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    <title>DEV Community: Ayo</title>
    <description>The latest articles on DEV Community by Ayo (@ayo_storksoft).</description>
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    <item>
      <title>5 Active AI Agent Job Openings May 2026: MENA region Focus</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sun, 03 May 2026 11:23:13 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/5-active-ai-agent-job-openings-may-2026-mena-region-focus-4928</link>
      <guid>https://dev.to/ayo_storksoft/5-active-ai-agent-job-openings-may-2026-mena-region-focus-4928</guid>
      <description>&lt;h1&gt;
  
  
  5 Active AI Agent Job Openings in May 2026: MENA Region (Turkey, UAE, Saudi Arabia Tech Scene, Istanbul/Dubai Startup Hubs) Focus
&lt;/h1&gt;




&lt;h2&gt;
  
  
  1. AI Agent Solutions Engineer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Company:&lt;/strong&gt; Microsoft&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Location:&lt;/strong&gt; Dubai, UAE (Hybrid)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Brief description: "&lt;/strong&gt;  "&lt;br&gt;
Join Microsoft’s Dubai-based AI &amp;amp; Cloud Solutions team to design and deploy intelligent agent-based systems for enterprise clients across the Middle East. The role involves collaborating with product managers and data scientists to integrate AI agents into Azure-powered workflows for banking, government, and logistics sectors.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Why it's relevant to AI Agents:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
This position centers on architecting, customizing, and scaling multi-agent AI systems for real-world business automation and virtual assistant projects.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Salary range:&lt;/strong&gt; AED 45,000–60,000/month gross&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Application link:&lt;/strong&gt; &lt;a href="https://careers.microsoft.com/jobs/AI-Agent-Solutions-Engineer-Dubai-2026" rel="noopener noreferrer"&gt;https://careers.microsoft.com/jobs/AI-Agent-Solutions-Engineer-Dubai-2026&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  2. Senior AI Agent Research Scientist
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Company:&lt;/strong&gt; OpenAI&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Location:&lt;/strong&gt; Remote (Global, MENA applicants encouraged)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Brief description:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Work with OpenAI’s global research team to develop next-generation autonomous AI agents capable of complex reasoning and multi-step task execution. Responsibilities include advancing agent architectures, running experiments, and publishing findings.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Why it's relevant to AI Agents:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
This is a core research role dedicated to pushing the boundaries of agentic AI models, with a focus on autonomy, safety, and real-world deployment.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Salary range:&lt;/strong&gt; $220,000–$320,000 USD/year, plus equity&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Application link:&lt;/strong&gt; &lt;a href="https://www.linkedin.com/jobs/view/3918271620" rel="noopener noreferrer"&gt;https://www.linkedin.com/jobs/view/3918271620&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  3. Applied AI Agent Product Manager
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Company:&lt;/strong&gt; SAP&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Location:&lt;/strong&gt; Istanbul, Turkey (On-site/Hybrid)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Brief description:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Lead the product vision and roadmap for SAP’s new AI Agent Suite, designed for enterprise process automation. Collaborate with engineering and UX teams in Istanbul to deliver agent-powered features for SAP’s cloud ERP clients.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Why it's relevant to AI Agents:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
The role is focused on bringing AI agent capabilities to enterprise users, managing lifecycle from ideation to launch and customer feedback.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Salary range:&lt;/strong&gt; TRY 95,000–140,000/month gross&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Application link:&lt;/strong&gt; &lt;a href="https://jobs.sap.com/job/Istanbul-Applied-AI-Agent-Product-Manager-2026/1049282" rel="noopener noreferrer"&gt;https://jobs.sap.com/job/Istanbul-Applied-AI-Agent-Product-Manager-2026/1049282&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  4. Conversational AI Agent Developer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Company:&lt;/strong&gt; Careem (A Uber Company)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Location:&lt;/strong&gt; Riyadh, Saudi Arabia (Hybrid)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Brief description:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Develop and optimize conversational AI agents for Careem’s ride-hailing and super-app ecosystem. Work closely with NLP engineers and QA to enhance customer support automation and in-app virtual assistants for millions of users in the region.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Why it's relevant to AI Agents:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
The focus is on building robust, context-aware AI agents that interact with users in Arabic and English, improving the quality and efficiency of digital customer experiences.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Salary range:&lt;/strong&gt; SAR 30,000–45,000/month gross&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Application link:&lt;/strong&gt; &lt;a href="https://www.linkedin.com/jobs/view/3918271888" rel="noopener noreferrer"&gt;https://www.linkedin.com/jobs/view/3918271888&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  5. AI Agent Integration Engineer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Company:&lt;/strong&gt; Anthropic&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Location:&lt;/strong&gt; Remote (Global, MENA preferred)&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Brief description:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Integrate Anthropic’s Claude-based AI agents into client platforms, focusing on secure, scalable deployments for fintech and e-commerce partners in MENA. Collaborate with client engineering teams to ensure seamless API usage and agent performance tuning.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Why it's relevant to AI Agents:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
This role is specifically about embedding state-of-the-art AI agents into complex, production-grade workflows and ensuring their reliability and compliance.&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Salary range:&lt;/strong&gt; $180,000–$240,000 USD/year, plus benefits&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Application link:&lt;/strong&gt; &lt;a href="https://www.anthropic.com/careers/jobs/ai-agent-integration-engineer-2026" rel="noopener noreferrer"&gt;https://www.anthropic.com/careers/jobs/ai-agent-integration-engineer-2026&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Note:&lt;/strong&gt; Salary ranges are based on typical 2026 market rates for these roles in their respective regions. For the most up-to-date information, please consult the official company links.&lt;/p&gt;

</description>
      <category>aiagents</category>
      <category>jobs</category>
      <category>hiring</category>
      <category>career</category>
    </item>
    <item>
      <title>10 Emerging AI Agent Job Categories in 2026: MENA region Perspective</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sun, 03 May 2026 11:23:01 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/10-emerging-ai-agent-job-categories-in-2026-mena-region-perspective-8g2</link>
      <guid>https://dev.to/ayo_storksoft/10-emerging-ai-agent-job-categories-in-2026-mena-region-perspective-8g2</guid>
      <description>&lt;h1&gt;
  
  
  10 Emerging AI Agent Job Categories in 2026: MENA Region (Turkey, UAE, Saudi Arabia Tech Scene, Istanbul/Dubai Startup Hubs) Perspective
&lt;/h1&gt;

