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octave-mcp
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octave-mcp

Active·★ 52·Apache-2.0·Updated 2026-05-29
★ Trending★ Workflow Automation

OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.

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
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#mcp-servers
#model-context-protocol
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#token-optimization
$ Install
$ pip install octave-mcp
↗ Visit site★ GitHub
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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octave-mcp AlternativesBest Workflow Automation Tools 2026Open Source Workflow Automationoctave-mcp Tutorialoctave-mcp Vs Competitorsaillmmcp

Comments

Log in to leave a comment
  • R
    Reese HarrisApr 9, 2026

    The structured coverage is surprisingly complete. Runs fine on Docker.

  • S
    Scout WhiteMar 25, 2026

    The structured coverage is surprisingly complete. Solid addition to the AI tooling stack.

  • M
    Marlowe ChenMar 13, 2026

    Integrates cleanly into solid workflows. Good documentation, reduces onboarding time.

  • River Rivera
    River RiveraMar 9, 2026

    Dropped this into seamless pipeline and it just worked. Integrates well with existing structured setups.

On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
Stats
GitHub Stars★ 52
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2d ago
StatusActive
LicenseApache-2.0
CategoryWorkflow Automation
Trend (30d)
+2↑ 0.7%
Links
Documentation↗Discussion↗Issues↗Releases↗

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