Enables AI agents to conduct evidence-grounded forensic triage of compromised hosts, with architectural safeguards against evidence spoliation and hallucinated findings, supporting self-correction and chain of custody.
Provides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous incident triage with grounded verification and human-in-the-loop remediation.
Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time web search and deep page browsing via MCP or CLI. Zero-cost, privacy-first, supports DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit and more.
Enables autonomous SRE incident investigation by allowing users to describe incidents in natural language. The agent follows a governed state machine to gather read-only evidence and produce grounded conclusions.
A deterministic AST evidence engine that forces AI agents to debug using verified execution facts instead of pattern-matching symptoms, enabling hallucination-free debugging for MCP-compatible agents.
An autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic verification rules, and zero LLM-judges-LLM. Every claim traces to a paper and every PR passes its own gates.
