ContextGuard

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  Blockers

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  Task

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  Login Page

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  AI chatBot

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  Main Screen

Inspiration (The Loophole)

Traditional project management tools like Jira, Asana, and Monday.com face massive user friction because team members dread filling out rigid, tedious forms. This creates a dangerous loophole: vital context remains completely trapped inside unstructured team chat threads or casual DMs, while tracking boards sit dangerously outdated. We engineered ContextGuard to eliminate manual form-filling entirely, capturing team context straight from the source.

What it does

ContextGuard is a fully conversational project tracking workspace. Instead of clicking through drop-downs, date-pickers, and nested submenus, users simply paste a messy chat snippet, raw meeting transcript, or quick brain-dump directly into the chat interface. The application instantly interprets human intent, maps relational updates dynamically across Tasks and Blockers tables, and retains deep multi-turn memory to ask clarifying conversational questions if essential context is missing.

How we built it

We engineered ContextGuard from scratch using MeDo, structuring a dark-themed split dashboard. The backend utilizes a relational database engine spanning three highly integrated tables: Tasks, Context_Logs, and Blockers, completely orchestrated by the Gemini 2.5 Flash model. We specifically configured advanced parsing guardrails into the NLP loop to handle unstructured data streams effortlessly without corrupting production table rows.

Challenges we ran into

Mapping completely chaotic human syntax (like passive statements or non-standard names) into strict relational database parameters without breaking validation was tough. We solved this by developing a robust multi-turn conversational loop, instructing the AI engine to prompt the user for clarification rather than failing or entering incomplete row inputs.

What's next for ContextGuard

We are preparing to build automated webhook integrations directly into Slack, Discord, and Microsoft Teams. This will allow ContextGuard to listen to specified channels in real time, meaning project boards will literally manage and update themselves without engineers ever leaving their chat spaces.

Built With

• css
• gemini-2.5-flash
• medo
• react
• supabase
• tailwind
• typescript