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MA-Trace

PyPIInfrastructure

PulseGate's liveness check found it on 4 Oct 2026; it is registered on PyPI and has been in the index since 4 Oct 2026. How this is checked

MA-Trace is an open-source Python package for observing multi-agent LLM systems. It provides causal tracing, coordination service-level objectives, and deterministic replay through OpenTelemetry integrations for agent frameworks.

Inferred · not functionally tested

Open SourceApache-2.0CLISelf-hostedAPI
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Overview

6 features

Purpose: Debugging, monitoring, and replaying complex multi-agent LLM workflows.

Inferred · not functionally tested

Audience: developers building and operating multi-agent LLM systems

Inferred · not functionally tested

Functions: monitoring, analytics

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: Apache-2.0 · platforms: CLI · deployment: cli, self_hosted, api_only

Constraint provenance is unknown; confirm requirements with the publisher.

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

MA-Trace is an Agent monitoring & governance project. Inferred · not functionally tested: Debugging, monitoring, and replaying complex multi-agent LLM workflows. Inferred · not functionally tested: MA-Trace is an open-source project aimed at developers building and operating multi-agent LLM systems. Basis unknown · not verified: The project is open source (Apache-2.0). Basis unknown · not verified: MA-Trace is available on the command line and API, and it can be self-hosted.

MA-Trace first shipped in 2026. Inferred · not functionally tested: Key capabilities include causal tracing, Coordination SLOs, and deterministic replay. Inferred · not functionally tested: Catalogued interfaces include a public API.

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

Tasks: Inferred · not functionally tested

  • Causal tracing
  • Coordination SLOs
  • Deterministic replay
  • OpenTelemetry integration
  • Agent observability
  • Multi-agent tracing

Topics: Inferred · not functionally tested

Tags
multi-agent-observabilitycausal-tracingcoordination-slosdeterministic-replayopentelemetry
AI capabilities
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JSON profile · Text profile · Access guide

Built with & integrations

Connectors
API
Runs on
CLISelf-hostedAPI-only

Trust & compliance

License
Apache-2.0
Public signals
HTTPSOpen Source

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed4 Oct · 00:24 UTC
    multi-agent-observability seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about MA-Trace

What does MA-Trace do?
Inferred · not functionally tested: Debugging, monitoring, and replaying complex multi-agent LLM workflows. It is catalogued under Agent monitoring & governance on PulseGate.
Who should use MA-Trace?
Inferred · not functionally tested: MA-Trace is an open-source project built for developers building and operating multi-agent LLM systems.
Is MA-Trace free?
Basis unknown · not verified: Yes — MA-Trace is open source under the Apache-2.0 license and free to use.
What platforms does MA-Trace run on?
Basis unknown · not verified: MA-Trace runs on the command line and API. It can also be self-hosted.
Is MA-Trace still active?
PulseGate's liveness check found it on 4 Oct 2026.
What are alternatives to MA-Trace?
Similar projects tracked by PulseGate include traceforge-llm, AmberTrace, and clustertrace.traceforge-llmAmberTraceclustertrace
How long has MA-Trace been around?
MA-Trace first shipped in 2026.
Is MA-Trace open source?
Basis unknown · not verified: Yes — MA-Trace is open source under the Apache-2.0 license.

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