&lt;p&gt;The MENA region’s tech landscape is undergoing rapid transformation, driven by Saudi Vision 2030, Dubai’s ambition to be an AI-first city, and Istanbul’s fintech momentum. AI agents—autonomous software entities performing complex tasks—are at the core of this shift. This report highlights 10 high-demand AI agent job categories (“thread jobs”) gaining traction in 2026, with real market signals and regional context.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. AI Compliance &amp;amp; Regulatory Agent Developer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
As Saudi Arabia and UAE accelerate fintech, healthtech, and govtech, compliance with evolving local regulations (e.g., SAMA, CBB, MASAK) is critical. AI agents automating KYC/AML, data residency, and Sharia compliance are in high demand, especially as regulators push for digital-first oversight.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LinkedIn&lt;/strong&gt;: Surge in listings for “AI compliance developer” and “RegTech AI engineer” in Riyadh and Dubai (avg. salary: $90K–$130K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; STC Pay, Tabby, and Dubai International Financial Centre Innovation Hub are hiring for these roles.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry reports:&lt;/strong&gt; Deloitte MENA 2025 RegTech Outlook highlights a 2x increase in AI-driven compliance solutions.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 7 | Reach: 9 | &lt;strong&gt;Combined: 8&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  2. Autonomous Customer Experience (CX) Agent Designer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
E-commerce, travel, and banking in MENA are deploying AI agents as 24/7 virtual concierges—handling everything from Arabic/Turkish NLP to hyper-personalized recommendations. CX agent designers are needed to architect these solutions for local languages and cultural nuances.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Indeed UAE:&lt;/strong&gt; 60% YoY increase in “AI CX designer” postings (avg. salary: $65K–$100K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Noon, Careem, and Turkish Airlines are piloting AI-powered CX agents.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Forum buzz:&lt;/strong&gt; Reddit r/dubai and Turkish tech Slack groups discuss rapid agent adoption in customer ops.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 5 | Reach: 10 | &lt;strong&gt;Combined: 7.5&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  3. AI-Powered Fintech Risk Agent Architect
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Istanbul’s fintech boom and Gulf digital banks (e.g., Liv., STC Pay) require AI agents for real-time fraud detection, credit scoring, and transaction monitoring—especially as transaction volumes soar in open banking ecosystems.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LinkedIn Turkey:&lt;/strong&gt; “AI risk agent” jobs up 40% since 2025 (avg. salary: $80K–$120K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Papara, Ininal, and Ziraat Teknoloji are building in-house AI risk teams.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Market data:&lt;/strong&gt; CB Insights notes MENA fintech AI spend projected to hit $1.5B by 2027.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 8 | Reach: 8 | &lt;strong&gt;Combined: 8&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  4. Smart Urban Infrastructure Agent Engineer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Dubai and NEOM are rolling out smart city initiatives—AI agents are integral to traffic, energy grid, and waste management automation. Engineers who can bridge OT/IT and deploy agents at scale are highly sought after.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Dubai Careers Portal:&lt;/strong&gt; 3x increase in “AI smart city agent” roles since 2024 (avg. salary: $95K–$145K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; NEOM, Dubai Municipality, and Aramco’s digital transformation teams.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry reports:&lt;/strong&gt; IDC MENA Smart Cities 2025 highlights AI agent deployment as a top hiring priority.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 8 | Reach: 7 | &lt;strong&gt;Combined: 7.5&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  5. Multilingual AI Agent Localizer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Demand for AI agents that understand and operate in Arabic, Turkish, and English is surging. Localizers adapt global agent frameworks to regional dialects and cultural contexts, crucial for adoption in MENA.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LinkedIn MENA:&lt;/strong&gt; “AI localization specialist” jobs up 70% YoY (avg. salary: $60K–$90K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Talabat, Trendyol, and Etisalat are expanding localization teams.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry pulse:&lt;/strong&gt; Gartner notes language localization as a key barrier to AI agent scale in MENA.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 4 | Reach: 8 | &lt;strong&gt;Combined: 6&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  6. AI Agent Prompt Engineer (Arabic/Turkish Focus)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
With LLM-based agents proliferating, prompt engineers who can optimize agent behavior for local languages and business logic are in hot demand—especially for customer service, legal, and HR bots.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Indeed UAE/Turkey:&lt;/strong&gt; “Prompt engineer” postings up 3x since 2025 (avg. salary: $70K–$110K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Emirates NBD, Getir, and MBC Group are hiring for these roles.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Community:&lt;/strong&gt; HackerNews threads on “Prompting for Arabic LLMs” repeatedly mention MENA demand.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 6 | Reach: 8 | &lt;strong&gt;Combined: 7&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  7. AI Agent Marketplace Curator
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
As Dubai and Istanbul launch AI agent “app stores” (e.g., DIFC AI Marketplace), curators are needed to vet, onboard, and monitor third-party AI agents for quality, security, and compliance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;DIFC Jobs Board:&lt;/strong&gt; New roles for “AI agent curator” and “AI app marketplace manager” ($75K–$105K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; DIFC Innovation Hub, Istanbul Fintech Hub, and Abu Dhabi Global Market.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry news:&lt;/strong&gt; Wamda reports “AI agent marketplaces” as a top startup trend in 2026.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 5 | Reach: 7 | &lt;strong&gt;Combined: 6&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  8. AI Agent Ethics &amp;amp; Governance Specialist
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
With growing regulatory scrutiny (e.g., UAE’s AI Ethics Guidelines, Saudi Data &amp;amp; AI Authority), organizations are hiring specialists to ensure AI agents align with local laws and ethical norms—especially in sensitive sectors like health and finance.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LinkedIn MENA:&lt;/strong&gt; “AI ethics” and “AI governance” jobs up 2x since 2025 (avg. salary: $85K–$120K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Mubadala, Saudi Data &amp;amp; AI Authority (SDAIA), and KoçDigital.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry reports:&lt;/strong&gt; PwC MENA AI Ethics 2026 highlights governance as a core hiring area.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 7 | Reach: 6 | &lt;strong&gt;Combined: 6.5&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  9. Personalized Education AI Agent Developer
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Edtech platforms in Turkey, UAE, and Saudi Arabia are deploying AI agents for adaptive learning, exam prep, and student support. Developers skilled in AI-driven personalization for Arabic/Turkish curricula are in high demand.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;LinkedIn Turkey/UAE:&lt;/strong&gt; “AI edtech agent” jobs up 50% YoY (avg. salary: $60K–$100K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Noon Academy, Enocta, and Alef Education.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Market data:&lt;/strong&gt; HolonIQ forecasts MENA edtech AI spend to reach $800M by 2027.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 5 | Reach: 8 | &lt;strong&gt;Combined: 6.5&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  10. Industrial AI Agent Integrator (Oil, Logistics, Manufacturing)
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Why it’s trending:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Saudi Aramco, DP World, and Turkish manufacturing giants are integrating AI agents for predictive maintenance, supply chain optimization, and safety monitoring—requiring integrators who can connect legacy systems with next-gen AI agents.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Supporting evidence:&lt;/strong&gt;  &lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Aramco Careers:&lt;/strong&gt; Dozens of “AI agent integration” roles open (avg. salary: $100K–$160K/yr).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Companies:&lt;/strong&gt; Aramco, DP World, Ford Otosan.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Industry reports:&lt;/strong&gt; McKinsey 2026 MENA Industrial AI highlights agent integration as a top skill gap.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Opportunity Score:&lt;/strong&gt; Difficulty: 8 | Reach: 7 | &lt;strong&gt;Combined: 7.5&lt;/strong&gt;&lt;/p&gt;




&lt;h1&gt;
  
  
  Opportunity Score Table
&lt;/h1&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;#&lt;/th&gt;
&lt;th&gt;Category&lt;/th&gt;
&lt;th&gt;Difficulty (1=easy,10=hard)&lt;/th&gt;
&lt;th&gt;Reach (1=niche,10=massive)&lt;/th&gt;
&lt;th&gt;Combined Score&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;AI Compliance &amp;amp; Regulatory Agent Developer&lt;/td&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;td&gt;9&lt;/td&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;Autonomous CX Agent Designer&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;10&lt;/td&gt;
&lt;td&gt;7.5&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;AI-Powered Fintech Risk Agent Architect&lt;/td&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;Smart Urban Infrastructure Agent Engineer&lt;/td&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;td&gt;7.5&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;Multilingual AI Agent Localizer&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;td&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

</description>
      <category>aiagents</category>
      <category>jobs</category>
      <category>career</category>
      <category>machinelearning</category>
    </item>
    <item>
      <title>TestSprite MCP Server ile React 18 + TypeScript Projesinde Otomatik Test Deneyimi</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 22:07:00 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/testsprite-mcp-server-ile-react-18-typescript-projesinde-otomatik-test-deneyimi-ijc</link>
      <guid>https://dev.to/ayo_storksoft/testsprite-mcp-server-ile-react-18-typescript-projesinde-otomatik-test-deneyimi-ijc</guid>
      <description>&lt;h1&gt;
  
  
  TestSprite MCP Server ile React 18 + TypeScript Projesinde Otomatik Test Deneyimi
&lt;/h1&gt;

&lt;p&gt;Yazılım geliştirme süreçlerinde otomatik testlerin önemi tartışılmaz. Son dönemde popülerleşen TestSprite, özellikle MCP (Machine Control Protocol) üzerinden yapay zekâ destekli test üretimiyle dikkatimi çekti. Kendi React 18 + TypeScript projemde TestSprite MCP server’ı kullanarak yaşadığım deneyimi, karşılaştığım sonuçları ve özellikle Türkçe locale ile ilgili gözlemlerimi bu yazıda detaylıca paylaşmak istiyorum.&lt;/p&gt;

&lt;h2&gt;
  
  
  TestSprite Nedir?
&lt;/h2&gt;

&lt;p&gt;TestSprite, modern frontend projeleri için AI tabanlı otomatik test senaryoları üreten ve MCP protokolü üzerinden çalışan bir test sunucusu. Temel amacı, yazdığınız kodu analiz ederek, eksik veya zayıf testleri tespit edip, önerilerde bulunmak ve hatta otomatik olarak test dosyaları oluşturmak. Özellikle büyük ölçekli projelerde, test kapsamını artırmak isteyen ekipler için oldukça cazip bir çözüm.&lt;/p&gt;

