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agentgauge-harness
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agentgauge-harness

PyPI·Infrastructure

agentgauge-harness provides a statistical regression testing framework specifically designed for MCP (Model Context Protocol) tool descriptions. It quantifies whether modifications to tool definitions result in measurable improvements or regressions in agent task success rates. It also includes a deterministic defect linter as a secondary utility. The package is intended for developers building and iterating on AI agents that use tool-calling interfaces.

Open SourceApache-2.0
CLI
A
Visit PyPI↗

Overview

4 features

agentgauge-harness sits in PulseGate's LLM eval & observability category. It focuses on evaluating whether changes to MCP tool descriptions actually improve or regress agent task performance. It is built as an open-source project for AI agent developers. agentgauge-harness is open source under the Apache-2.0 license. The product ships for the command line.

Behind agentgauge-harness is Gaurav Gandhi, and the product first shipped in 2026. Development happens publicly on GitHub with 165 commits in the last 90 days. Key capabilities include Statistical Regression, Task Success Measurement, and Defect Linting. It exposes integrations via an MCP server.

  • ✓Statistical Regression
  • ✓Task Success Measurement
  • ✓Defect Linting
  • ✓MCP Tool Support

Tags

mcp-harnessagent-evaluationregression-testingdefect-lintertool-description

Built with & integrations

Connectors
MCP
Runs on
CLI

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Open Source✓ GitHub✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 25, 9:24 AM

    agentgauge-harness verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about agentgauge-harness

What does agentgauge-harness do?
Agentgauge-harness focuses on evaluating whether changes to MCP tool descriptions actually improve or regress agent task performance. It is catalogued under LLM eval & observability on PulseGate.
Who is agentgauge-harness for?
agentgauge-harness is an open-source project built for AI agent developers.
Is agentgauge-harness free?
Yes — agentgauge-harness is open source under the Apache-2.0 license and free to use.
What platforms does agentgauge-harness run on?
agentgauge-harness runs on the command line.
Is agentgauge-harness still maintained?
PulseGate's liveness checks currently classify agentgauge-harness as active. The GitHub repository shows 165 commits in the last 90 days.
What are alternatives to agentgauge-harness?
Similar tools tracked by PulseGate include agent-harnesses-mcp, harnessgym, and agent-security-harness.agent-harnesses-mcpharnessgymagent-security-harness
Who makes agentgauge-harness?
agentgauge-harness is developed by Gaurav Gandhi.
When did agentgauge-harness launch?
agentgauge-harness first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
Apache-2.0
First seen
Jul 25, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
AI agent developers
Model
Open source
Solves
Evaluating whether changes to MCP tool descriptions actually improve or regress agent task performance.

Developer

Gaurav Gandhi
Solo developer
↗ GitHub

Open source

View on GitHub →
⭐ Stars
0
🍴 Forks
0
Open issues
1
Last commit
4d ago
Commits 90d
165
Contributors
1
Authorship
Solo
Default branch
main

Live coverage

Confidence
Low · 64
Indexed
Jul 25, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
4d ago
Identity audit (10)
Entity ID
cms05x06407anfbb3gkf7h2m1
Slug
agentgauge-harness-pypi-org
Lifecycle last checked
Jul 25, 2026
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 25, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 25, 2026
Canonical URL
https://pypi.org/project/agentgauge-harness

Similar apps

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  • agent-harnesses-mcp
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  • harnessgym
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  • agent-security-harness
    github.com
  • mcp-gauntlet
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  • agentharness-verifier
    pypi.org
  • harness-scorecard
    pypi.org