Koskamo

Retrieve cached coding answers via AIeph

The agent retrieves previously cached answers for identical or semantically similar coding questions, reducing API latency and costs by reusing existing knowledge instead of regenerating responses.

How it works

Read-onlySoftware development

The agent queries the AIeph MCP server to check if an answer to a specific coding question already exists in the shared knowledge cache. It first checks for exact matches (L1) and then semantic similarities (L2). If a cached answer is found, the agent returns it to the user. If no answer exists or confidence is low (L3), the agent remains silent or falls back to its own model, ensuring no incorrect information is provided. This process helps optimize token usage and response time.

Prompt

Paste this into an agent that has the servers below connected. Adjust the names and dates to your own.

Prompt for Retrieve cached coding answers via AIeph
Check if there is a cached answer for the following coding question in the AIeph knowledge base: [Insert Question Here]. If found, return the cached answer. If not, do not provide an answer from the cache.

MCP servers it needs

Source

The vendor page this playbook is drawn from, and the passage that supports it.

AIeph's doc-cache is a way to share answers with everyone. Once an answer exists in the world, we don't regenerate it — fewer wasted API calls, faster responses.
AIeph — Shared knowledge cache for AI coding agents

Each playbook is drawn from the vendor page it cites and reviewed by Koskamo before it is published. Koskamo does not run these servers or your agent: check what each tool will do before you let it act on your accounts.