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attune-harness

PyPIInfrastructure

PulseGate's liveness check found it on 21 Sep 2026; it is registered on GitHub and PyPI and has been in the index since 21 Sep 2026. How this is checked

attune-harness is an open-source developer package for defining portable execution contracts across multi-model agent workflows. It is intended for developers building agent harnesses and coordinating LLM-based or MCP-enabled systems.

Inferred · not functionally tested

Open SourceApache-2.0CLISelf-hosted
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Overview

5 features

Purpose: Standardizing execution contracts for multi-model AI agent workflows.

Inferred · not functionally tested

Audience: AI developers building multi-agent systems

Inferred · not functionally tested

Functions: agents, workflow_automation

Inferred · not functionally tested

Interfaces: API: unknown · MCP: indicated (inferred, not tested) · 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

Constraint provenance is unknown; confirm requirements with the publisher.

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

attune-harness sits in PulseGate's Frameworks & runtimes category. Inferred · not functionally tested: It focuses on standardizing execution contracts for multi-model AI agent workflows. Inferred · not functionally tested: attune-harness is an open-source project aimed at AI developers building multi-agent systems. Basis unknown · not verified: The project is open source (Apache-2.0). Basis unknown · not verified: It ships for the command line, and it can be self-hosted.

Smart AI Memory builds and maintains attune-harness, and it first shipped in 2026. The project is developed in the open on GitHub with 9 commits in the last 90 days. Inferred · not functionally tested: Key capabilities include portable contracts, multi-model execution, and agent orchestration. Basis unknown · not verified: Catalogued interfaces include an MCP server.

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

Tasks: Inferred · not functionally tested

  • Portable contracts
  • Multi-model execution
  • Agent orchestration
  • MCP support
  • CLI tooling

Topics: Inferred · not functionally tested

Tags
multi-agentagent-harnessexecution-contractsmodel-agnosticmcp
AI capabilities
TextMultimodal
Inference: Cloud API

JSON profile · Text profile · Access guide

Built with & integrations

Connectors
MCP
Runs on
CLISelf-hosted

Trust & compliance

License
Apache-2.0
Public signals
HTTPSOpen SourceGitHubActive maintenance

Indexing history

12

What PulseGate has recorded for this listing

  1. Indexed7 Oct · 06:16 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  2. Indexed30 Sep · 01:02 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  3. Indexed29 Sep · 04:57 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  4. Indexed28 Sep · 18:46 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  5. Indexed28 Sep · 16:37 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  6. Indexed28 Sep · 15:17 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  7. Indexed28 Sep · 13:41 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  8. Indexed24 Sep · 07:16 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  9. Indexed23 Sep · 05:48 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  10. Indexed22 Sep · 13:11 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  11. Indexed21 Sep · 16:33 UTC
    attune-harness seen via PyPI Fresh Feed
    Source: PyPI Fresh Feed · Open
  12. Indexed21 Sep · 06:06 UTC
    attune-harness seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about attune-harness

What does attune-harness do?
Inferred · not functionally tested: Attune-harness focuses on standardizing execution contracts for multi-model AI agent workflows. It is catalogued under Frameworks & runtimes on PulseGate.
Who is attune-harness for?
Inferred · not functionally tested: attune-harness is an open-source project built for AI developers building multi-agent systems.
Is attune-harness free?
Basis unknown · not verified: Yes — attune-harness is open source under the Apache-2.0 license and free to use.
What platforms does attune-harness run on?
Basis unknown · not verified: attune-harness runs on the command line. It can also be self-hosted.
Is attune-harness still active?
PulseGate's liveness check found it on 21 Sep 2026. Its GitHub repository shows 9 commits in the last 90 days.
What projects are similar to attune-harness?
Similar projects tracked by PulseGate include agents-harness, team-harness, and android-agent-harness.agents-harnessteam-harnessandroid-agent-harness
Who develops attune-harness?
attune-harness is developed by Smart AI Memory.
How long has attune-harness been around?
attune-harness first shipped in 2026.

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