Results for “Context window”

Why it matters

RunOnMine is an open-source, local-first security gateway for Model Context Protocol (MCP) agents running on macOS, Linux, and Windows. It restricts AI tool access to explicitly designated directories, requires local approval for risky commands, and enforces isolated browser profiles.

Why it matters

Desktop Commander open-sources a local Model Context Protocol server that enables secure filesystem search, live terminal controls, and native document editing.

Why it matters

AI meeting assistant Circleback launched a free tier providing unlimited meeting transcription with a 30-day rolling history. The platform offers direct integrations with Linear and Slack, with full API and Model Context Protocol access starting at $15 per month.

Why it matters

Microsoft has open-sourced MarkItDown, a Python tool that converts PDFs, PowerPoint presentations, Excel sheets, and Word documents into LLM-friendly Markdown. It automates structural formatting and image analysis to optimize context-window consumption.

Why it matters

NVIDIA Build now provides free, unmetered API access to open models including Kimi K3, DeepSeek V4.1 Flash, and GLM 5.3 with 1M token contexts. While token quotas are gone, access is capped at 40 requests per minute and requires SMS verification. Developers can point Cursor or agent frameworks to NVIDIA's OpenAI-compatible endpoint immediately.

Why it matters

Pillar Security discovered an active supply-chain campaign named Deadbugz targeting Model Context Protocol (MCP) clients. The attack uses runtime-gated prompt poisoning that waits for three benign tool calls before swapping metadata to exfiltrate SSH keys and cloud credentials.

Why it matters

Managing multiple CLI agent sessions like Claude Code and Codex in tmux often obscures which pane is busy, blocked, or finished. By walking the process tree and parsing screen output rather than terminal titles, developers can render dynamic status indicators directly in the tmux window list.

Why it matters

Timeglass indexes file changes and terminal actions in the background, providing coding assistants with continuous chronological context across editor restarts.

Why it matters

MEHO introduces a governance backplane that gives AI agents controlled access to infrastructure via 25 unified meta-tools for the Model Context Protocol and CLI. It enforces human approval gates, short-lived Vault credentials, blast-radius deletion previews, and server-side response filtering to protect production environments.

Why it matters

Cursor has launched an official plugin ecosystem, allowing developers to extend the AI editor with custom modular extensions. This update enables direct integration of proprietary APIs, custom contexts, and specialized agent tasks into the main editor window. Supercharge your editor with these new extensions.

Why it matters

AI agent token consumption is projected to grow twenty-four-fold by twenty-thirty. Developers must master context optimization strategies like prompt caching to manage application budgets. Stay cost-efficient.

Why it matters

Uncontrolled agentic recursive loops can lead to shocking financial API bills. Prevent thousand-dollar billing disasters by implementing strict context monitoring and token budgets. Secure your wallet.