and sanctions screening, collateral valuation, legal AI, fraud intelligence, document processing, auditable workflow
Real Estate and Investment	agents, estate agencies, property buyers, investors	V24 price map, below-market opportunities, auctions, portal database, property due diligence
Businesses and Public Administration	sales, marketing, administration, customer care, public authorities, schools	custom AI assistants, automation, reporting, search and document processing

Framing statement from the website: "We do not regard technology as an end in itself. Every solution begins with a specific decision that a person or team needs to make faster, with better data and a traceable outcome."

Further industry groups (categories 14–20, not featured on the website or in the segment table): sole traders and micro-businesses, corporate procurement and compliance, e-commerce, logistics and transport, manufacturing, professional services, healthcare.

What I deliver to banks and insurance companies

Everything in Czech, on-premise, with an audit trail — ready for ČNB, EIOPA, GDPR and the EU AI Act.

Area	What I deliver	Evidence
AI Lawyer	The ultimate assistant — law, case law, regulation + your own documentation	17 679 regulations · 577 000+ decisions
AML / sanctions / compliance	Screening of individuals and companies: sanctions, PEP, insolvency, enforcement orders, UBO to the 5th degree — 18 modules	3.6 million sanctions · screening ~16 s · Act 253/2008
Insurance fraud detection	CzechAI Shield — Fraud Score 0–100 (incl. network analysis)	fraud in the Czech Republic > CZK 1 bn/year (ČAP)
Collateral Valuation	Price map — estimate from address/URL, LTV basis	R² 0.948 · MAPE 7.13 % · 20,564 municipalities
Credit Scoring & Financing	Credit scoring, comparison of 9 banks, pre-approval within 24–48 h	HypoStars · AaL Prime
Underwriting & Claims Settlement	AI modules for underwriting, claims settlement and valuation	insurance AI platform

AI Lawyer for Banks/Insurers — consolidated legal intelligence: covers the entire Czech legal framework (17,679 regulations in full text, 25,071 §, the complete Collection of Laws), all case law (577,000+ decisions of the Supreme Court, Supreme Administrative Court, Constitutional Court, regional and district courts), encompasses the banking and insurance landscape (product terms and conditions, compliance regimes GDPR · EU AI Act · NIS2 · DORA · MiFID II · AML Act 253/2008), learns YOUR complete documentation on-premise, anti-hallucination verification of every citation, litigation mode, live transcription of proceedings. Live demo: banky.czechai.io router.czechai.io/web/czechai-pojistovny-banky.html.

One-pager for the public sector — why the state needs sovereign AI

Who we are for the public sector: The largest private AI infrastructure in the Czech Republic, built over 8 years without external investment, entirely from own resources — proprietary models, agents, data pipelines and GPU servers located on Czech territory.

Why: data remains in the Czech Republic (no transfer to foreign clouds) · independence (ending vendor lock-in on Microsoft / Google / AWS) · lower costs and speed (ready-made products, not years of development) · auditability & compliance (audit trails, PII/prompt-injection guardrails, source references).

Use cases for public authorities:

Area	CzechAI Solution	Benefit for the State
eGovernment / Citizens	AI assistant with real-world actions (AGENT MAX)	faster services, shorter queues
Compliance / Oversight	AML/OSINT due diligence checks on individuals and companies from public registers	risk detection, due diligence
State Assets	Price Map — property valuation (ML)	objective valuation, cost savings
Law / legislation	AI Lawyer across 577k+ rulings	contract review, support for authorities and courts
Internal operations	Proprietary LLM gateway + agents	agenda automation, time savings

How we differ from major cloud providers: on-prem / sovereign deployment · Czech, in Czech, with Czech support and knowledge of Czech registers and law · independent Czech supplier (fair competition, no lock-in) · real products in live operation, not a pilot on paper.

How to get started (low risk): 1) pilot on one live use case (AML check or AI assistant) — measurable result within 30–60 days; 2) evaluation of accuracy, security and savings; 3) scaling to production. Offer: free initial consultation + bespoke pilot proposal tailored to your department.

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1. We identify a decision or process with clear value. Not "AI in general" — one specific step that currently costs time or money.
2. We connect the data. Internal documents, client systems and external registers.
3. We deploy a measurable pilot on real cases. Success metrics agreed in advance.
4. Once validated, we scale to production — via API or directly into internal systems.

We can design the deployment as SaaS, API, private cloud or on-premise. Security, regulatory and data requirements are assessed individually for each specific case.

Process heading on the website: "First we validate the value. Then we scale."

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Note from source: Specific institutional contacts, names of individuals and access credentials have been deliberately removed from the underlying materials (internal/sensitive). The economics and references below remain as presented to investors/pitch.

