» Tag
ai-agents
246 postsRegex Beats LLM Classifiers by 45 Points in Agent Context Routing
In a new test, plain regex rules beat TF-IDF classifiers by 45 points at routing agent context, showing an LLM call is often unnecessary.
AI agents can now accept payments across 10 countries
Open-source, MIT-licensed MCP servers let AI agents accept payments via Pix, UPI, GCash, PromptPay, and KakaoPay across 10 countries and their local rails.
Security MCP Turns Org Policies Into an API for Coding Agents
Security MCP is a configurable server that exposes security policies, risk context and paved roads to coding agents like Claude Code and Cursor via MCP tools.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHow Much Isolation Do AI Agents Actually Need?
After Asana's MCP data leak, Sedai engineers debate how much session isolation AI agents truly need, weighing security against cost and speed.
What Breaks MCP Servers in Production
A look at real production failures in MCP servers—model-unreadable errors, token rotation logouts, schema key rejections, size limits—and the standard built to fix them.
Wiring GA4 into an MCP Server: Making Analytics AI-Agent Friendly
GSC Wizard's MCP server GA4 integration reveals tricky engineering: detecting AI assistant traffic, token rotation, quota locks, and dual-client rendering.
Cinchor brings bound-before, proven-after accountability to AI agents
Cinchor offers accountability infrastructure for autonomous AI agents, enforcing action limits beforehand and producing verifiable proof afterward, via SDKs or a managed gateway.
New method flags risky tool calls in AI agents before they happen
Researchers built a sparse-autoencoder and probe-based toolkit that reads AI agent internals to flag risky or unnecessary tool calls before execution happens.
Designing UX Without a Screen: Lessons from an MCP Server
A developer shares how building an MCP server forced UX decisions into tool names, schemas and auth design—with no screen, buttons or visual cues to rely on.
Severity, Not Flat Pass-Rate, Should Gate Agent Evals
severity_gate.py is an offline, stdlib-only CI tool that gates agent eval runs by failure severity instead of a flat pass-rate, returning SHIP, REVIEW, or BLOCK.