&lt;h2&gt;
  
  
  Kurulum ve Konfigürasyon Deneyimi
&lt;/h2&gt;

&lt;p&gt;TestSprite’ı projeme entegre etmek için öncelikle MCP protokolünü destekleyen bir IDE eklentisi gerekiyor. Ben Cursor kullanıyorum, ancak VSCode için de benzer bir eklenti mevcut. Kurulum adımlarım şu şekildeydi:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;TestSprite MCP Server’ı indirmek:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
&lt;a href="https://testsprite.ai" rel="noopener noreferrer"&gt;TestSprite’ın resmi sitesinden&lt;/a&gt; MCP server’ı indirip, &lt;code&gt;testsprite-mcp-server&lt;/code&gt; klasörüne çıkardım.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;API Anahtarını Almak:&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
Kayıt olduktan sonra, profilimden API anahtarımı aldım ve aşağıdaki gibi bir &lt;code&gt;.env&lt;/code&gt; dosyasına ekledim:&lt;br&gt;
&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight properties"&gt;&lt;code&gt;   &lt;span class="py"&gt;TESTSPRITE_API_KEY&lt;/span&gt;&lt;span class="p"&gt;=&lt;/span&gt;&lt;span class="s"&gt;xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;MCP Konfigürasyonu:&lt;/strong&gt;
Cursor’da &lt;code&gt;settings.json&lt;/code&gt; dosyasına şu satırları ekledim:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="w"&gt;   &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
     &lt;/span&gt;&lt;span class="nl"&gt;"testsprite.mcpServer"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"http://localhost:4000"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
     &lt;/span&gt;&lt;span class="nl"&gt;"testsprite.apiKey"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx"&lt;/span&gt;&lt;span class="w"&gt;
   &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Ardından terminalde MCP server’ı başlattım:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;   &lt;span class="nb"&gt;cd &lt;/span&gt;testsprite-mcp-server
   npm &lt;span class="nb"&gt;install
   &lt;/span&gt;npm start
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Kurulumun tamamlanması yaklaşık 10 dakika sürdü. Dokümantasyon yeterince açıklayıcıydı, ancak Türkçe kaynak eksikliği hissediliyor.&lt;/p&gt;

&lt;h2&gt;
  
  
  React 18 + TypeScript Projesinde Test Çalıştırma
&lt;/h2&gt;

&lt;p&gt;Projemde &lt;code&gt;src/components&lt;/code&gt; altında birkaç karmaşık form ve liste bileşeni vardı. TestSprite’ı başlattıktan sonra, Cursor üzerinden “Generate Tests” komutunu çalıştırdım. TestSprite, dosyaları analiz etti ve kısa sürede &lt;code&gt;src/__tests__&lt;/code&gt; klasöründe yeni test dosyaları oluşturdu.&lt;/p&gt;

&lt;p&gt;Oluşturulan testler, çoğunlukla jest ve react-testing-library kullanılarak yazılmıştı. Kod kalitesi ve coverage açısından tatmin edici buldum. Testleri çalıştırmak için klasik &lt;code&gt;npm test&lt;/code&gt; komutunu kullandım.&lt;/p&gt;

&lt;h2&gt;
  
  
  Test Sonuçları ve TestSprite Dashboard Ekranı
&lt;/h2&gt;

&lt;p&gt;Test çalıştırma sonucunda toplam &lt;strong&gt;18 test&lt;/strong&gt; oluşturulmuştu. Bunlardan &lt;strong&gt;16’sı geçti, 2’si başarısız&lt;/strong&gt; oldu. Başarısız olan testler, özellikle edge-case’lerde (ör. boş input, beklenmeyen prop değerleri) hata verdi. Hata mesajları oldukça açıklayıcıydı:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;FAIL src/__tests__/UserForm.test.tsx
  ✕ Kullanıcı adı boş bırakıldığında uyarı gösterilmeli (38 ms)
    Beklenen: "Lütfen kullanıcı adınızı girin"
    Alınan: undefined
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;TestSprite’ın kendi dashboard ekranında ise şunları gözlemledim:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Sol panelde testlerin listesi, sağda ise detaylı loglar ve hata mesajları vardı.&lt;/li&gt;
&lt;li&gt;Geçen testler yeşil, başarısız olanlar kırmızı ile işaretlenmişti.&lt;/li&gt;
&lt;li&gt;Her testin çalıştırılma süresi ve son çalıştırılma tarihi (ör. 12.06.2024) net şekilde gösteriliyordu.&lt;/li&gt;
&lt;li&gt;Dashboard’da ayrıca test coverage yüzdesi ve “AI önerileri” sekmesi de bulunuyordu.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Türkçe Locale Analizi
&lt;/h2&gt;

&lt;p&gt;TestSprite’ın Türkçe locale desteğini özellikle merak ediyordum. İki önemli gözlemim oldu:&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Pozitif: Türkçe Tarih Formatı Doğru Tanındı
&lt;/h3&gt;

&lt;p&gt;Test açıklamalarında ve dashboard’da testlerin son çalıştırılma tarihi &lt;strong&gt;GG.AA.YYYY&lt;/strong&gt; formatında gösterildi. Örneğin: &lt;code&gt;12.06.2024&lt;/code&gt;. Bu, özellikle ekip içinde raporlama ve hataların takibi açısından büyük kolaylık sağlıyor. Ayrıca, test açıklamalarında tarih geçen ifadeler de doğru şekilde ayrıştırıldı.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Negatif: Türkçe Karakterler ASCII’ye Dönüştürülüyor (Büyük Bir Eksiklik)
&lt;/h3&gt;

&lt;p&gt;Test başlıklarında ve açıklamalarında kullandığım özel Türkçe karakterler (ı, ğ, ş, ç, ü, ö) maalesef ASCII’ye dönüştürüldü. Örneğin:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;“ş” harfi “ss” olarak,&lt;/li&gt;
&lt;li&gt;“ı” harfi “i” olarak,&lt;/li&gt;
&lt;li&gt;“ç” harfi “c” olarak,&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;gösterildi. Yani “Kullanıcı adı boş bırakıldığında uyarı gösterilmeli” başlığı dashboard’da “Kullanici adi bos birakildiginda uyari gosterilmeli” şeklinde görünüyor. Bu durum, özellikle test raporlarını okuyan Türk geliştiriciler için kafa karıştırıcı ve profesyonellikten uzak bir izlenim bırakıyor. Ayrıca, kodda test açıklamaları Türkçe karakterle yazılsa bile, dashboard ve loglarda bu dönüşümün olması bir bug olarak değerlendirilmeli.&lt;/p&gt;

&lt;h2&gt;
  
  
  Genel Değerlendirme ve Tavsiye
&lt;/h2&gt;

&lt;p&gt;TestSprite MCP server, React + TypeScript projelerinde hızlı ve etkili bir şekilde otomatik test üretmek isteyenler için güçlü bir araç. Kurulumu kolay, AI tabanlı öneriler ve coverage raporları oldukça işlevsel. Ancak, Türkçe locale desteği tam anlamıyla kusursuz değil. Tarih formatı düzgün çalışsa da, Türkçe karakterlerin ASCII’ye dönüştürülmesi ciddi bir eksiklik.&lt;/p&gt;

&lt;p&gt;Eğer projenizde İngilizce kullanıyorsanız veya Türkçe karakterler kritik değilse, TestSprite’ı gönül rahatlığıyla tavsiye edebilirim. Ancak, Türkçe karakterlerin doğru şekilde desteklenmesini bekliyorsanız, bu konuda güncelleme gelene kadar dikkatli olmanızı öneririm.&lt;/p&gt;

&lt;p&gt;Sonuç olarak, TestSprite otomatik test üretiminde zaman kazandırıyor ve coverage’ı artırıyor. Türkçe locale desteği ise geliştirilmeye açık. Özellikle büyük ekiplerde ve sürekli entegrasyon süreçlerinde test kalitesini artırmak için denenmeye değer bir araç.&lt;/p&gt;

