Check memory and session history before external API calls.
npx skills add https://github.com/0x-wzw/necroswarm --skill brain-first
Please help me install this Agent Skill. Skill: brain-first Source: https://github.com/0x-wzw/necroswarm/tree/main/skills/brain-first Command: npx skills add https://github.com/0x-wzw/necroswarm --skill brain-first
Brain-first prevents redundant external API calls by checking memory and session history before making external requests.
Run the brain_check.py script to determine whether a query exists in memory or sessions before performing any external search.
High-intent search queries and answers about installing and using this skill.
To prevent redundant web_search API calls in agent orchestration, check local memory and session history first before making external requests. Brain-first enforces this workflow by probing cached knowledge sources to ensure external calls are only used as a fallback.
Using session history for fast agent responses involves querying recent interactions prior to invoking external APIs. Brain-first intercepts orchestration tasks to probe session data, ensuring cost-aware decisions and rapid responses by relying on cached knowledge.
To check local memory before triggering external API requests, run the executable brain_check.py script. It probes memory and session history to determine if a query exists locally, establishing a clear external-call fallback only when local sources are insufficient.
Yes, brain-first enforces a fixed workflow for memory lookups and external calls. It strictly checks memory first, then session history, and only falls back to external API usage if local knowledge sources are insufficient to resolve the query.
You should not rely solely on local memory caching when recent session history or cached knowledge is insufficient to resolve a complex query. In such cases, the fixed workflow triggers a clear external-call fallback to fetch fresh data from web_search or APIs.
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