{"repo":"elevanaltd/octave-mcp","free":true,"listed":false,"github":"https://github.com/elevanaltd/octave-mcp","clone":"git clone https://github.com/elevanaltd/octave-mcp.git","description":"OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.","language":"Python","stars":55,"topics":["ai","llm","mcp","model-context-protocol","protocol","python","token-optimization"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"OCTAVE MCP Server Deterministic document infrastructure for LLM pipelines. Canonicalization, schema validation, grammar compilation, and MCP tools for durable AI artifacts. --- This README serves three audiences. We know that's unusual, and we're being upfront about it — because the project itself sits at the intersection of all three. If you are... Jump to --------------- --------- An engineer evaluating this for production For Engineers A researcher interested in what's novel here For Researchers An AI agent that needs to read/write OCTAVE For AI Agents --- For Engineers OCTAVE is a structured document format with an MCP server and CLI. Documents normalise to a single canonical form, validate against their own schema, and log every transformation. It's infrastructure for AI documents that need to survive compression, multi-agent handoffs, and auditing. Quick example: what changes Ask an LLM to summarise a project status and you get prose: Ask another LLM to restate that in English and it will paraphrase — silently dropping facts, merging details, escalating \"priority area\" to \"vulnerability.\" That's not a bug in the LLM. It's what prose invites: retelling. OCTAVE structures the same information as labelled fields: Pass that to any LLM — even one that has never seen OCTAVE — and it translates each field separately. ARTEMIS (monitoring/targeting domain) reconstructs as \"specifically targeted,\" not \"vulnerability.\" CHRONOS (time pressure) stays distinct from DEMETER (budget). ","default_branch":null,"files":null,"tree":[],"storefront":"/r/elevanaltd","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/elevanaltd/octave-mcp/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}