context-save-cli
Compress noisy chat logs and logs into durable, high-signal memory reports with built-in duplicate suppression.
skill install https://www.promptspace.in/skills/context-save-cliWhat it does
The Context Save CLI is a specialized utility designed to solve the "context window bloat" problem. It uses a bundled Python script to ingest massive transcripts, logs, or agent traces and compress them into high-signal, evidence-preserving reports. Unlike generic summaries, this skill identifies durable deltas—facts, decisions, and outcomes that actually matter for long-term memory—while discarding transient narrations and redundant assistant "self-talk".
Why use this skill
As sessions grow longer, LLMs become expensive and prone to hallucination. This skill acts as a middleware for your agent's memory. Instead of feeding the next agent a raw 50KB transcript, you feed it a 2KB compressed report. It includes built-in duplicate suppression (checking against existing wikis), AI-smell detection, and durable memory extraction. It ensures your project documentation stays lean, factual, and free of "AI-generated" fluff without needing multiple separate plugins.
Supported tools
- Python CLI: A standalone script for pre-filtering data before LLM processing.
- Format Support: Outputs in structured Markdown or JSON.
- Integration: Works with any wiki-style documentation or handoff brief system.
Use cases
- Shrink 100k+ token traces into 1k token durable memory snapshots
- Extract technical decisions and commands from messy developer chat logs
- Update project wikis without duplicating information already documented
- Detect and remove "AI-style" flowery language from technical documentation
Example
Prompt
Sample output preview is available after purchase.