The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Compass
Compass is a context engine that builds a knowledge graph of your organization's metadata, capturing entities, relationships, and lineage across systems and time, making it…
Install
brew install raystack/tap/compassInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →Compass
Compass is a context engine that builds a temporal knowledge graph of your organization — entities, relationships, and documents across every system — queryable by humans and AI agents alike. Search it. Traverse it. Reason over it.
Key Features
- AI-Native -- Composable MCP tools let AI agents search, traverse, assess impact, and read documents over your organizational graph.
- Knowledge Graph -- Typed, directed, temporal relationships between entities including lineage, ownership, and custom edge types.
- Context Assembly -- Multi-hop bidirectional traversal builds a subgraph around any entity — the full picture in one call.
- Impact Analysis -- Blast radius analysis traces what depends on what and what breaks when something changes.
- Hybrid Search -- Keyword precision with semantic similarity using Postgres-native full-text search and pgvector embeddings.
- Documents -- Attach any document to entities — runbooks, decisions, postmortems, design docs — all indexed for semantic search.
- Open Type System -- Any entity type, any edge type, any properties. Hardware, software, operations, people — anything fits.
Documentation
- Quickstart -- Get running in 5 minutes
- Guides -- Entities, edges, search, context, MCP, CLI, API
- Internals -- Architecture, search engine, storage
Installation
Install Compass on macOS, Windows, Linux, or via Docker.
macOS
brew install raystack/tap/compass
Linux
Download .deb or .rpm from releases:
sudo dpkg -i compass_*.deb
Docker
docker pull raystack/compass:latest
Build from Source
git clone https://github.com/raystack/compass.git
cd compass && make
Usage
# Start PostgreSQL
docker-compose up -d
# Initialize and run
compass config init
compass server migrate
compass server start
# Search the graph
compass entity search "orders" --mode hybrid
# Explore context
compass entity context urn:bigquery:orders --depth 2
# Analyze impact
compass entity impact urn:kafka:events --depth 3
MCP Server
Connect AI agents to Compass via MCP. Add to .mcp.json:
{
"mcpServers": {
"compass": {
"type": "sse",
"url": "http://localhost:8080/mcp"
}
}
}
License
Compass is Apache 2.0 licensed.
Similar plugs
Reverse engineer anything with agents, from app behavior down to native binaries.
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype…
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io