ctx-harness
ctx-harness is a Python package for containing unbounded tool output in AI agent workflows. It stores output as immutable artifacts and emits bounded, deterministic digests for repository-aware agents such as Antigravity, with MCP-related support.
Overview
6 featuresctx-harness sits in PulseGate's Frameworks & runtimes category. It focuses on preventing unbounded agent tool output from overwhelming context windows. It is built as an open-source project for AI agent and developer-tool builders. It ships for the command line, and it can be self-hosted.
Vamsi Ramakrishnan builds and maintains ctx-harness, and it first shipped in 2026. Development happens publicly on GitHub with 400 commits in the last 90 days. Among its 6 catalogued features are artifact storage, bounded digests, and deterministic output. It exposes integrations via an MCP server.
Summary written by a language model from the project’s public pages.
- Artifact storage
- Bounded digests
- Deterministic output
- Repository awareness
- Tool output containment
- MCP support
Built with & integrations
Trust & compliance
Indexing history
1What PulseGate has recorded for this listing
Frequently asked questions about ctx-harness
- What does ctx-harness do?
- Ctx-harness focuses on preventing unbounded agent tool output from overwhelming context windows. It is catalogued under Frameworks & runtimes on PulseGate.
- Who is ctx-harness for?
- ctx-harness is an open-source project built for AI agent and developer-tool builders.
- What platforms does ctx-harness run on?
- ctx-harness runs on the command line. It can also be self-hosted.
- Is ctx-harness still maintained?
- The GitHub repository shows 400 commits in the last 90 days.
- Who makes ctx-harness?
- ctx-harness is developed by Vamsi Ramakrishnan.
- When did ctx-harness launch?
- ctx-harness first shipped in 2026.
- Is ctx-harness open source?
- ctx-harness has a public GitHub repository.
- Does ctx-harness have an API or integrations?
- Yes — ctx-harness exposes an MCP server.
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