5 June 2026Changelog

Changelog #0003

Content Studio tools now available via the Cleotic MCP server, increased UI consistency across modules, and new visualisations for AI Citations and AI Traffic.

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Andy Bright

Director of Product and Technology

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Happy Friday friends. Strong early-summer vibes this week and as always it's time for a run down to what we have shipped over the last 7 days. Lets get into it.

Content Studio tools added to MCP server

We continue to expand the availability of data and tools to connected agents through the Cleotic MCP server. This week we have shipped a set of content studio tools.

  • list_content_opportunities: Lists answer-gap opportunities

  • get_content_opportunity: Fetches an opportunity with linked briefs, suggestions, events, and sync metadata.

  • list_content_briefs: Lists you content briefs

  • get_content_brief: Fetches a full content brief.

  • get_content_brief_run_steps: Reads the generation progress for a brief.

  • list_content_skills: Lists org-level and project-scoped content skills.

  • get_content_studio_settings: Reads project-level Content Studio settings

These new tools enable fuller agentic content ops workflows. Cleotic generates content opportunities from gaps in in your visibility, content studio allows you to create content (blog posts, landing pages, LinkedIn posts, and FAQs) that address gaps, and now these new MCP tools allow your agents to take that content and publish it directly to your channel platforms.

Increased UI consistency

The various modules in our web client were developed over time without a strict design system in place. They grew pretty organically and separately from each other. The outcome of this approach is that a fair amount of inconsistency developed in UI and UX between modules and screens.

A broader project is in progress to build-out a true design system for Cleotic. But we didn't want to wait for that to address some of the most obvious inconsistencies. This week we shipped a UI consistency pass. So beyond straight-up visual consistency many functions (like filters, search, etc.) are now more visually consistent and have predictable placement.

New visualisations for citations and traffic

The sources module has new visualisations that show changes over time and where the source evidence is coming from.

In Citations we now show:

  • Citations over time. Which illustrates, on a day-by-day basis, how many AI response citations were for your site, your tracked competitors, or third parties.

  • Source mix. Which provides a visual indication of the volume of citations coming from websites, news, social platforms like Reddit, YouTube, etc.

  • Citation source trend. The same data from source mix but visualised over time so you can track changes in the proportion of citations coming from a given source.

In Traffic we now show:

  • AI traffic over time. Which shows, day-by-day, how many visits were from known AI crawlers, how many were referrals from AI platforms, and the overall proportion of AI-related traffic to non-AI traffic.

  • AI systems mix. Which illustrates which providers were sending the most traffic.

  • Referral source trend. Which visualises, for referrals, how traffic per provider has changed over time.

All of these new visualisations are filter aware so you can dig into specific days and the various facets of these datasets.

We hope you find these new tools useful. Send us you feedback if you have have any notes you'd like to share. Until next time. Peace.

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