open-agent-kit

Find out what happened, what was decided, and what depends on what in your codebase. Use this skill whenever you need to: recall past decisions or discussions ("what did we decide about X?"), check what might break before refactoring ("what depends on this module?"), find conceptually similar code that grep would miss ("all the retry/backoff logic"), look up past bugs, gotchas, or learnings, query session history or agent run costs, store observations about the codebase, or understand how components connect end-to-end. Powered by semantic search, memory lookup, and direct SQL against the Oak CI database (.oak/ci/activities.db). Also use when the user mentions oak_search, oak_context, oak_remember, oak_resolve_memory, or asks to run queries against activities.db or oak.

Find out what happened, what was decided, and what depends on what in your codebase. Use this skill whenever you need to: recall past decisions or discussions ("what did we decide about X?"), check what might break before refactoring ("what depends on this module?"), find conceptually similar code that grep would miss ("all the retry/backoff logic"), look up past bugs, gotchas, or learnings, query session history or agent run costs, store observations about the codebase, or understand how components connect end-to-end. Powered by semantic search, memory lookup, and direct SQL against the Oak CI database (.oak/ci/activities.db). Also use when the user mentions oak_search, oak_context, oak_remember, oak_resolve_memory, or asks to run queries against activities.db or oak.

Audit dependencies across projects in your organization's swarm. Use when you need to find version conflicts, outdated packages, or security risks across teams. Also use when the user asks for a "dependency audit", "version check across projects", "package alignment", or wants to standardize dependencies org-wide. Requires an active swarm connection.

Find recurring code patterns, architectural decisions, and shared conventions across projects in your organization's swarm. Use when you want to discover what patterns other teams use, find candidates for shared libraries, or standardize approaches across the org. Also use when the user asks to "find patterns across projects", "what conventions do other teams follow", "shared code opportunities", or anything about org-wide code reuse. Requires an active swarm connection.

Generate a cross-project comparative report from your organization's swarm. Use when you need an overview of all connected projects, want to compare activity levels, find shared patterns, or identify collaboration opportunities across teams. Also use when the user asks for a "swarm report", "cross-project analysis", "org overview", or wants to understand how projects relate to each other. Requires an active swarm connection.

Audit dependencies across projects in your organization's swarm. Use when you need to find version conflicts, outdated packages, or security risks across teams. Also use when the user asks for a "dependency audit", "version check across projects", "package alignment", or wants to standardize dependencies org-wide. Requires an active swarm connection.

Find recurring code patterns, architectural decisions, and shared conventions across projects in your organization's swarm. Use when you want to discover what patterns other teams use, find candidates for shared libraries, or standardize approaches across the org. Also use when the user asks to "find patterns across projects", "what conventions do other teams follow", "shared code opportunities", or anything about org-wide code reuse. Requires an active swarm connection.

Generate a cross-project comparative report from your organization's swarm. Use when you need an overview of all connected projects, want to compare activity levels, find shared patterns, or identify collaboration opportunities across teams. Also use when the user asks for a "swarm report", "cross-project analysis", "org overview", or wants to understand how projects relate to each other. Requires an active swarm connection.

Design effective prompts and optimize context for AI models and agents. Covers prompt engineering foundations (clarity, examples, chain of thought, XML structure), the four context engineering strategies (Write, Select, Compress, Isolate), agent memory and session patterns, and before/after examples showing measurable improvement. Use when writing system prompts, designing agent workflows, optimizing context windows, building prompt templates, structuring few-shot examples, reducing context rot, or improving AI output quality.

Search across multiple projects in your organization's swarm. Use when you need cross-project patterns, org-level conventions, shared decisions, or want to know how other projects solved a problem. Complements the oak (team) skill which covers single-project knowledge. Also use when the user mentions swarm_search, swarm_fetch, swarm_nodes, swarm_status, or asks about what other teams/projects have done, cross-project dependencies, org-wide patterns, or collective knowledge across the organization.

Design effective prompts and optimize context for AI models and agents. Covers prompt engineering foundations (clarity, examples, chain of thought, XML structure), the four context engineering strategies (Write, Select, Compress, Isolate), agent memory and session patterns, and before/after examples showing measurable improvement. Use when writing system prompts, designing agent workflows, optimizing context windows, building prompt templates, structuring few-shot examples, reducing context rot, or improving AI output quality.

Search across multiple projects in your organization's swarm. Use when you need cross-project patterns, org-level conventions, shared decisions, or want to know how other projects solved a problem. Complements the oak (team) skill which covers single-project knowledge. Also use when the user mentions swarm_search, swarm_fetch, swarm_nodes, swarm_status, or asks about what other teams/projects have done, cross-project dependencies, org-wide patterns, or collective knowledge across the organization.

Create and maintain project constitutions and agent instruction files. Use when establishing coding standards, adding project rules, creating agent guidance files, syncing rules across agents, or improving AI agent consistency. Also supports RFC/ADR documents for formalizing technical decisions that feed into the constitution.

Create and maintain project constitutions and agent instruction files. Use when establishing coding standards, adding project rules, creating agent guidance files, syncing rules across agents, or improving AI agent consistency. Also supports RFC/ADR documents for formalizing technical decisions that feed into the constitution.