context-harness

About context-harness

Context Harness A local-first context ingestion and retrieval framework for AI tools. by Parallax Labs 📖 Documentation & guides · Try the demo Context Harness ingests external knowledge (files, Git repos, S3, Lua scripts) into a local SQLite store with optional embeddings, and exposes it via the CLI and an MCP-compatible HTTP server so tools like Cursor and Claude can search your context. Features Connector-driven ingestion — plug in any source (filesystem, Git repos, S3 buckets, Lua scripts) Multi-format file support — plain text (e.g.

claude cursor embeddings local-ai mcp model-context-protocol rag rust sqlite

Quick Facts

Stars	40
Forks	4
Language	Rust
Category	MCP Server
License	AGPL-3.0
Quality Score	70.821067094317/100
Open Issues	4
Last Updated	2026-07-07
Created	2026-02-21
Platforms	claude-code, mcp, rust
Est. Tokens	~26k

Compatible Skills

These tools work well together with context-harness for enhanced workflows:

rlm-rs — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)
Recall — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (51%)

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Frequently Asked Questions

What is context-harness?

context-harness is Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.. It is categorized as a MCP Server with 40 GitHub stars.

What programming language is context-harness written in?

context-harness is primarily written in Rust. It covers topics such as claude, cursor, embeddings.

How do I install or use context-harness?

You can find installation instructions and usage details in the context-harness GitHub repository at github.com/parallax-labs/context-harness. The project has 40 stars and 4 forks, indicating an active community.

What license does context-harness use?

context-harness is released under the AGPL-3.0 license, making it free to use and modify according to the license terms.

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