My cofounder and I have gotten tired of CC ignoring our markdown files so we spent 4 days and built a plugin that automatically steers CC based on our previous sessions. The problem is usually post plan-mode.
What we've tried:
Heavily use plan mode (works great)
CLAUDE.md, AGENTS.md, MEMORY.md
Local context folder (upkeep is a pain)
Cursor rules (for Cursor)
claude-mem (OSS) -> does session continuity, not steering
We use fusion search to find your CC steering corrections.
- user prompt embeddings + bm25
- correction embeddings + bm25
- time decay
- target query embeddings
- exclusions
- metadata hard filters (such as files)
The CC plugin:
- Automatically captures memories/corrections without you having to remind CC
- Automatically injects corrections without you having to remind CC to do it.
The plugin will merge, update, and distill your memories, and then inject the highest relevant ones after each of your own prompts.
We're not sure if we're alone in this. We're working on some benchmarks to see how effective context injection actually is in steering CC and we know we need to keep improving extraction, search, and add more integrations.
We're passionate about the real-time and personalized context layer for agents. Giving Agents a way to understand what you mean when you say "this" or "that". Bringing the context of your world, into a secure, structured, real-time layer all your agents can access.
Would appreciate feedback on how you guys get CC to actually follow your markdown files, understand your modus operandi, feedback on the plugin, or anything else about real-time memory and context.
- Ankur
