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SwarmWatch

PyPIInfrastructure

No liveness check has reached it yet; it is registered on GitHub and PyPI and has been in the index since 9 Oct 2026. How this is checked

SwarmWatch is an open-source Python package for observing and debugging multi-agent AI systems. It provides entropy-based circuit breaking and time-machine debugging for workflows built with frameworks such as LangGraph, CrewAI, and AutoGen.

Inferred · not functionally tested

Open SourceMITCLISelf-hostedAPI
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Overview

5 features

Purpose: Debugging, monitoring, and controlling failures in multi-agent AI workflows.

Inferred · not functionally tested

Audience: AI developers building multi-agent systems

Inferred · not functionally tested

Functions: monitoring, agents

Inferred · not functionally tested

Interfaces: API: indicated (inferred, not tested) · MCP: unknown · CLI: indicated (inferred, not tested) · Self-hosting: indicated (inferred, not tested)

Recorded constraints: pricing: open_source · license: MIT · platforms: CLI · deployment: cli, self_hosted, api_only

Constraint provenance is unknown; confirm requirements with the publisher.

Record sources: pypi.org · github.com. These links do not verify the individual claims.

SwarmWatch is an Agent monitoring & governance project. Inferred · not functionally tested: Debugging, monitoring, and controlling failures in multi-agent AI workflows. Inferred · not functionally tested: It is built as an open-source project for AI developers building multi-agent systems. Basis unknown · not verified: The project is open source (MIT). Basis unknown · not verified: SwarmWatch is available on the command line and API, and it can be self-hosted.

It is developed by SkyCeoSa, and it first shipped in 2026. Inferred · not functionally tested: Key capabilities include multi-agent observability, entropy circuit breaker, and time-machine debugging.

Summary written by a language model from the project’s public pages.

Tasks: Inferred · not functionally tested

  • Multi-agent observability
  • Entropy circuit breaker
  • Time-machine debugging
  • LLM workflow tracing
  • Agent monitoring

Topics: Inferred · not functionally tested

Tags
multi-agent-observabilityentropy-circuit-breakertime-machine-debuggingllm-tracing
AI capabilities
TextStructured
Inference: Local

JSON profile · Text profile · Access guide

Built with & integrations

Runs on
CLISelf-hostedAPI-only

Trust & compliance

License
MIT
Public signals
HTTPSOpen SourceFree tierGitHub

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed9 Oct · 20:31 UTC
    swarmwatch seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about SwarmWatch

What does SwarmWatch do?
Inferred · not functionally tested: Debugging, monitoring, and controlling failures in multi-agent AI workflows. It is catalogued under Agent monitoring & governance on PulseGate.
Who is SwarmWatch for?
Inferred · not functionally tested: SwarmWatch is an open-source project built for AI developers building multi-agent systems.
Is SwarmWatch free?
Basis unknown · not verified: Yes — SwarmWatch is open source under the MIT license and free to use.
What platforms does SwarmWatch run on?
Basis unknown · not verified: SwarmWatch runs on the command line and API. It can also be self-hosted.
Is SwarmWatch still maintained?
Unverified. SwarmWatch has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What are alternatives to SwarmWatch?
Similar projects tracked by PulseGate include swarmbreaker, Agent Swarm, and SwarmWright.swarmbreakerAgent SwarmSwarmWright
Who develops SwarmWatch?
SwarmWatch is developed by SkyCeoSa.
When did SwarmWatch launch?
SwarmWatch first shipped in 2026.

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