omni: Your agent pays twice for output it has already seen

by fajarhide · MCP Server · ★ 374

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

How to install omni

brew install fajarhide/tap/omni

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 67/100

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.

agentic-aiai-agentsantigravityclaude-codeclicontext-compressioncontext-distillationcontext-engineeringcost-reductioncursor

Quick Facts

Stars374
Forks35
LanguageRust
CategoryMCP Server
LicenseApache-2.0
Quality Score67/100
Open Issues14
Last Updated2026-10-29
Created2026-03-15
Platformsclaude-code, cli, mcp, rust
Est. Tokens~24k

About omni

Less noise. More signal. Cut your AI token consumption by up to 90%. OMNI is a smart terminal layer that intelligently filters and prioritizes command output before it reaches your AI agent. By preventing your AI from getting confused by noisy output, you get accurate answers faster while saving massive amounts of token costs. Fully transparent. You're always in control.

omni alternative? Top 6 similar tools

Looking for a omni alternative? If you're comparing omni 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.

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    Cut AI context cost without trusting the compressor. Every reduction is reversible, byte-exact recoverable, an

  • homebrew-pandafilter by AssafWoo · ⭐ 102

    The context intelligence layer for AI coding agents. Compressing noise, routing content to the right strategy,

  • ai-devkit by codeaholicguy · ⭐ 1.7k

    The control plane for AI coding agents.

  • llmtrim by fkiene · ⭐ 264

    Local proxy that compresses your LLM API requests so you pay less, with no change to the answers. Trims wasted

  • tokf by mpecan · ⭐ 196

    Config-driven CLI tool that compresses command output before it reaches an LLM context

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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:

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