Agent skill

OmniRoute Prompt Compression

by diegosouzapw in diegosouzapw/OmniRoute

Configures OmniRoute's RTK, Caveman and stacked compression modes, manages language packs and rules, and previews token savings of 60 to 90 percent.

MITAuto-check passedAI & LLM Engineering

Install OmniRoute Prompt Compression

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/omni-compression .claude/skills/omni-compression && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .claude/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/omni-compression .agents/skills/omni-compression && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .agents/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/omni-compression .cursor/skills/omni-compression && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .cursor/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/diegosouzapw/OmniRoute.git --path skills/omni-compression

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/omni-compression .gemini/skills/omni-compression && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .gemini/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/omni-compression .github/skills/omni-compression && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .github/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add diegosouzapw/OmniRoute --skill omni-compression -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install diegosouzapw/OmniRoute omni-compression --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/diegosouzapw/OmniRoute.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/omni-compression .opencode/skills/omni-compression && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "omni-compression" agent skill from https://github.com/diegosouzapw/OmniRoute/tree/release%2Fv3.8.52/skills/omni-compression into .opencode/skills/omni-compression/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "omni-compression", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: omni-compression
GitHub stars: 74k
Token cost: ~1.6k tokens
SKILL.md length: 299 words
Files: 1
Skills in repo: 50
Repo updated: Oct 8, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Configures OmniRoute's RTK, Caveman and stacked compression modes, manages language packs and rules, and previews token savings of 60 to 90 percent.

Cutting token spend on long agent prompts
SKILL.md covers Overview, Authentication, Endpoints and Payloads, plus 11 more sections
Calls curl; needs OMNIROUTE_KEY and OMNIROUTE_TOKEN
Previewing what compression does to one specific payload

What it does

OmniRoute compresses token payloads before it forwards them to providers, and this skill is the control surface for that behavior. RTK handles command output, Caveman handles prose, and the two can be stacked. Once configured, the setting applies to every request without any change to calling code.

Endpoints preview compression for a message payload, compare results and verify a comparison, list the available engines, list the Caveman language packs and rule metadata, and retrieve stored output. The gateway also serves a full OpenAPI spec for exact request shapes. Setup requires OMNIROUTE_URL and OMNIROUTE_KEY.

When your agent uses it

Cutting token spend on long agent prompts
Previewing what compression does to one specific payload
Adding or inspecting Caveman language packs and rules
Comparing compression engines on the same message

Example prompts

“Preview Caveman compression on this prompt and report the token savings.”
“Which Caveman language packs does my OmniRoute have?”
“Compare RTK against stacked compression on this tool output.”

Requirements

An OmniRoute instance with OMNIROUTE_URL and OMNIROUTE_KEY set

What it can do on your machine

Read from SKILL.md and the folder at commit f8a8131. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- curl
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
- OMNIROUTE_KEY
- OMNIROUTE_TOKEN
- REQUIRE_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

OmniRoute Prompt Compression loads about 1.6k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 299 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~47
When it runs · the whole SKILL.md, loaded when a task matches: ~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from diegosouzapw/OmniRoute at commit f8a8131, republished under its MIT licence (© diegosouzapw). 299 words, ~1,611 tokens.

Download SKILL.mdSave it as .claude/skills/omni-compression/SKILL.md (or your agent's skills folder).

name: omni-compression
description: Configure RTK (command output), Caveman (prose), and stacked compression modes. Manage language packs, custom rules, and test prompt compression reducing tokens by 60–90%.

<!-- generated by src/lib/agentSkills/generator.ts; manual edits will be overwritten -->

Overview

Configure RTK (command output), Caveman (prose), and stacked compression modes. Manage language packs, custom rules, and test prompt compression reducing tokens by 60–90%.

Authentication

All requests require a valid Bearer token or session cookie. Obtain a token via POST /api/auth/login or configure REQUIRE_API_KEY=false for local development.

