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transform: translateY(0.0947494px);"><h1 class="MuiTypography-root MuiTypography-h1 css-1gl4oga">Blog</h1><h5 class="MuiTypography-root MuiTypography-h5 css-1nr9c8z">Product updates, developer guides, and engineering insights from the Aiqbee team.</h5></div></div></div><div class="MuiBox-root css-19poy5x"><div class="MuiContainer-root MuiContainer-maxWidthLg css-9wvnva"><div class="MuiGrid-root MuiGrid-container MuiGrid-spacing-xs-4 css-16qpid4"><div class="MuiGrid-root MuiGrid-item MuiGrid-grid-xs-12 MuiGrid-grid-md-12 css-15j76c0"><div class="MuiPaper-root MuiPaper-elevation MuiPaper-rounded MuiPaper-elevation1 MuiCard-root css-13jd9a3" style="--Paper-shadow: 0px 2px 1px -1px rgba(0,0,0,0.2),0px 1px 1px 0px rgba(0,0,0,0.14),0px 1px 3px 0px rgba(0,0,0,0.12); --Paper-overlay: linear-gradient(rgba(255, 255, 255, 0.051), rgba(255, 255, 255, 0.051)); opacity: 1; transform: none;"><div class="MuiCardContent-root css-19zq3zz"><div class="MuiBox-root css-1c123yq"><div class="MuiChip-root MuiChip-outlined MuiChip-sizeSmall MuiChip-colorSecondary MuiChip-outlinedSecondary css-11wg2fa"><span class="MuiChip-label MuiChip-labelSmall css-oruufx">Engineering</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><rect x="3" y="4" width="18" height="18" rx="2" ry="2"></rect><line x1="16" y1="2" x2="16" y2="6"></line><line x1="8" y1="2" x2="8" y2="6"></line><line x1="3" y1="10" x2="21" y2="10"></line></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">21 March 2026</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><circle cx="12" cy="12" r="10"></circle><polyline points="12 6 12 12 16 14"></polyline></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">8 min read</span></div></div><h4 class="MuiTypography-root MuiTypography-h4 css-14k246x">
128MCP Is Not Dead: Why Tool Discovery and Interoperability Still Matter</h4><p class="MuiTypography-root MuiTypography-body1 css-1wyzsw3">The "MCP is dead" narrative misses the point. Token costs are real, but so is the value of dynamic tool discovery, multi-tool interoperability, and standardised enterprise access control. Here is our take.</p><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary css-1tmzpcd" tabindex="0" href="/blog/mcp-is-not-dead" data-discover="true">Read More<span class="MuiButton-icon MuiButton-endIcon MuiButton-iconSizeMedium css-1g78ho2"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a></div></div></div><div class="MuiGrid-root MuiGrid-item MuiGrid-grid-xs-12 MuiGrid-grid-md-6 css-iol86l"><div class="MuiPaper-root MuiPaper-elevation MuiPaper-rounded MuiPaper-elevation1 MuiCard-root css-13jd9a3" style="--Paper-shadow: 0px 2px 1px -1px rgba(0,0,0,0.2),0px 1px 1px 0px rgba(0,0,0,0.14),0px 1px 3px 0px rgba(0,0,0,0.12); --Paper-overlay: linear-gradient(rgba(255, 255, 255, 0.051), rgba(255, 255, 255, 0.051)); opacity: 0; transform: translateY(20px);"><div class="MuiCardContent-root css-19zq3zz"><div class="MuiBox-root css-1c123yq"><div class="MuiChip-root MuiChip-outlined MuiChip-sizeSmall MuiChip-colorPrimary MuiChip-outlinedPrimary css-y8c6de"><span class="MuiChip-label MuiChip-labelSmall css-oruufx">Product</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><rect x="3" y="4" width="18" height="18" rx="2" ry="2"></rect><line x1="16" y1="2" x2="16" y2="6"></line><line x1="8" y1="2" x2="8" y2="6"></line><line x1="3" y1="10" x2="21" y2="10"></line></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">21 March 2026</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><circle cx="12" cy="12" r="10"></circle><polyline points="12 6 12 12 16 14"></polyline></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">5 min read</span></div></div><h5 class="MuiTypography-root MuiTypography-h5 css-9j2lsd">Introducing Service Accounts: Programmatic Access to AI Memory</h5><p class="MuiTypography-root MuiTypography-body1 css-1wyzsw3">Service accounts bring OAuth2 client credentials to Aiqbee, enabling CI/CD pipelines, Slack bots, and headless AI agents to access your Brains programmatically without interactive login.