How expertise is evidenced

• 💼 737 clients · 1,121 invoices · CZK 43.4 million invoiced (2022–2026) — documented in records.
• 🏛️ References: The Czech State incl. the AI domain · Ministry of Justice of the Czech Republic · Ministry of Education of the Slovak Republic · Charles University · Prague University of Economics and Business · Labour Office of the Czech Republic · dozens of leading companies (Ferona, PORR, GEMO, VEKRA, ZF…).
• 🏠 Absolute dominance in the Czech real estate market, dominance in both data and speed · 8 years · tens of thousands of hours of development.
• 🎓 Certifications: Elements of AI (Helsinki), Google, European AI certifications; operates in accordance with the EU AI Pact; European security clearances.

Pitch dataset (hard figures — as presented)

27M contacts · 197,000 properties real-time / 349,908 in MASTER_LIVE · 3.6M AML (1.6M sanctions) · price map V25 (new generation) / V24 production · AML 18 modules · 4,020 agents (including 720 Claude), 40 swarms · 35,000+ apartment buildings with a single owner · voice assistant · 6 servers + GPU RTX PRO 6000.

Summary in 4 sentences

1. CzechAI is built by me alone — over 8 years I have constructed the largest private AI infrastructure in the Czech Republic: a legal intelligence engine trained on 577,000 decisions, AML coverage across 3.6 million sanctions records, and property valuation with accuracy exceeding 94%.
2. For banks and insurance companies I offer AI Lawyer as an all-encompassing assistant — with command of law, case law, regulation and your internal documentation — plus AML, fraud detection, collateral valuation and credit scoring; all on-premise.
3. 1,550+ programmes in production, absolute dominance in the Czech real estate market as well as in data and speed, 737 clients and CZK 43 million invoiced — and I can deliver an MVP within weeks.
4. I am certified (Elements of AI – Helsinki, Google, European AI certifications), operate in accordance with the EU AI Pact and hold European security clearances. References: the Czech state including AI, the Ministry of Justice of the Czech Republic, the Ministry of Education of the Slovak Republic, Charles University.

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CzechAI is built upon extensive proprietary datasets operated within the Czech Republic:

• 3.48 million companies from the Commercial Register (ARES).
• 2.8 million individuals and millions of contacts across registries.
• Hundreds of thousands of properties with assessed investment opportunities.
• Sanctions and AML records (millions of entries from multiple sources).
• RUIAN geospatial data and Land Registry — addresses, land parcels, ownership structure.
• Case law and legislation — hundreds of thousands of court decisions and full texts of legal acts.
• Rental price map and further specialised datasets.

These assets form the foundation of all products and are also available on a standalone basis.

What we build on (per MASTER_PUBLIC): public company registries (ARES) and individual registries · properties with assessed investment opportunities · sanctions and AML data from public sources · geospatial data (RÚIAN, Land Registry) — addresses, land parcels, ownership structure · case law and legislation — hundreds of thousands of decisions and full texts of legal acts.

"We operate everything with full sovereignty on infrastructure located in the Czech Republic — data does not leave the country."

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A&L Prime s.r.o. — Founder, Lead Developer and CEO of CzechAI ✉️ ceo@czechai.io

CzechAI · A&L Prime s.r.o. (Czech limited liability company) · Company ID 24009245 · Ostrava

Live demos / links referenced across sources: - Service Universe (full stack): router.czechai.io/web/vesmir-sluzeb.html stack.czechai.io portal.czechai.io - AI Lawyer: program2.czechai.io - Banks & insurers: banky.czechai.io router.czechai.io/web/czechai-pojistovny-banky.html - Financing: hypostars.cz alprime.czechai.io - Property / EstateX: estatex.club - Price map: shadow.czechai.io - Property copilot: copilot.czechai.io - Main chat cockpit: chat.czechai.io - Claude Arsenal: arzenal.czechai.io - CzechAI Academy: academy.czechai.io (verification: verify.czechai.io) - AI X-Ray: rentgen.czechai.io - Property acquisition: vykup.czechai.io - RealityScan: realityscan.pro - Digital Print Shop: tiskarna.digital · Digital Marketplace: trziste.digital - Kronos (financial forecasting): kronos.czechai.io - worldmonitor: monitor2.czechai.io · Crucix: intel.czechai.io - OSINT screening: osint.czechai.io - Rozesílka.eu: rozesilka.eu - Marketing Command Deck: marketing.czechai.io

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Items remaining to be completed (placeholders from sources)

• Start date / employment basis (CV: [to be completed]).
• Education — institution, field of study, year (CV: [to be completed]).
• Level of English and German (CV: [to be completed]).
• GitHub / LinkedIn / contact references (CV: [to be completed]).
• R² 0.948 methodology — sample size, period and property type (banks will ask).