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traceforge-llm

PyPIInfrastructure

PulseGate's liveness check found it on 14 Oct 2026; it is registered on GitHub and PyPI and has been in the index since 29 Jun 2026. How this is checked

traceforge-llm is an open-source CLI tool that provides runtime tracing and deterministic replay for applications using large language model agents. It helps developers debug, observe, and analyze LLM agent workflows, supporting integration with frameworks like LangChain and LangGraph.

Inferred · not functionally tested

Open SourceApache-2.0CLI
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3stars
5features
2026since

Overview

5 features

Purpose: Enabling developers to trace and deterministically replay LLM agent application runs for debugging and observability.

Inferred · not functionally tested

Audience: LLM application developers and researchers

Inferred · not functionally tested

Functions: monitoring

Inferred · not functionally tested

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

Recorded constraints: pricing: open_source · license: Apache-2.0 · platforms: CLI · deployment: cli

Constraint provenance is unknown; confirm requirements with the publisher.

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

traceforge-llm is a LLM & agent tracing project. Inferred · not functionally tested: Enabling developers to trace and deterministically replay LLM agent application runs for debugging and observability. Inferred · not functionally tested: It is built as an open-source project for LLM application developers and researchers. Basis unknown · not verified: The project is open source (Apache-2.0). Basis unknown · not verified: traceforge-llm is available on the command line.

traceforge-llm first shipped in 2026. Development happens publicly on GitHub with 5 commits in the last 90 days. Inferred · not functionally tested: Among its 5 catalogued features are runtime tracing, deterministic replay, and LLM agent support.

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

Tasks: Inferred · not functionally tested

  • Runtime tracing
  • Deterministic replay
  • LLM agent support
  • Observability
  • Debugging tools

Topics: Inferred · not functionally tested

Tags
llm-tracingdeterministic-replayagent-observability
AI capabilities
Code
Weights: Open

JSON profile · Text profile · Access guide

Built with & integrations

AI providers
anthropicopenai
Runs on
CLI

Trust & compliance

License
Apache-2.0
Public signals
HTTPSOpen SourceFree tierGitHub · ★ 3Active maintenance

Indexing history

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Frequently asked questions about traceforge-llm

What is traceforge-llm?
Inferred · not functionally tested: Enabling developers to trace and deterministically replay LLM agent application runs for debugging and observability. It is catalogued under LLM & agent tracing on PulseGate.
Who is traceforge-llm for?
Inferred · not functionally tested: traceforge-llm is an open-source project built for LLM application developers and researchers.
Is traceforge-llm free?
Basis unknown · not verified: Yes — traceforge-llm is open source under the Apache-2.0 license and free to use.
What platforms does traceforge-llm run on?
Basis unknown · not verified: traceforge-llm runs on the command line.
Is traceforge-llm still active?
PulseGate's liveness check found it on 14 Oct 2026. Its GitHub repository shows 5 commits in the last 90 days.
What projects are similar to traceforge-llm?
Similar projects tracked by PulseGate include MA-Trace, tracedrift, and lockstepd.MA-Tracetracedriftlockstepd
When did traceforge-llm launch?
traceforge-llm first shipped in 2026.
Is traceforge-llm open source?
Basis unknown · not verified: Yes — traceforge-llm is open source under the Apache-2.0 license, developed on GitHub.

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