</p><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary css-1tmzpcd" tabindex="0" href="/blog/introducing-service-accounts" data-discover="true">Read More<span class="MuiButton-icon MuiButton-endIcon MuiButton-iconSizeMedium css-1g78ho2"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a></div></div></div><div class="MuiGrid-root MuiGrid-item MuiGrid-grid-xs-12 MuiGrid-grid-md-6 css-iol86l"><div class="MuiPaper-root MuiPaper-elevation MuiPaper-rounded MuiPaper-elevation1 MuiCard-root css-13jd9a3" style="--Paper-shadow: 0px 2px 1px -1px rgba(0,0,0,0.2),0px 1px 1px 0px rgba(0,0,0,0.14),0px 1px 3px 0px rgba(0,0,0,0.12); --Paper-overlay: linear-gradient(rgba(255, 255, 255, 0.051), rgba(255, 255, 255, 0.051)); opacity: 0; transform: translateY(20px);"><div class="MuiCardContent-root css-19zq3zz"><div class="MuiBox-root css-1c123yq"><div class="MuiChip-root MuiChip-outlined MuiChip-sizeSmall MuiChip-colorPrimary MuiChip-outlinedPrimary css-y8c6de"><span class="MuiChip-label MuiChip-labelSmall css-oruufx">Product</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><rect x="3" y="4" width="18" height="18" rx="2" ry="2"></rect><line x1="16" y1="2" x2="16" y2="6"></line><line x1="8" y1="2" x2="8" y2="6"></line><line x1="3" y1="10" x2="21" y2="10"></line></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">20 March 2026</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><circle cx="12" cy="12" r="10"></circle><polyline points="12 6 12 12 16 14"></polyline></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">6 min read</span></div></div><h5 class="MuiTypography-root MuiTypography-h5 css-9j2lsd">Aiqbee for VS Code: Browse Brains and Connect MCP Without Leaving Your Editor</h5><p class="MuiTypography-root MuiTypography-body1 css-1wyzsw3">The Aiqbee MCP Brains extension for VS Code lets you browse knowledge graphs, visualise connections, and connect Brains to Claude Code, Cursor, and Copilot with one click.</p><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary css-1tmzpcd" tabindex="0" href="/blog/aiqbee-vs-code-extension" data-discover="true">
128Read More<span class="MuiButton-icon MuiButton-endIcon MuiButton-iconSizeMedium css-1g78ho2"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a></div></div></div><div class="MuiGrid-root MuiGrid-item MuiGrid-grid-xs-12 MuiGrid-grid-md-6 css-iol86l"><div class="MuiPaper-root MuiPaper-elevation MuiPaper-rounded MuiPaper-elevation1 MuiCard-root css-13jd9a3" style="--Paper-shadow: 0px 2px 1px -1px rgba(0,0,0,0.2),0px 1px 1px 0px rgba(0,0,0,0.14),0px 1px 3px 0px rgba(0,0,0,0.12); --Paper-overlay: linear-gradient(rgba(255, 255, 255, 0.051), rgba(255, 255, 255, 0.051)); opacity: 0; transform: translateY(20px);"><div class="MuiCardContent-root css-19zq3zz"><div class="MuiBox-root css-1c123yq"><div class="MuiChip-root MuiChip-outlined MuiChip-sizeSmall MuiChip-colorSuccess MuiChip-outlinedSuccess css-xa4kxv"><span class="MuiChip-label MuiChip-labelSmall css-oruufx">Guide</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><rect x="3" y="4" width="18" height="18" rx="2" ry="2"></rect><line x1="16" y1="2" x2="16" y2="6"></line><line x1="8" y1="2" x2="8" y2="6"></line><line x1="3" y1="10" x2="21" y2="10"></line></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">18 March 2026</span></div><div class="MuiBox-root css-171onha"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="14" width="14" xmlns="http://www.w3.org/2000/svg"><circle cx="12" cy="12" r="10"></circle><polyline points="12 6 12 12 16 14"></polyline></svg><span class="MuiTypography-root MuiTypography-caption css-1crl9dy">4 min read</span></div></div><h5 class="MuiTypography-root MuiTypography-h5 css-9j2lsd">One-Click MCP Config: Connect Claude Code, Cursor, and Copilot in 60 Seconds</h5><p class="MuiTypography-root MuiTypography-body1 css-1wyzsw3">A step-by-step guide to connecting your AI coding assistant to Aiqbee Brains via MCP. One line of config gives your AI persistent, shared memory about your codebase.