
Agentica Spawn
- 453 installs
- 3.9k repo stars
- Updated January 26, 2026
- parcadei/continuous-claude-v3
agentica-spawn is a Claude agent skill that spawns Agentica multi-agent patterns—Swarm, Hierarchical, Generator/Critic, and Jury—for developers who need parallel research, coordinated implementation, or consensus validat
About
agentica-spawn is a continuous-claude-v3 skill that materializes Agentica multi-agent patterns after agentica-orchestrator collects a pattern choice. It is user-invocable false and runs only once a pattern is selected. Swarm spins parallel perspectives—security, performance, architecture—for research and exploration with MERGE aggregation. Hierarchical assigns coordinator and specialist roles such as planner, implementer, and reviewer for coordinated builds. Generator/Critic loops generation and critique for up to three refinement rounds. Jury convenes five jurors with majority consensus for high-stakes boolean validation. Spawned agents receive SWARM_ID, AGENT_ROLE, and PATTERN_TYPE environment variables for traceability. Developers reach for agentica-spawn when complex tasks benefit from parallel agents, structured handoffs, iterative refinement, or jury-style verification rather than a single monolithic prompt. The skill outputs pattern-specific execution results from async Python Agentica APIs integrated into Claude Code workflows.
- agentica-spawn
Agentica Spawn by the numbers
- 453 all-time installs (skills.sh)
- +2 installs in the week ending Aug 4, 2026 (Skillselion tracking)
- Ranked #934 of 4,347 Backend & APIs skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
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| Installs | 453 |
|---|---|
| repo stars | ★ 3.9k |
| Last updated | January 26, 2026 |
| Repository | parcadei/continuous-claude-v3 ↗ |
How do you spawn multi-agent patterns in Claude?
Use agentica-spawn for development tasks
Who is it for?
Developers orchestrating complex agent tasks who already selected an Agentica pattern via agentica-orchestrator.
Skip if: Simple single-agent edits where one prompt and one tool loop suffice without parallel coordination.
When should I use this skill?
User selects an Agentica pattern or explicitly requests swarm, hierarchical, generator/critic, or jury execution.
What you get
Agentica pattern execution results from Swarm, Hierarchical, Generator/Critic, or Jury runs with role-tagged agents.
- Multi-agent execution result
- Pattern-typed agent run metadata
By the numbers
- Supports 4 Agentica patterns: Swarm, Hierarchical, Generator/Critic, Jury
- Jury spawns 5 jurors with majority consensus
- Generator/Critic runs up to 3 refinement rounds
Files
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:
SWARM_ID: Unique identifier for this swarm runAGENT_ROLE: Role within the pattern (coordinator, specialist, etc.)PATTERN_TYPE: Which pattern is running
Related skills
FAQ
Which Agentica patterns does agentica-spawn support?
agentica-spawn supports four patterns: Swarm for parallel perspectives, Hierarchical for coordinated specialists, Generator/Critic for iterative refinement, and Jury with five jurors for consensus validation.
When should agentica-spawn run?
agentica-spawn runs after agentica-orchestrator prompts pattern selection or when a user explicitly requests swarm, hierarchical, generator/critic, or jury execution for complex agent tasks.