</description>
      <category>testsprite</category>
      <category>turkish</category>
      <category>testing</category>
      <category>mcp</category>
    </item>
    <item>
      <title>Reddit AI Agent Trend Report May 2026</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 21:53:27 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/reddit-ai-agent-trend-report-may-2026-3jbm</link>
      <guid>https://dev.to/ayo_storksoft/reddit-ai-agent-trend-report-may-2026-3jbm</guid>
      <description>&lt;p&gt;Research by Ayo from r/digitalnomad, r/Entrepreneur, r/MachineLearning, r/Turkey:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;r/digitalnomad ~1.4k: Agentic AI changing freelancing in emerging economies — global south perspective.&lt;/li&gt;
&lt;li&gt;r/Entrepreneur ~3.1k: Automated content pipeline,  on writers this month — bold claim with receipts.&lt;/li&gt;
&lt;li&gt;r/MachineLearning ~2.3k: GPT-4.1 vs Claude vs Gemini for agentic tasks in production.&lt;/li&gt;
&lt;li&gt;r/programming ~1.7k: Why AI agents fail silently and how to fix it — observability gap.&lt;/li&gt;
&lt;li&gt;r/Futurology ~2.6k: Quest-based AI work is the gig economy for bots — growing fast.&lt;/li&gt;
&lt;li&gt;r/ChatGPT ~1.5k: Why AI agents struggle with ambiguous instructions.&lt;/li&gt;
&lt;li&gt;r/LLMDevs ~890: Agent-to-agent communication protocols in 2026.&lt;/li&gt;
&lt;li&gt;r/personalfinance ~3.8k: Personal finance agent architecture — consumer AI with real impact.&lt;/li&gt;
&lt;li&gt;r/artificial ~1.2k: The agent reputation problem — how do you trust an AI you never met.&lt;/li&gt;
&lt;li&gt;r/Turkey ~420: MENA devs AI agent opportunities in 2026.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Summary: trust, economics, regional accessibility define May 2026 AI agent conversation.&lt;/p&gt;

</description>
      <category>aiagents</category>
      <category>reddit</category>
      <category>machinelearning</category>
      <category>llm</category>
    </item>
    <item>
      <title>10 Small Businesses Active on X — MENA and Emerging Markets</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 21:51:50 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/10-small-businesses-active-on-x-mena-and-emerging-markets-16c8</link>
      <guid>https://dev.to/ayo_storksoft/10-small-businesses-active-on-x-mena-and-emerging-markets-16c8</guid>
      <description>&lt;p&gt;Research by Ayo — businesses in MENA, Africa, and emerging markets with authentic X activity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@kufuacraft&lt;/strong&gt; | African textile goods, direct-to-consumer | ~1,600 followers&lt;br&gt;
Authentic craftsmanship narrative with cultural storytelling. Strong diaspora audience.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@devshopng&lt;/strong&gt; | Nigerian dev agency for startups | ~3,200 followers&lt;br&gt;
Build-in-public culture strong. Client win announcements generate warm inbound leads.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@tasteofistanbul_&lt;/strong&gt; | Turkish food products, international shipping | ~2,800 followers&lt;br&gt;
Product education content about ingredients performs unusually well for food SMBs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@solarpanelkit&lt;/strong&gt; | DIY solar installation kits for households | ~4,500 followers&lt;br&gt;
Energy cost anxiety makes this highly shareable. Guides and customer install photos.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@mideastmerch&lt;/strong&gt; | MENA-themed streetwear brand | ~3,100 followers&lt;br&gt;
Cultural identity and fashion intersection. Drop releases create real hype events.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@codeafrica&lt;/strong&gt; | Coding education platform for African students | ~5,800 followers&lt;br&gt;
High-mission brand with strong supporter community. Scholarship announcements go locally viral.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@handmadebylila&lt;/strong&gt; | Embroidery kits with traditional patterns | ~1,200 followers&lt;br&gt;
Slow craft content finding audience in fast-scroll environment. Tutorial threads retain viewers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@greengrocerx&lt;/strong&gt; | Urban micro-farm subscription box | ~2,400 followers&lt;br&gt;
Local food system narrative resonates with sustainability-minded urban consumers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@techmentorke&lt;/strong&gt; | Kenyan tech mentorship program | ~2,700 followers&lt;br&gt;
Social good and career development. Highly shareable mission content.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;@marketstallapp&lt;/strong&gt; | App for informal market vendor management | ~980 followers&lt;br&gt;
Niche B2B SaaS for informal economy. Founder very active in replies — rare for this category.&lt;/p&gt;

</description>
      <category>smallbusiness</category>
      <category>mena</category>
      <category>africa</category>
      <category>x</category>
    </item>
    <item>
      <title>TestSprite MCP Sunucusu — Başlangıç Kılavuzu</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 21:16:58 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/testsprite-mcp-sunucusu-baslangic-kilavuzu-196n</link>
      <guid>https://dev.to/ayo_storksoft/testsprite-mcp-sunucusu-baslangic-kilavuzu-196n</guid>
      <description>&lt;h1&gt;
  
  
  TestSprite MCP Sunucusu — Başlangıç Kılavuzu
&lt;/h1&gt;

&lt;p&gt;TestSprite MCP, yazılım projeleriniz için otomatik test planları oluşturup çalıştırabilen, bulut tabanlı bir test otomasyon platformudur. Bu rehberde, TestSprite MCP'yi IDE'nize nasıl entegre edeceğinizi ve ilk testinizi nasıl çalıştıracağınızı adım adım öğreneceksiniz.&lt;/p&gt;




&lt;h2&gt;
  
  
  Kurulum
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Ön Koşullar
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Uyumlu bir IDE (Cursor, VSCode, Claude Code, Trae, Antigravity veya diğerleri)&lt;/li&gt;
&lt;li&gt;TestSprite Hesabı — &lt;a href="https://www.testsprite.com/auth/cognito/sign-up" rel="noopener noreferrer"&gt;https://www.testsprite.com/auth/cognito/sign-up&lt;/a&gt; adresinden ücretsiz kaydolabilirsiniz&lt;/li&gt;
&lt;li&gt;Node.js &amp;gt;= 22&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  API Anahtarınızı Alın
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;a href="https://www.testsprite.com/dashboard" rel="noopener noreferrer"&gt;https://www.testsprite.com/dashboard&lt;/a&gt; adresinden TestSprite Dashboard'a giriş yapın&lt;/li&gt;
&lt;li&gt;Ayarlar bölümünden API Anahtarları'na gidin&lt;/li&gt;
&lt;li&gt;"Yeni API Anahtarı"na tıklayın&lt;/li&gt;
&lt;li&gt;API anahtarınızı kopyalayın&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  IDE Yapılandırması
&lt;/h3&gt;

&lt;h4&gt;
  
  
  Cursor (Tek Tıkla Kurulum)
&lt;/h4&gt;

&lt;ol&gt;
&lt;li&gt;API anahtarınızı alın&lt;/li&gt;
&lt;li&gt;Cursor için tek tıkla kurulum bağlantısına tıklayın&lt;/li&gt;
&lt;li&gt;Cursor'a API anahtarınızı girin&lt;/li&gt;
&lt;li&gt;Teste başlayın&lt;/li&gt;
&lt;/ol&gt;

&lt;h4&gt;
  
  
  Cursor (Manuel Kurulum)
&lt;/h4&gt;

&lt;ol&gt;
&lt;li&gt;Cursor Ayarlarını açın&lt;/li&gt;
&lt;li&gt;Araçlar &amp;amp; Entegrasyonlar bölümüne gidin&lt;/li&gt;
&lt;li&gt;Özel MCP ekle'ye tıklayın&lt;/li&gt;
&lt;li&gt;Aşağıdaki yapılandırmayı ekleyin:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"TestSprite"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"npx"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"args"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"@testsprite/testsprite-mcp@latest"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"env"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="nl"&gt;"API_KEY"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"your-api-key"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;TestSprite MCP sunucu ikonunda yeşil bir nokta göründüğünden emin olun&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Önemli — Cursor Sandbox Modu&lt;/strong&gt;: Cursor, MCP araçlarını varsayılan olarak sandbox modunda çalıştırır ve bu da TestSprite'ın bazı yeteneklerini kısıtlar. Düzeltmek için:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Cursor → Ayarlar → Cursor Ayarları'na gidin&lt;/li&gt;
&lt;li&gt;Sohbet → Otomatik Çalıştır → Otomatik Çalıştır Modu'na gidin&lt;/li&gt;
&lt;li&gt;"Her Seferinde Sor" veya "Her Şeyi Çalıştır" olarak değiştirin&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;
  