</p><a class="MuiButtonBase-root MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary MuiButton-root MuiButton-text MuiButton-textPrimary MuiButton-sizeMedium MuiButton-textSizeMedium MuiButton-colorPrimary css-1tmzpcd" tabindex="0" href="/blog/one-click-mcp-config" data-discover="true">Read More<span class="MuiButton-icon MuiButton-endIcon MuiButton-iconSizeMedium css-1g78ho2"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><line x1="5" y1="12" x2="19" y2="12"></line><polyline points="12 5 19 12 12 19"></polyline></svg></span></a></div></div></div></div></div></div><div class="MuiBox-root css-p036m4"><div class="MuiContainer-root MuiContainer-maxWidthMd css-q7u9va"><div class="MuiBox-root css-xi606m" style="opacity: 0;"><h4 class="MuiTypography-root MuiTypography-h4 css-wz9rej">Ready to Give Your AI Real Context?</h4><p class="MuiTypography-root MuiTypography-body1 css-15wk85b">Create a Brain, connect it via MCP, and stop re-explaining your codebase to AI.</p><a class="MuiButtonBase-root MuiButton-root MuiButton-contained MuiButton-containedSecondary MuiButton-sizeLarge MuiButton-containedSizeLarge MuiButton-colorSecondary MuiButton-root MuiButton-contained MuiButton-containedSecondary MuiButton-sizeLarge MuiButton-containedSizeLarge MuiButton-colorSecondary css-tpt8fc" tabindex="0" href="https://app.aiqbee.com/signin" target="_blank" rel="noopener noreferrer">Start Free Trial</a></div></div></div></div></main><footer class="MuiBox-root css-mwepno"><div class="MuiContainer-root MuiContainer-maxWidthXl css-1cmizrj"><div class="MuiGrid-root MuiGrid-container MuiGrid-spacing-xs-4 css-16qpid4"><div class="MuiGrid-root MuiGrid-item MuiGrid-grid-xs-12 MuiGrid-grid-md-4 css-19egsyp"><div class="MuiBox-root css-1amc7ct"><img class="MuiBox-root css-9fmhsk" alt="Aiqbee Logo" src="/Logo.png"></div><p class="MuiTypography-root MuiTypography-body2 css-1p83yj5">Vendor-agnostic Aiqbee Brains (AI Context) powered by MemoryGraph. Build once, use everywhere.</p><p class="MuiTypography-root MuiTypography-body2 css-166qdvi">
128Aiqbee Limited</p><p class="MuiTypography-root MuiTypography-body2 css-166qdvi">PO Box 25263, Wellington 6140, New Zealand</p><p class="MuiTypography-root MuiTypography-body2 css-1p83yj5">Email: <a href="/cdn-cgi/l/email-protection" class="__cf_email__" data-cfemail="8ce9e2fdf9e5fef5ccede5fdeee9e9a2efe3e1">[email protected]</a></p><div class="MuiBox-root css-1mcghfl"><a class="MuiButtonBase-root MuiIconButton-root MuiIconButton-sizeSmall css-14w0slc" tabindex="0" href="https://www.linkedin.com/company/aiqbee/" target="_blank" rel="noopener noreferrer"><svg stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M16 8a6 6 0 0 1 6 6v7h-4v-7a2 2 0 0 0-2-2 2 2 0 0 0-2 2v7h-4v-7a6 6 0 0 1 6-6z"></path><rect x="2" y="9" width="4" height="12"></rect><circle cx="4" cy="4" r="2"></circle></svg></a><a class="MuiButtonBase-root MuiIconButton-root 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162 163 164 165<div role="presentation" class="MuiDrawer-root MuiDrawer-anchorRight MuiDrawer-modal MuiModal-root MuiModal-hidden css-gq3gly" aria-hidden="true"><div aria-hidden="true" class="MuiBackdrop-root MuiModal-backdrop css-14dl35y" style="opacity: 0; visibility: hidden;"></div><div tabindex="-1" data-testid="sentinelStart"></div><div class="MuiPaper-root MuiPaper-elevation MuiPaper-elevation16 MuiDrawer-paper MuiDrawer-paperAnchorRight css-12ru7m2" tabindex="-1" style="--Paper-shadow: 0px 8px 10px -5px rgba(0,0,0,0.2),0px 16px 24px 2px rgba(0,0,0,0.14),0px 6px 30px 5px rgba(0,0,0,0.12); --Paper-overlay: linear-gradient(rgba(255, 255, 255, 0.147), rgba(255, 255, 255, 0.147)); visibility: hidden; transform: translateX(1280px);"><div class="MuiBox-root css-17n1p21"><div class="MuiBox-root css-zhbgj8"><div class="MuiBox-root css-axw7ok"><img class="MuiBox-root css-karrqq" alt="Aiqbee Logo" src="/Logo.png"></div><button class="MuiButtonBase-root MuiIconButton-root 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