parallax-labs/context-harness
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.
This tool helps software developers and technical writers organize and search all their project knowledge locally. It ingests various files like codebases, documentation, PDFs, and Office documents from sources like Git repositories or S3 buckets. The tool processes this information and makes it easily searchable by AI tools like Cursor and Claude, allowing users to get instant answers based on their own project context.
Use this if you need an AI assistant to quickly understand and answer questions using your specific, diverse project documentation and code without sending it to external services.
Not ideal if your primary need is general web search or you don't use AI coding assistants that can integrate with a local context server.
Stars
29
Forks
3
Language
Rust
License
AGPL-3.0
Category
Last pushed
Mar 02, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/mcp/parallax-labs/context-harness"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
sgroy10/speclock
AI Constraint Engine by Sandeep Roy — stops AI from breaking what you locked. 100/100 on...
Intina47/context-sync
Local persistent memory store for LLM applications including continue.dev, cursor, claude...
patravishek/memex
Retains Claudes session
maydali28/memcp
A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude...
seongjaeryu/bindly-claude-code
Knowledge completion layer for Claude Code - finish your thoughts and make them reusable across...