Endpoints

POST /api/compression/preview

Preview compression for a message payload

bash

curl -X POST https://localhost:20128/api/compression/preview \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{}'

GET /api/compression/language-packs

List Caveman compression language packs

bash

curl https://localhost:20128/api/compression/language-packs \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN"

GET /api/compression/rules

List Caveman compression rule metadata

bash

curl https://localhost:20128/api/compression/rules \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN"

POST /api/compression/compare

POST compression › compare

bash

curl -X POST https://localhost:20128/api/compression/compare \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{}'

POST /api/compression/compare/verify

POST compression › compare › verify

bash

curl -X POST https://localhost:20128/api/compression/compare/verify \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{}'

GET /api/compression/engines

GET compression › engines

bash

curl https://localhost:20128/api/compression/engines \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN"

POST /api/compression/retrieve

POST compression › retrieve

bash

curl -X POST https://localhost:20128/api/compression/retrieve \
  -H "Authorization: Bearer $OMNIROUTE_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{}'

Payloads

See the full OpenAPI specification at GET /api/openapi/spec or docs/openapi.yaml for detailed request/response schemas.

<!-- skill:custom-start -->

<!-- Migrated from skills/omniroute-compression/SKILL.md (preserved curated content) -->

OmniRoute — Compression

Requires OMNIROUTE_URL and OMNIROUTE_KEY. See entry-point SKILL for setup.

Overview

OmniRoute compresses token payloads before forwarding to providers. No code changes required — set it once, it applies to all requests transparently.

Engine	Best for	Typical savings
RTK	Terminal / build / test / git output	60–90%
Caveman	Human prose, chat history	46% input
Stacked (`rtk → caveman`)	Mixed coding sessions	78–95%
MCP accessibility filter	Browser/accessibility tool results	60–80%

Get current settings

bash

curl $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY"

Enable RTK (best for coding agents)

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "mode": "rtk", "enabled": true }'

Enable stacked mode (maximum savings)

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "mode": "stacked",
    "enabled": true,
    "stackedPipeline": ["rtk", "caveman"]
  }'

Enable Caveman (prose / chat)

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "mode": "standard", "enabled": true }'

Caveman intensities: lite (safe), standard (balanced), aggressive (long sessions), ultra (context recovery).

Preview compression before enabling

bash

curl -X POST $OMNIROUTE_URL/api/compression/preview \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "mode": "rtk",
    "text": "$ npm test\n> jest\n\nPASS src/a.test.ts (2.1s)\nPASS src/b.test.ts (1.8s)\n..."
  }'

Response includes compressed, original_length, compressed_length, savings_pct.

MCP accessibility-tree filter (browser agent use)

When OmniRoute is used with browser/Playwright MCP tools, it automatically compresses verbose accessibility-tree tool results. Enabled by default; configure thresholds:

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "mcpAccessibility": {
      "enabled": true,
      "collapseThreshold": 30,
      "maxTextChars": 50000
    }
  }'

collapseThreshold: collapse sibling lines when ≥ N repeats (default 30).
maxTextChars: hard truncate after N chars with navigation hint (default 50000).

Language packs (Caveman)

Caveman supports language-aware rules for pt-BR, es, de, fr, ja:

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "mode": "standard",
    "cavemanConfig": {
      "language": "pt-BR",
      "autoDetectLanguage": true
    }
  }'

Via MCP

omniroute_compression_status     → current settings + savings analytics
omniroute_compression_configure  → update mode/threshold/language
omniroute_set_compression_engine → switch engine at runtime

Disable compression

bash

curl -X PUT $OMNIROUTE_URL/api/settings/compression \
  -H "Authorization: Bearer $OMNIROUTE_KEY" \
  -d '{ "enabled": false }'

Errors

400 invalid mode → use off, lite, standard, aggressive, ultra, rtk, or stacked
400 invalid stackedPipeline → array must contain valid engine ids (rtk, caveman)

<!-- skill:custom-end -->

Files

Just SKILL.md in skills/omni-compression of diegosouzapw/OmniRoute.

