agentica-infrastructure

parcadei/continuous-claude-v3 · updated Apr 8, 2026

$npx skills add https://github.com/parcadei/continuous-claude-v3 --skill agentica-infrastructure
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summary

Complete API specification for Agentica multi-agent coordination infrastructure.

skill.md

Agentica Infrastructure Reference

Complete API specification for Agentica multi-agent coordination infrastructure.

When to Use

  • Building multi-agent workflows with Agentica patterns
  • Need exact constructor signatures for pattern classes
  • Want to understand coordination database schema
  • Implementing custom patterns using primitives
  • Debugging agent tracking or orphan detection

Quick Reference

11 Pattern Classes

Pattern Purpose Key Method
Swarm Parallel perspectives .execute(query)
Pipeline Sequential stages .run(initial_state)
Hierarchical Coordinator + specialists .execute(task)
Jury Voting consensus .decide(return_type, question)
GeneratorCritic Iterative refinement .run(task)
CircuitBreaker Failure fallback .execute(query)
Adversarial Debate + judge .resolve(question)
ChainOfResponsibility Route to handler .process(query)
MapReduce Fan out + reduce .execute(query, chunks)
Blackboard Shared state .solve(query)
EventDriven Event bus .publish(event)

Core Infrastructure

Component File Purpose
CoordinationDB coordination.py SQLite tracking
tracked_spawn tracked_agent.py Agent with tracking
HandoffAtom handoff_atom.py Universal handoff format
BlackboardCache blackboard.py Hot tier communication
MemoryService memory_service.py Core + Archival memory
create_claude_scope claude_scope.py Scope with file ops

Primitives

Primitive Purpose
Consensus Voting (MAJORITY, UNANIMOUS, THRESHOLD)
Aggregator Combine results (MERGE, CONCAT, BEST)
HandoffState Structured agent handoff
build_premise Structured premise builder
gather_fail_fast TaskGroup-based parallel execution

Full API Spec

See: API_SPEC.md in this skill directory

Usage Example

from scripts.agentica_patterns.patterns import Swarm, Jury
from scripts.agentica_patterns.primitives import ConsensusMode
from scripts.agentica_patterns.coordination import CoordinationDB
from scripts.agentica_patterns.tracked_agent import tracked_spawn

# Create tracking database
db = CoordinationDB(session_id="my-session")

# Swarm with tracking
swarm = Swarm(
    perspectives=["Security expert", "Performance expert"],
    db=db
)
result = await swarm.execute("Review this code")

# Jury with consensus
jury = Jury(
    num_jurors=3,
    consensus_mode=ConsensusMode.MAJORITY,
    premise="You evaluate code quality",
    db=db
)
verdict = await jury.decide(bool, "Is this code production ready?")

Location

API spec: .claude/skills/agentica-infrastructure/API_SPEC.md Source: scripts/agentica_patterns/

Discussion

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general reviews

Ratings

4.562 reviews
  • Ganesh Mohane· Dec 16, 2024

    Registry listing for agentica-infrastructure matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Charlotte Li· Dec 16, 2024

    Solid pick for teams standardizing on skills: agentica-infrastructure is focused, and the summary matches what you get after install.

  • Mateo Zhang· Dec 16, 2024

    We added agentica-infrastructure from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Shikha Mishra· Dec 12, 2024

    We added agentica-infrastructure from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Diego Chawla· Dec 12, 2024

    agentica-infrastructure has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Sakura Malhotra· Dec 8, 2024

    Registry listing for agentica-infrastructure matched our evaluation — installs cleanly and behaves as described in the markdown.

  • Naina Dixit· Nov 7, 2024

    agentica-infrastructure is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Mateo Diallo· Nov 7, 2024

    agentica-infrastructure fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Yash Thakker· Nov 3, 2024

    agentica-infrastructure fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

  • Mia Khanna· Nov 3, 2024

    agentica-infrastructure reduced setup friction for our internal harness; good balance of opinion and flexibility.

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