octave-mcp
Active·★ 55·Apache-2.0·Updated 2026-10-03
OCTAVE is a structured document format with an MCP server and CLI. It normalizes documents to a single canonical form, validates them against their own schema, and logs every transformation. It is designed for AI documents that need to survive compression, multi-agent handoffs, and auditing.
#ai#llm#mcp#mcp-servers#model-context-protocol#protocol#python#token-optimization
01
Features
01Canonical normalization – same input always produces same output
02Schema validation with receipts – documents carry inline schema, every repair logged
03Controlled compression with loss accounting – choose compression tier, explicit trade-offs
04Grammar compilation – schema constraints compile to GBNF grammars for constrained generation
05Literal zones – fenced code blocks pass through with zero processing
02
Compatibility
Python 3.11+
Python
Verified via docs
Claude Desktop
Claude Desktop
Verified via docs
Claude Code
Claude Code
Verified via docs
03
Quick start
1
$ pip install octave-mcp
04
Use cases
↳Documents passing through multiple agents, tools, or compression steps
↳Decision logs, coordination briefs, audit trails
↳System prompts and reference docs where token cost matters
05
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