install
source · Clone the upstream repo
git clone https://github.com/vibeeval/vibecosystem
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/vibeeval/vibecosystem "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/agentica-spawn" ~/.claude/skills/vibeeval-vibecosystem-agentica-spawn && rm -rf "$T"
manifest:
skills/agentica-spawn/SKILL.mdsource content
Agentica Spawn Skill
Use this skill after user selects an Agentica pattern.
When to Use
- After agentica-orchestrator prompts user for pattern selection
- When user explicitly requests a multi-agent pattern (swarm, hierarchical, etc.)
- When implementing complex tasks that benefit from parallel agent execution
- For research tasks requiring multiple perspectives (use Swarm)
- For implementation tasks requiring coordination (use Hierarchical)
- For iterative refinement (use Generator/Critic)
- For high-stakes validation (use Jury)
Pattern Selection to Spawn Method
Swarm (Research/Explore)
swarm = Swarm( perspectives=[ "Security expert analyzing for vulnerabilities", "Performance expert optimizing for speed", "Architecture expert reviewing design" ], aggregate_mode=AggregateMode.MERGE, ) result = await swarm.execute(task_description)
Hierarchical (Build/Implement)
hierarchical = Hierarchical( coordinator_premise="You break tasks into subtasks", specialist_premises={ "planner": "You create implementation plans", "implementer": "You write code", "reviewer": "You review code for issues" }, ) result = await hierarchical.execute(task_description)
Generator/Critic (Iterate/Refine)
gc = GeneratorCritic( generator_premise="You generate solutions", critic_premise="You critique and suggest improvements", max_rounds=3, ) result = await gc.run(task_description)
Jury (Validate/Verify)
jury = Jury( num_jurors=5, consensus_mode=ConsensusMode.MAJORITY, premise="You evaluate the solution" ) verdict = await jury.decide(bool, question)
Environment Variables
All spawned agents receive:
: Unique identifier for this swarm runSWARM_ID
: Role within the pattern (coordinator, specialist, etc.)AGENT_ROLE
: Which pattern is runningPATTERN_TYPE