octave-mcp: OCTAVE protocol - structured AI communication with 3-20x token reduction

by elevanaltd · MCP Server · ★ 54

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install octave-mcp

pip install octave-mcp
git clone https://github.com/elevanaltd/octave-mcp.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 69/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

aillmmcpmodel-context-protocolprotocolpythontoken-optimization

Quick Facts

Stars54
Forks4
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score69/100
Open Issues56
Last Updated2026-11-06
Created2025-06-29
Platformsmcp, python
Est. Tokens~16k

About octave-mcp

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.

Compatible Skills

These tools work well together with octave-mcp for enhanced workflows:

  • token-optimizer — semantic(0.21)+complementary+rare_topics+same_lang+similar_pop+shared_platform (62%)
  • openai-auto-register — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)
  • context-compressor — semantic(0.16)+complementary+same_lang+similar_pop+shared_platform (51%)

octave-mcp alternative? Top 6 similar tools

Looking for a octave-mcp alternative? If you're comparing octave-mcp with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • gopher-mcp by GopherSecurity · ⭐ 153

    C++ MCP SDK - build Model Context Protocol (MCP) servers and clients in C++ / CPP. Enterprise-grade security,

  • youtube-connector-mcp by ShellyDeng08 · ⭐ 71

    MCP server for YouTube — search videos, get transcripts, channels, and playlists. Works with Claude, Cursor &

  • aiwg by jmagly · ⭐ 229

    Reusable project context and specialist workflows for the AI tools you already use. Agents, skills, rules and

  • zettelkasten-mcp by entanglr · ⭐ 164

    A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allow

  • eval-view by hidai25 · ⭐ 139

    Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGr

  • prompt-caching by flightlesstux · ⭐ 131

    Automatic prompt caching for Claude Code. Cuts token costs by up to 90% on repeated file reads, bug fix sessio

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools