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#MCP

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Reviews

Atlaso: Does One Memory Layer Fix Every AI Tool in 2026?

Atlaso is a cross-tool AI memory layer from Atlaso Labs that installs into Claude Code, Cursor, Codex, Claude Desktop, OpenCode and Antigravity via a single shell command, capturing decisions after each turn and injecting the top five relevant memories before the next one. Its published four-judge study on LongMemEval-S (n=500, shared Qwen 3.5-9B reader) shows Atlaso beating mem0 by 9.8 to 14.8 percentage points, and also documents an 11.5-point loss to mem0 on the adversarial LoCoMo subset plus a failure to reproduce mem0's headline 93.4 percent figure. The shipped product lags the research: supersede logic is not triggered automatically, injected memories are invisible from the terminal, and there is no team memory or self-hosting. Free covers one device and one tool; Pro is 10 dollars a month and Build is 25.

Aug 7, 2026 · 8 min read
Reviews

Prelint: The AI Reviewer That Catches Product Drift, Not Bugs

Prelint is a GitHub and GitLab app that reviews every pull request against a team's product specs, ADRs, and prior decisions rather than against the code itself, targeting what it calls product drift: technically correct code that quietly contradicts decisions the team already made. It launched on Product Hunt on July 29, 2026, taking #1 Product of the Day and #1 Product of the Week with 676 points. The core architecture is a decision ledger that weighs the authority of each decision and supersedes rather than deletes entries, exposed to agents through a CLI and MCP server. Prelint's own research across 56,706 public pull requests found that docs context raised the reviewer flag rate from 13.3% to 36.6% at 80.8% precision. Pricing is $1 per completed review with no seats, and public repositories are free.

Aug 6, 2026 · 8 min read
Open Source

Bumblebee: Perplexity's Read-Only Dev Endpoint Scanner

Bumblebee is Perplexity's open-source, read-only supply-chain scanner for macOS and Linux developer endpoints, written in Go with zero non-stdlib dependencies under Apache 2.0. It inventories npm, PyPI, Go, RubyGems, Composer and other package managers plus MCP configs, editor extensions, and browser extensions, emitting NDJSON findings against operator-supplied exposure catalogs. Its read-only design never invokes package managers, so it cannot trigger malicious postinstall scripts during a scan.

Jul 28, 2026 · 6 min read
Open Source

Grok Build: xAI Open-Sources Its Rust Terminal Coding Agent

On July 15, 2026, xAI open-sourced Grok Build, the Rust terminal coding agent behind its grok CLI, under Apache 2.0. The release covers the agent loop, tools, TUI, and extension system, and supports a fully local-first config.toml path pointing at self-hosted inference. External PRs aren't accepted and the model stays closed, so it's a source-transparency release, not a community project.

Jul 27, 2026 · 6 min read
Reviews

Zed 1.0: Is the Rust-Powered AI Editor Worth Switching To?

Zed 1.0, released April 29, 2026, is an open-source code editor written in Rust with a custom GPU-accelerated framework, positioned as both a fast traditional editor and an AI workbench. It offers agentic editing, Zeta edit prediction, parallel agents, and the open Agent Client Protocol, plus a generous free tier. Its main drawbacks are a small extension library and uneven language support compared with VS Code.

Jul 21, 2026 · 5 min read
Reviews

Granola: Is the No-Bot AI Notetaker Worth $14 a Month in 2026?

Granola is an AI meeting notetaker that listens to your device audio instead of joining calls as a bot, then merges your rough notes into polished writeups. It lands ~90-92% transcription accuracy, offers 29+ templates, and its $14/user/month Business plan adds CRM integrations (HubSpot, Attio, Affinity) plus MCP support. Weak spots: speaker attribution at 3+ participants, no native auto-distribution, and a Mac-and-Google lean. Best for founders, execs, and client-facing teams.

Jul 18, 2026 · 5 min read
Tech Tips

LiteLLM: One Unified API for Every LLM Provider in 2026

LiteLLM is an open-source gateway that gives developers a single OpenAI-format interface to call 100+ LLM providers. This tutorial covers installing the SDK and Proxy Server, switching providers by changing a model string, unified exception handling, streaming, and adding cost tracking, observability, virtual keys, and budgets.

Jul 17, 2026 · 7 min read
Tech Tips

MCP Security: A 2026 Hardening Playbook After CVE-2025-6514

A practical 2026 security playbook for Model Context Protocol agents. It explains MCP-specific threats (prompt injection, tool poisoning, rug pulls, confused-deputy), dissects the critical CVE-2025-6514 mcp-remote RCE, and gives concrete hardening steps: patch to 0.1.16, enforce OAuth 2.1 over HTTPS, isolate servers, gate destructive actions, and audit agent activity.

Jun 2, 2026 · 7 min read
Tech Tips

Prompt Injection: A 2026 Defense Playbook for AI Agents

A defense playbook for prompt injection in AI agents. It explains why the attack is unsolvable at the model layer, frames the threat with Simon Willison's lethal trifecta (private data, untrusted content, external communication), and prescribes layered controls: architectural separation, least-privilege tools, input filtering, egress allowlisting, circuit breakers, and hardened models, which can cut attack success from 73.2% to 8.7%.

May 30, 2026 · 6 min read
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