A software veteran with over 10 years of experience in development, systems design and infrastructure management.

devto

productHunt

youtube

github

Aakash Howlader  • Peerlist

Online research can get time consuming and frustrating fast. You browse multiple sites, repeatedly copy-paste information into chat bots and notes and soon, realize you have lost track of what's where and where's what. This is where TabMate can help. TabMate is a browser extension designed to enhance your research workflow by providing a dedicated workspace directly within your browser tabs. It gives you a side-panel workspace with an AI assistant where you can ask questions, interact with the page, save useful excerpts, keep notes, carry the right context forward. It aims to eliminate context switching and keep your research organized and accessible. <ul><li>Ask from the page: Directly query the content of the current browser tab without needing to copy and paste information into separate tools.</li><li>Automate actions: TabMate reduces the time you need to fill forms, navigate sites, find information by interacting with the page on your behalf.</li><li>Page-grounded questions: Ensure your questions are relevant to the specific page you are viewing, providing more accurate and contextualized answers.</li><li>Saved notes and excerpts: Capture important information, highlights, and insights as you browse, saving them directly into your workspace.</li><li>Reusable workflows: Utilize pre-made or custom playbooks tailored to specific research needs, such as marketing comparisons, founder research, student studies, or educator lesson planning.</li><li>Dynamic Workspace Memory: TabMate remembers your saved context, surfacing relevant notes and excerpts when they are needed for future questions, adapting to your current goals.</li><li>Organized research: Keep different research projects separate with distinct workspaces and starter workflows, preventing a giant, unmanageable thread of information.</li><li>Data Control: You have control over your data. TabMate reads the current tab only when explicitly used, stores your notes and conversations in your account, and allows you to delete individual items or your entire account at any time.</li></ul>With TabMate, your browsing turns into actionable research over timeTabMate is ideal for anyone whose work relies on extensive browser research, including product marketers, founders, students, educators, and general researchers who need to keep their evidence and notes together across sessions.

TabMate - Browser Research Assistant

<h3>Remote MCP Adapter Overview</h3>
The Remote MCP Adapter is a gateway designed to enhance the functionality of MCP servers in remote environments. It acts as an intermediary between your MCP client and upstream MCP servers, specifically addressing the challenges of file handling in distributed setups. This adapter facilitates session-safe file uploads, robust artifact management, and provides comprehensive state and health controls for upstream MCP servers.
Key Features:
<ul>
<li>File Handling Solution: Solves the problem of shared filesystem assumptions in containerized or remote server environments. It enables tools to read local files for uploads and allows clients to access generated artifacts like screenshots or PDFs.</li>
<li>Upload Staging: Prepares uploads before tool execution, ensuring files are accessible to the upstream server.</li>
<li>Artifact Capture: Captures files generated by tools after execution and exposes them back to the client via MCP-friendly handles and resources.</li>
<li>Multi-server Relay: Allows multiple upstream MCP servers to be exposed behind a single gateway with clean per-server mount paths.</li>
<li>Session Isolation: Manages uploads, artifacts, limits, and lifecycle behavior scoped to individual MCP sessions.</li>
<li>State Backends: Supports in-memory state for simple setups and can be configured with SQLite and Redis for more durable deployments.</li>
<li>Upstream Health Monitoring: Actively monitors upstream servers to prevent routing traffic to unhealthy instances.</li>
<li>Resilience Controls: Includes support for retries, reconnect behavior, and circuit-breaker patterns for unstable upstreams.</li>
<li>Security Features: Offers authentication headers, signed upload URLs, and safer boundaries for remote file operations.</li>
<li>Observability: Exposes health signals and telemetry for operational insights.</li>
<li>Safe Storage Behavior: Enforces path validation, cleanup, quotas, and atomic write patterns.</li>
<li>Flexible Deployment: Can be deployed locally with Docker Compose, directly from source, or on Kubernetes using Helm charts.</li>
</ul>
The Remote MCP Adapter is ideal for scenarios where MCP clients and servers operate in different environments, and file-based operations are critical. It aims to make remote MCP servers feel more like local ones, especially for workflows involving extensive file manipulation.

Remote MCP Adapter

A config-driven service that scrapes SaaS and internal HTTP APIs and turns their data into OpenTelemetry metrics and logs, feeding your existing observability stack without adding a new vendor or data store.