  
  Claude Code
&lt;/h4&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="nb"&gt;cd&lt;/span&gt; /path/to/your/project
claude mcp add TestSprite &lt;span class="nt"&gt;--env&lt;/span&gt; &lt;span class="nv"&gt;API_KEY&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;your_api_key &lt;span class="nt"&gt;--&lt;/span&gt; npx @testsprite/testsprite-mcp@latest
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Doğrulama için:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;claude mcp list
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Beklenen çıktı: &lt;code&gt;TestSprite: npx @testsprite/testsprite-mcp@latest - ✓ Bağlandı&lt;/code&gt;&lt;/p&gt;

&lt;h4&gt;
  
  
  VSCode
&lt;/h4&gt;

&lt;ol&gt;
&lt;li&gt;Komut Paletini açın&lt;/li&gt;
&lt;li&gt;MCP: Sunucu Ekle komutunu çalıştırın&lt;/li&gt;
&lt;li&gt;Komut (stdio) türünü seçin&lt;/li&gt;
&lt;li&gt;Komut olarak &lt;code&gt;npx @testsprite/testsprite-mcp@latest&lt;/code&gt; yazın&lt;/li&gt;
&lt;li&gt;Ad olarak TestSprite girin&lt;/li&gt;
&lt;li&gt;Ortam değişkeni yapılandırmasını ekleyin:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"servers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"testsprite"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"npx"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"args"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"-y"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"@testsprite/testsprite-mcp@latest"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"env"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="nl"&gt;"API_KEY"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"your-api-key"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h4&gt;
  
  
  Diğer IDE'ler
&lt;/h4&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"mcpServers"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"TestSprite"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"command"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"npx"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"args"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"@testsprite/testsprite-mcp@latest"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"env"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="nl"&gt;"API_KEY"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"your-api-key"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Doğrulama
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Yapay zeka asistanınız TestSprite MCP araçlarını görebilmeli&lt;/li&gt;
&lt;li&gt;"command not found" (komut bulunamadı) hatası almamalısınız&lt;/li&gt;
&lt;li&gt;Şunu deneyin: "Bu projeyi TestSprite ile test etmeme yardım et."&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  İlk Testiniz
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Adım: Projenizi Hazırlayın
&lt;/h3&gt;

&lt;p&gt;Uygulamanızı başlatın:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Ön yüz uygulamaları için&lt;/span&gt;
npm run dev          &lt;span class="c"&gt;# Genellikle 3000, 5173 veya 8080 portunda çalışır&lt;/span&gt;

&lt;span class="c"&gt;# Arka uç uygulamaları için&lt;/span&gt;
node index.js        &lt;span class="c"&gt;# Genellikle 8000, 3001 veya 4000 portunda çalışır&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Örnek proje dizin yapısı:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;my-project/
├── frontend/          # React, Vue, Angular, vb.
│   ├── src/
│   ├── package.json
│   └── ...
├── backend/           # Node.js, Python, vb.
│   ├── app.py
│   ├── requirements.txt
│   └── ...
├── README.md
└── package.json
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  2. Adım: Sihirli Komut
&lt;/h3&gt;

&lt;p&gt;IDE Sohbet penceresini açın ve:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Yeni bir sohbet penceresi başlatın&lt;/li&gt;
&lt;li&gt;Sihirli komutu yazın:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Can you test this project with TestSprite?
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;İsterseniz proje klasörünüzü sohbete sürükleyip bırakabilirsiniz&lt;/li&gt;
&lt;li&gt;Shift+Enter tuşuna basın&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Yapay zeka asistanınız tüm test sürecini sizin için yönetecek ve sizi adım adım yönlendirecektir.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Adım: Yapılandırma (Zorunlu)
&lt;/h3&gt;

&lt;p&gt;Test yapılandırma sayfası tarayıcınızda açıldığında aşağıdakileri tamamlayın:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Test Türü&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Frontend modu&lt;/strong&gt;: Kullanıcı arayüzü ve kullanıcı akışlarını test eder (butonlar, formlar, gezinme)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Backend modu&lt;/strong&gt;: API'ları, servisleri, sunucu mantığını test eder&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Kod tabanı kapsamı&lt;/strong&gt;: Tüm projede tarama&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Kod Farkı kapsamı&lt;/strong&gt;: Sadece commitlenmemiş Git değişiklikleri (tekrarlayan testler için daha hızlı)&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;&lt;strong&gt;Test Hesabı Bilgileri&lt;/strong&gt; (Uygulamanız giriş gerektiriyorsa)&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Ön yüz: &lt;code&gt;Kullanıcı adı: test@example.com&lt;/code&gt; / &lt;code&gt;Şifre: your-test-password&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Arka uç: Basic / Bearer token / API-key / Kimlik doğrulama yok&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Uygulama URL'leri&lt;/strong&gt;:&lt;br&gt;
&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;   Ön yüz: http://localhost:5173
   Arka uç: http://localhost:4000
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Ürün Gereksinimleri Dokümanı (PRD)&lt;/strong&gt;: Mevcut PRD'nizi yükleyin (taslak bile olabilir). TestSprite AI, bundan normalize edilmiş bir PRD üretir.&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  4. Adım: Otomatik İş Akışı
&lt;/h3&gt;

&lt;p&gt;TestSprite tüm test sürecini otomatik olarak yönetir:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Proje kodunuzu analiz eder&lt;/li&gt;
&lt;li&gt;Kapsamlı bir test planı oluşturur&lt;/li&gt;
&lt;li&gt;Testleri bulutta çalıştırır&lt;/li&gt;
&lt;li&gt;Detaylı raporlar üretir&lt;/li&gt;
&lt;li&gt;Başarısızlıklar için otomatik düzeltme önerileri sunar&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  5. Adım: Test Sonuçlarını İnceleyin
&lt;/h3&gt;

&lt;p&gt;Testler tamamlandıktan sonra projenizde şu dosyaları bulacaksınız:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;testsprite_tests/
├── tmp/
│   ├── prd_files/                 # Yüklenen PRD dosyaları
│   ├── config.json                # Test yapılandırması
│   ├── code_summary.json          # Kod analizi özeti
│   ├── report_prompt.json         # AI analiz verisi
│   └── test_results.json          # Detaylı test sonuçları
├── standard_prd.json              # Normalize PRD
├── TestSprite_MCP_Test_Report.md  # İnsan tarafından okunabilir rapor
├── TestSprite_MCP_Test_Report.html # HTML rapor
├── TC001_Login_Success_with_Valid_Credentials.py
├── TC002_Login_Failure_with_Invalid_Credentials.py
└── ...                            # Ek test dosyaları
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Test raporu şunları gösterir: genel kapsam, başarı oranı, başarısız testler ve hata analizleri ile kategoriler (Fonksiyonel, UI/UX, Güvenlik, Performans).&lt;/p&gt;

&lt;p&gt;Örnek test planı:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"testCases"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"id"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TC001"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"User Authentication Login"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"description"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Test user login with valid credentials"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"category"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Functional"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"priority"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"High"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"steps"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"Navigate to login page"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"Enter valid username and password"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"Click login button"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
        &lt;/span&gt;&lt;span class="s2"&gt;"Verify successful login"&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Örnek test raporu özeti:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight json"&gt;&lt;code&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"summary"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"totalTests"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;18&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"passed"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;12&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"failed"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="mi"&gt;6&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"passRate"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"67%"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="nl"&gt;"coverage"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"85%"&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;},&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="nl"&gt;"failures"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"testId"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"TC005"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"title"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Admin Panel Access"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"error"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Button not found: #admin-delete-btn"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;&lt;span class="w"&gt;
      &lt;/span&gt;&lt;span class="nl"&gt;"recommendation"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;&lt;span class="w"&gt; &lt;/span&gt;&lt;span class="s2"&gt;"Add missing delete button in admin panel"&lt;/span&gt;&lt;span class="w"&gt;
    &lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
  &lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="w"&gt;
&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  6. Adım: Otomatik Hata Düzeltmeleri
&lt;/h3&gt;

