Detect stale references and context rot in AGENTS.md files. Keep your AI coding agents accurate and cost-efficient.

Context-rot handoff — absolute band signals, session-terminal deny (D1–D3), and operator CLI for write/resume/bypass/repair/unlock (F3 continuity).

Context Rot Detection & Healing MCP Service — gives AI agents self-awareness about their cognitive state. Supports 15+ curated models and auto-resolves any HuggingFace model.

Diagnose context rot before your coding agent reads it.

Machine-checkable fitness-to-build gate — denies starting a high-risk P4 build in a degraded (context-rot) session unless an audited override is recorded (C13).

Command a bot army for your codebase: a reasoning-tier Mission Control delegates whole-project goals to specialist squads and ships behind a human merge gate. Five AI CLIs, zero context rot.

Context-rot smoke test — scores how hard each file is for an AI to edit correctly

Fix context rot and context pollution in long AI agent sessions. Subagents run in isolated processes; the main agent stays read-only and context stays clean.

Enforce rules on AI coding agents — guardrails that run outside the context window, so they survive context rot, compaction, and agent amnesia.

Production-ready MCP server for Dart AI task management with batch operations, SQL-like selectors, CSV import, and zero context rot

Local-first MCP server for search isolation, memory ledger, context rot detection, and cost governance

Eliminate context rot in Claude Code with intelligent memory, auto-learning hooks, and specialized subagents

Context Rot Detection & Healing MCP Service — gives AI agents self-awareness about their cognitive state. Supports 15+ curated models and auto-resolves any HuggingFace model.

Context rot indicator for Pi — shows token usage with research-backed degradation warnings

Static checking for broken internal links

Oswald the Analytical Octopus — a runtime-agnostic, MCP-native, context-rot-resistant workflow layer for analytical-engineering AI agents.

A daemon sentinel that captures AI agent breakthroughs and prevents context rot.

Lightweight plan management plugin for Claude Code with context-aware handoffs to prevent context rot during multi-phase implementations

Memy gives AI agents project memory. Persistent .context/ memory for AI coding agents — fights Context Rot with structured Markdown decisions, constraints, patterns, and rejected ideas.

A lightweight registry of LLM model information, like name and context sizes, for building AI-powered apps.