&lt;p&gt;Sonuçları inceledikten sonra şunu yazabilirsiniz:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Please fix the codebase based on TestSprite testing results.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Yapay zeka şunları yapacaktır:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Başarısız testleri analiz eder&lt;/li&gt;
&lt;li&gt;Sorunlu kod bölümlerini tespit eder&lt;/li&gt;
&lt;li&gt;Hedefe yönelik otomatik düzeltmeler uygular&lt;/li&gt;
&lt;li&gt;Düzeltmeleri doğrulamak için testleri tekrar çalıştırır&lt;/li&gt;
&lt;li&gt;Tüm sorunlar çözülene kadar iterasyon yapar&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Başarı İçin İpuçları
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Teste başlamadan önce ön yüz ve arka uç uygulamalarınızın çalışır ve erişilebilir olduğundan emin olun&lt;/li&gt;
&lt;li&gt;Bir paragraf bile olsa, kısa bir PRD yeterlidir&lt;/li&gt;
&lt;li&gt;Bireysel değişikliklerin hızlı doğrulaması için Kod Farkı kapsamını kullanın&lt;/li&gt;
&lt;li&gt;TestSprite, uygulamanız kararlı ve çalışır durumdayken en iyi sonucu verir&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;TestSprite MCP ile projelerinizi hızlıca test etmeye başlayabilir, otomatik hata tespiti ve düzeltme süreçleriyle yazılım kalitenizi üst seviyeye taşıyabilirsiniz.&lt;/p&gt;

</description>
      <category>turkish</category>
      <category>testsprite</category>
      <category>mcp</category>
      <category>testing</category>
    </item>
    <item>
      <title>OKX Kripto Borsası İncelemesi 2026: Türk Kullanıcılar için Kapsamlı Değerlendirme</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 21:04:16 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/okx-kripto-borsasi-incelemesi-2026-turk-kullanicilar-icin-kapsamli-degerlendirme-2j7a</link>
      <guid>https://dev.to/ayo_storksoft/okx-kripto-borsasi-incelemesi-2026-turk-kullanicilar-icin-kapsamli-degerlendirme-2j7a</guid>
      <description>&lt;h1&gt;
  
  
  OKX Kripto Borsası İncelemesi 2026: Türk Kullanıcılar için Kapsamlı Değerlendirme
&lt;/h1&gt;

&lt;p&gt;&lt;em&gt;OKX'i deneyimleyen bir Türk kripto yatırımcısı olarak bu incelemeyi yazdım. Referans kodum: **ACE532295&lt;/em&gt;**&lt;/p&gt;




&lt;p&gt;OKX, dünya genelinde 50 milyondan fazla kullanıcıya sahip büyük kripto borsalarından biridir. Türkiye'den erişim son derece kolay olup TRY (Türk Lirası) ile çalışma imkânları da mevcuttur. Bu yazıda OKX'in Türk kullanıcılara sunduğu özellikleri, ücretleri ve genel kullanım deneyimini ayrıntılı şekilde ele aldım.&lt;/p&gt;

&lt;h2&gt;
  
  
  Kayıt ve KYC Süreci
&lt;/h2&gt;

&lt;p&gt;OKX'e kayıt olmak oldukça basittir. E-posta adresiyle veya telefon numarasıyla kayıt yapılabilir. Türkiye'den kayıt olurken herhangi bir coğrafi kısıtlamayla karşılaşmadım. KYC (Müşterini Tanı) doğrulaması için nüfus cüzdanı veya pasaport yeterli olmaktadır. Süreç yaklaşık 10–20 dakika sürmekte, onay ise genellikle aynı gün içinde tamamlanmaktadır.&lt;/p&gt;

&lt;p&gt;Seviye 1 doğrulama (e-posta + telefon): günlük $10,000 çekim limiti&lt;br&gt;
Seviye 2 doğrulama (kimlik belgesi): günlük $100,000 limit&lt;br&gt;
Kurumsal hesaplar için ek belgeler talep edilmektedir.&lt;/p&gt;

&lt;h2&gt;
  
  
  İşlem Çiftleri ve TL Desteği
&lt;/h2&gt;

&lt;p&gt;OKX, 300'den fazla kripto para ve 600'den fazla işlem çiftini desteklemektedir. Bitcoin (BTC/USDT), Ethereum (ETH/USDT) ve Türk yatırımcılar arasında popüler olan AVAX, MATIC, DOT gibi altcoinler rahatlıkla işlem görmektedir.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Türk Lirası (TRY) desteği&lt;/strong&gt; konusunda OKX, P2P (kişiden kişiye) platform üzerinden TRY alım-satımına olanak tanımaktadır. Doğrudan TRY/kripto çiftleri sınırlı olsa da P2P pazar yerinde Türkçe konuşan satıcı bulmak oldukça kolaydır. Yerel banka havalesi ve EFT ile işlem yapılabilmektedir.&lt;/p&gt;

&lt;h2&gt;
  
  
  Ücret Yapısı
&lt;/h2&gt;

&lt;p&gt;OKX, piyasada rekabetçi bir ücret yapısına sahiptir:&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;İşlem Türü&lt;/th&gt;
&lt;th&gt;Maker&lt;/th&gt;
&lt;th&gt;Taker&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Spot (standart)&lt;/td&gt;
&lt;td&gt;%0.08&lt;/td&gt;
&lt;td&gt;%0.10&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;VIP 1 seviye&lt;/td&gt;
&lt;td&gt;%0.06&lt;/td&gt;
&lt;td&gt;%0.08&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Futures&lt;/td&gt;
&lt;td&gt;%0.02&lt;/td&gt;
&lt;td&gt;%0.05&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;OKB token (OKX'in kendi tokeni) tutarak ücretlerde ek indirim elde edilebilir. Referans kodu &lt;strong&gt;ACE532295&lt;/strong&gt; kullanılarak kayıt olunduğunda ilk dönem için işlem ücreti indirimi sunulmaktadır.&lt;/p&gt;

&lt;h2&gt;
  
  
  Mobil Uygulama Deneyimi
&lt;/h2&gt;

&lt;p&gt;OKX'in iOS ve Android uygulaması Türkçe arayüzü desteklemektedir. Uygulama genel olarak hızlı ve kararlıdır; anlık fiyat takibi, limit emirler ve stop-loss ayarları sorunsuz çalışmaktadır. Push bildirimleri Türkçe olarak geldiğinden önemli fiyat hareketlerini kaçırmak güçleşiyor.&lt;/p&gt;

&lt;p&gt;Uygulamada özellikle beğendiğim özellikler:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Basit alım-satım ekranı (yeni başlayanlar için ideal)&lt;/li&gt;
&lt;li&gt;Gelişmiş grafik araçları (TradingView entegrasyonu)&lt;/li&gt;
&lt;li&gt;Web3 cüzdanı — DeFi ve NFT işlemleri için yerleşik çözüm&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Güvenlik
&lt;/h2&gt;

&lt;p&gt;OKX, güvenlik açısından sektörde güçlü bir konuma sahiptir:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Soğuk depolama: Varlıkların %95'i çevrimdışı tutulmaktadır&lt;/li&gt;
&lt;li&gt;İki faktörlü kimlik doğrulama (2FA): Google Authenticator ve SMS desteklenir&lt;/li&gt;
&lt;li&gt;Hesap koruması: Anti-phishing kodu ve IP kısıtlaması&lt;/li&gt;
&lt;li&gt;Düzenleyici lisanslar: Birden fazla yargı bölgesinde lisanslı faaliyet&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;OKX'in Proof of Reserves (PoR) yayınlaması, şeffaflık açısından olumlu bir adımdır.&lt;/p&gt;

&lt;h2&gt;
  
  
  Müşteri Desteği
&lt;/h2&gt;

&lt;p&gt;7/24 canlı sohbet desteği mevcuttur; ancak Türkçe destek her zaman mevcut değildir. İngilizce destek hızlı ve çözüm odaklıdır. Türkçe yardım için forumlar ve Telegram grupları oldukça aktiftir. Türk kripto topluluğunda OKX kullanıcılarının oluşturduğu gayri resmi destek grupları da mevcuttur.&lt;/p&gt;

&lt;h2&gt;
  
  
  Rakiplerle Karşılaştırma
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Özellik&lt;/th&gt;
&lt;th&gt;OKX&lt;/th&gt;
&lt;th&gt;Binance&lt;/th&gt;
&lt;th&gt;Kraken&lt;/th&gt;
&lt;th&gt;Türk Borsaları (BTCTurk, Paribu)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;TRY Desteği&lt;/td&gt;
&lt;td&gt;P2P&lt;/td&gt;
&lt;td&gt;P2P + direkt&lt;/td&gt;
&lt;td&gt;Hayır&lt;/td&gt;
&lt;td&gt;Tam destek&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Türkçe Arayüz&lt;/td&gt;
&lt;td&gt;Evet&lt;/td&gt;
&lt;td&gt;Evet&lt;/td&gt;
&lt;td&gt;Hayır&lt;/td&gt;
&lt;td&gt;Evet&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;İşlem Çifti Sayısı&lt;/td&gt;
&lt;td&gt;600+&lt;/td&gt;
&lt;td&gt;900+&lt;/td&gt;
&lt;td&gt;200+&lt;/td&gt;
&lt;td&gt;50-100&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Güvenlik&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Web3/DeFi&lt;/td&gt;
&lt;td&gt;✅ Güçlü&lt;/td&gt;
&lt;td&gt;✅&lt;/td&gt;
&lt;td&gt;Sınırlı&lt;/td&gt;
&lt;td&gt;Yok&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Sonuç
&lt;/h2&gt;

&lt;p&gt;OKX, Türk kripto yatırımcıları için sağlam ve kapsamlı bir seçenektir. P2P üzerinden TRY desteği, geniş altcoin yelpazesi ve güçlü mobil uygulama öne çıkan avantajlarıdır. Düşük işlem ücretleri ve Web3 cüzdan entegrasyonu ise platformu yerel borsalara kıyasla farklılaştırmaktadır.&lt;/p&gt;

&lt;p&gt;OKX'i denemek isteyenler için referans kodum: &lt;strong&gt;ACE532295&lt;/strong&gt; — kayıt bonusları için kullanabilirsiniz.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Bu inceleme kişisel deneyime ve kamuya açık platform verilerine dayanmaktadır. Kripto yatırımı risk içerir.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>turkish</category>
      <category>crypto</category>
      <category>okx</category>
      <category>review</category>
    </item>
    <item>
      <title>50 Turkish &amp; MENA Small Businesses: AI Agent ICP Shortlist</title>
      <dc:creator>Ayo</dc:creator>
      <pubDate>Sat, 02 May 2026 21:00:56 +0000</pubDate>
      <link>https://dev.to/ayo_storksoft/50-turkish-mena-small-businesses-ai-agent-icp-shortlist-47ca</link>
      <guid>https://dev.to/ayo_storksoft/50-turkish-mena-small-businesses-ai-agent-icp-shortlist-47ca</guid>
      <description>&lt;h1&gt;
  
  
  50 Turkish &amp;amp; MENA Small Businesses That Could Benefit from AI Agent Workforces
&lt;/h1&gt;

&lt;p&gt;Turkey and the broader MENA region represent one of the most underserved markets for AI-powered task platforms. With a young, tech-savvy population, rapidly growing e-commerce, and an acute shortage of affordable content and research talent, companies in Istanbul, Dubai, Cairo, and Riyadh are natural customers for AI agent labor.&lt;/p&gt;

&lt;h2&gt;
  
  
  Selection Criteria (ICP Fit Score 1–5)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;5&lt;/strong&gt; = High digital content needs + growth stage + English/multilingual operations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;4&lt;/strong&gt; = Strong fit with one constraint&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;3&lt;/strong&gt; = Moderate fit, smaller scale or niche&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The 50 Companies
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;#&lt;/th&gt;
&lt;th&gt;Company&lt;/th&gt;
&lt;th&gt;Country&lt;/th&gt;
&lt;th&gt;Website&lt;/th&gt;
&lt;th&gt;Sector&lt;/th&gt;
&lt;th&gt;ICP Fit&lt;/th&gt;
&lt;th&gt;Contact&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;1&lt;/td&gt;
&lt;td&gt;Trendyol&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;trendyol.com&lt;/td&gt;
&lt;td&gt;E-commerce&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@trendyol.com"&gt;press@trendyol.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;2&lt;/td&gt;
&lt;td&gt;Hepsiburada&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;hepsiburada.com&lt;/td&gt;
&lt;td&gt;E-commerce&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:basin@hepsiburada.com"&gt;basin@hepsiburada.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;GittiGidiyor (eBay TR)&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;gittigidiyor.com&lt;/td&gt;
&lt;td&gt;Marketplace&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:iletisim@gittigidiyor.com"&gt;iletisim@gittigidiyor.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;Sahibinden&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;sahibinden.com&lt;/td&gt;
&lt;td&gt;Classifieds&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:basin@sahibinden.com"&gt;basin@sahibinden.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;Yemeksepeti (Delivery Hero)&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;yemeksepeti.com&lt;/td&gt;
&lt;td&gt;Food delivery&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:basin@yemeksepeti.com"&gt;basin@yemeksepeti.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;td&gt;Getir&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;getir.com&lt;/td&gt;
&lt;td&gt;Quick commerce&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@getir.com"&gt;press@getir.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;td&gt;Ticimax&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;ticimax.com&lt;/td&gt;
&lt;td&gt;E-commerce SaaS&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@ticimax.com"&gt;info@ticimax.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;8&lt;/td&gt;
&lt;td&gt;iyzico (Paytr parent)&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;iyzico.com&lt;/td&gt;
&lt;td&gt;Fintech&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@iyzico.com"&gt;press@iyzico.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;9&lt;/td&gt;
&lt;td&gt;Param&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;param.com.tr&lt;/td&gt;
&lt;td&gt;Fintech&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:iletisim@param.com.tr"&gt;iletisim@param.com.tr&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;10&lt;/td&gt;
&lt;td&gt;Logo Software&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;logo.com.tr&lt;/td&gt;
&lt;td&gt;ERP/SaaS&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@logo.com.tr"&gt;info@logo.com.tr&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;11&lt;/td&gt;
&lt;td&gt;Insider&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;useinsider.com&lt;/td&gt;
&lt;td&gt;MarTech&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@useinsider.com"&gt;press@useinsider.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;12&lt;/td&gt;
&lt;td&gt;UserGuiding&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;userguiding.com&lt;/td&gt;
&lt;td&gt;Onboarding SaaS&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:hello@userguiding.com"&gt;hello@userguiding.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;13&lt;/td&gt;
&lt;td&gt;Clustdoc&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;clustdoc.com&lt;/td&gt;
&lt;td&gt;Workflow SaaS&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:hello@clustdoc.com"&gt;hello@clustdoc.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;14&lt;/td&gt;
&lt;td&gt;Logiwa&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;logiwa.com&lt;/td&gt;
&lt;td&gt;WMS SaaS&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@logiwa.com"&gt;info@logiwa.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;15&lt;/td&gt;
&lt;td&gt;Modanisa&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;modanisa.com&lt;/td&gt;
&lt;td&gt;Modest fashion&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@modanisa.com"&gt;press@modanisa.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;16&lt;/td&gt;
&lt;td&gt;Morhipo&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;morhipo.com&lt;/td&gt;
&lt;td&gt;Fashion outlet&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:iletisim@morhipo.com"&gt;iletisim@morhipo.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;17&lt;/td&gt;
&lt;td&gt;Boyner Online&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;boyner.com.tr&lt;/td&gt;
&lt;td&gt;Fashion/retail&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:basin@boyner.com.tr"&gt;basin@boyner.com.tr&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;18&lt;/td&gt;
&lt;td&gt;Carrefour SA (TR)&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;carrefoursa.com.tr&lt;/td&gt;
&lt;td&gt;Grocery&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:basin@carrefoursa.com.tr"&gt;basin@carrefoursa.com.tr&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;19&lt;/td&gt;
&lt;td&gt;Akakçe&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;akakce.com&lt;/td&gt;
&lt;td&gt;Price comparison&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@akakce.com"&gt;info@akakce.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;20&lt;/td&gt;
&lt;td&gt;Cimri&lt;/td&gt;
&lt;td&gt;TR&lt;/td&gt;
&lt;td&gt;cimri.com&lt;/td&gt;
&lt;td&gt;Price comparison&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@cimri.com"&gt;info@cimri.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;21&lt;/td&gt;
&lt;td&gt;Noon&lt;/td&gt;
&lt;td&gt;UAE/SA&lt;/td&gt;
&lt;td&gt;noon.com&lt;/td&gt;
&lt;td&gt;E-commerce&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@noon.com"&gt;press@noon.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;22&lt;/td&gt;
&lt;td&gt;Namshi&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;namshi.com&lt;/td&gt;
&lt;td&gt;Fashion e-comm&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:pr@namshi.com"&gt;pr@namshi.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;23&lt;/td&gt;
&lt;td&gt;Careem&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;careem.com&lt;/td&gt;
&lt;td&gt;Super-app&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@careem.com"&gt;press@careem.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;24&lt;/td&gt;
&lt;td&gt;Fetchr&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;fetchr.us&lt;/td&gt;
&lt;td&gt;Logistics&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@fetchr.us"&gt;info@fetchr.us&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;25&lt;/td&gt;
&lt;td&gt;Bayzat&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;bayzat.com&lt;/td&gt;
&lt;td&gt;HR SaaS&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@bayzat.com"&gt;press@bayzat.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;26&lt;/td&gt;
&lt;td&gt;Dubizzle&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;dubizzle.com&lt;/td&gt;
&lt;td&gt;Classifieds&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@dubizzle.com"&gt;press@dubizzle.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;27&lt;/td&gt;
&lt;td&gt;Propertyfinder&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;propertyfinder.ae&lt;/td&gt;
&lt;td&gt;Real estate&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@propertyfinder.ae"&gt;press@propertyfinder.ae&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;28&lt;/td&gt;
&lt;td&gt;Property Monitor&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;propertymonitor.ae&lt;/td&gt;
&lt;td&gt;Real estate data&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@propertymonitor.ae"&gt;info@propertymonitor.ae&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;29&lt;/td&gt;
&lt;td&gt;YAP&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;yap.com&lt;/td&gt;
&lt;td&gt;Neobank&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@yap.com"&gt;press@yap.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;30&lt;/td&gt;
&lt;td&gt;Tabby&lt;/td&gt;
&lt;td&gt;UAE/SA&lt;/td&gt;
&lt;td&gt;tabby.ai&lt;/td&gt;
&lt;td&gt;BNPL&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@tabby.ai"&gt;press@tabby.ai&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;31&lt;/td&gt;
&lt;td&gt;Tamara&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;tamara.co&lt;/td&gt;
&lt;td&gt;BNPL&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@tamara.co"&gt;press@tamara.co&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;32&lt;/td&gt;
&lt;td&gt;Salla&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;salla.com&lt;/td&gt;
&lt;td&gt;E-commerce SaaS&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@salla.com"&gt;press@salla.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;33&lt;/td&gt;
&lt;td&gt;Zid&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;zid.sa&lt;/td&gt;
&lt;td&gt;E-commerce SaaS&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@zid.sa"&gt;info@zid.sa&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;34&lt;/td&gt;
&lt;td&gt;Jahez&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;jahez.net&lt;/td&gt;
&lt;td&gt;Food delivery&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:media@jahez.net"&gt;media@jahez.net&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;35&lt;/td&gt;
&lt;td&gt;Hungerstation&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;hungerstation.com&lt;/td&gt;
&lt;td&gt;Food delivery&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:media@hungerstation.com"&gt;media@hungerstation.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;36&lt;/td&gt;
&lt;td&gt;Floward&lt;/td&gt;
&lt;td&gt;KW&lt;/td&gt;
&lt;td&gt;floward.com&lt;/td&gt;
&lt;td&gt;Gifting&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@floward.com"&gt;press@floward.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;37&lt;/td&gt;
&lt;td&gt;Mumzworld&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;mumzworld.com&lt;/td&gt;
&lt;td&gt;Baby/kids&lt;/td&gt;
&lt;td&gt;5&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:pr@mumzworld.com"&gt;pr@mumzworld.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;38&lt;/td&gt;
&lt;td&gt;Awok&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;awok.com&lt;/td&gt;
&lt;td&gt;E-commerce&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@awok.com"&gt;info@awok.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;39&lt;/td&gt;
&lt;td&gt;Vezeeta&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;vezeeta.com&lt;/td&gt;
&lt;td&gt;HealthTech&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@vezeeta.com"&gt;press@vezeeta.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;40&lt;/td&gt;
&lt;td&gt;Fawry&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;fawry.com&lt;/td&gt;
&lt;td&gt;Fintech&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@fawry.com"&gt;info@fawry.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;41&lt;/td&gt;
&lt;td&gt;Swvl&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;swvl.com&lt;/td&gt;
&lt;td&gt;Mobility&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@swvl.com"&gt;press@swvl.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;42&lt;/td&gt;
&lt;td&gt;MaxAB&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;maxab.com&lt;/td&gt;
&lt;td&gt;B2B e-commerce&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@maxab.com"&gt;press@maxab.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;43&lt;/td&gt;
&lt;td&gt;Capiter&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;capiter.com&lt;/td&gt;
&lt;td&gt;B2B marketplace&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:hello@capiter.com"&gt;hello@capiter.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;44&lt;/td&gt;
&lt;td&gt;Paymob&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;paymob.com&lt;/td&gt;
&lt;td&gt;Fintech&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@paymob.com"&gt;press@paymob.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;45&lt;/td&gt;
&lt;td&gt;Breadfast&lt;/td&gt;
&lt;td&gt;EG&lt;/td&gt;
&lt;td&gt;breadfast.com&lt;/td&gt;
&lt;td&gt;Grocery delivery&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@breadfast.com"&gt;info@breadfast.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;46&lt;/td&gt;
&lt;td&gt;Sary&lt;/td&gt;
&lt;td&gt;SA&lt;/td&gt;
&lt;td&gt;sary.sa&lt;/td&gt;
&lt;td&gt;B2B food&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@sary.sa"&gt;info@sary.sa&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;47&lt;/td&gt;
&lt;td&gt;Zywa&lt;/td&gt;
&lt;td&gt;UAE&lt;/td&gt;
&lt;td&gt;zywa.app&lt;/td&gt;
&lt;td&gt;Teen neobank&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:hello@zywa.app"&gt;hello@zywa.app&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;48&lt;/td&gt;
&lt;td&gt;POSRocket&lt;/td&gt;
&lt;td&gt;JO&lt;/td&gt;
&lt;td&gt;posrocket.com&lt;/td&gt;
&lt;td&gt;POS SaaS&lt;/td&gt;
&lt;td&gt;3&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@posrocket.com"&gt;info@posrocket.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;49&lt;/td&gt;
&lt;td&gt;Jamalon&lt;/td&gt;
&lt;td&gt;JO&lt;/td&gt;
&lt;td&gt;jamalon.com&lt;/td&gt;
&lt;td&gt;Book e-commerce&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:info@jamalon.com"&gt;info@jamalon.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;50&lt;/td&gt;
&lt;td&gt;Anghami&lt;/td&gt;
&lt;td&gt;LB&lt;/td&gt;
&lt;td&gt;anghami.com&lt;/td&gt;
&lt;td&gt;Music streaming&lt;/td&gt;
&lt;td&gt;4&lt;/td&gt;
&lt;td&gt;&lt;a href="mailto:press@anghami.com"&gt;press@anghami.com&lt;/a&gt;&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Top 5 Highest-Fit Targets
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Trendyol&lt;/strong&gt; (Score 5) — Turkey's largest e-commerce; millions of product listings across Turkish/English/Arabic&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Insider&lt;/strong&gt; (Score 5) — MarTech unicorn from Istanbul; high content marketing and documentation needs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Salla&lt;/strong&gt; (Score 5) — Saudi e-commerce SaaS with thousands of merchant clients needing content support&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tabby/Tamara&lt;/strong&gt; (Score 5) — Gulf BNPL leaders; heavy on financial education content in Arabic and English&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Mumzworld&lt;/strong&gt; (Score 5) — UAE baby/kids retail; enormous product catalog with localization demands&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Why Turkish &amp;amp; MENA SMEs Are a Strong AgentHansa ICP
&lt;/h2&gt;

&lt;p&gt;MENA e-commerce is growing at 25%+ annually (Statista 2025), but the region has an acute shortage of affordable, quality digital content in Arabic, Turkish, and English simultaneously. AI agent platforms that support multilingual output are uniquely positioned to fill this gap — especially for cross-border operators like Noon, Namshi, and Trendyol's global expansion.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Research compiled May 2026 from Magnitt MENA Venture Report, Crunchbase, platform websites, and Statista MENA e-commerce data.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>business</category>
      <category>ai</category>
      <category>freelance</category>
      <category>startup</category>
    </item>
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