Open the folder on GitHubat commit f8a8131

Compare with similar skills

OmniRoute Prompt Compression next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

OmniRoute Prompt Compression compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
OmniRoute Prompt Compression this skilldiegosouzapw/OmniRoute	74k	—	~1.6k	Automated safety check: Pass	MIT	today
Agents Best PracticesDenisSergeevitch/agents-best-practices	2.4k	—	~7.4k	Automated safety check: Pass	MIT	4 days ago
Openrouter Context Optimizationjeremylongshore/tons-of-skills-marketplace	2.8k	—	~2.4k	Automated safety check: Pass	MIT	today
Context DoctorjzOcb/context-doctor	119	—	~642	Automated safety check: Pass	MIT	6 mo ago
Caveman Learn Token FixesJuliusBrussee/caveman	110k	—	~2.8k	Automated safety check: Pass	Apache-2.0	today
Cco Budgetegorfedorov/claude-context-optimizer	114	—	~808	Automated safety check: Pass	MIT	9 days ago

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Questions about OmniRoute Prompt Compression

What does OmniRoute Prompt Compression do?

Configures OmniRoute's RTK, Caveman and stacked compression modes, manages language packs and rules, and previews token savings of 60 to 90 percent. OmniRoute compresses token payloads before it forwards them to providers, and this skill is the control surface for that behavior. RTK handles command output, Caveman handles prose, and the two can be stacked.

When should I use OmniRoute Prompt Compression?

OmniRoute Prompt Compression fits situations like: cutting token spend on long agent prompts; previewing what compression does to one specific payload; adding or inspecting Caveman language packs and rules; comparing compression engines on the same message.

How do I install OmniRoute Prompt Compression in Claude Code?

Run `npx skills add diegosouzapw/OmniRoute --skill omni-compression -a claude-code`. Or copy the skill folder (skills/omni-compression in diegosouzapw/OmniRoute) into .claude/skills/omni-compression in your project. Claude Code loads it when a task matches its description.

How do I install OmniRoute Prompt Compression in Codex?

Run `npx skills add diegosouzapw/OmniRoute --skill omni-compression -a codex`. Or copy the skill folder (skills/omni-compression in diegosouzapw/OmniRoute) into .agents/skills/omni-compression in your project. Codex loads it when a task matches its description.

Can I use OmniRoute Prompt Compression in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add diegosouzapw/OmniRoute --skill omni-compression -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/omni-compression, .gemini/skills/omni-compression, .github/skills/omni-compression and .opencode/skills/omni-compression in your project.

What does OmniRoute Prompt Compression need to run?

Going by SKILL.md and its folder, OmniRoute Prompt Compression needs the command-line tools its instructions call (curl) and credentials named OMNIROUTE_KEY, OMNIROUTE_TOKEN and REQUIRE_API_KEY. Our summary lists: An OmniRoute instance with OMNIROUTE_URL and OMNIROUTE_KEY set.

Does OmniRoute Prompt Compression access the network?

SKILL.md contains no URLs. Its commands use curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is OmniRoute Prompt Compression safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does OmniRoute Prompt Compression use?

OmniRoute Prompt Compression is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does OmniRoute Prompt Compression use?

About 1.6k tokens (SKILL.md is roughly 6.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to OmniRoute Prompt Compression?

Skills that share tags, products or a category with OmniRoute Prompt Compression: Agents Best Practices (DenisSergeevitch/agents-best-practices, 2.4k stars), Openrouter Context Optimization (jeremylongshore/tons-of-skills-marketplace, 2.8k stars), Context Doctor (jzOcb/context-doctor, 119 stars) and Caveman Learn Token Fixes (JuliusBrussee/caveman, 110k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains OmniRoute Prompt Compression?

diegosouzapw (a GitHub user) maintains it in diegosouzapw/OmniRoute, which has 74,003 GitHub stars. The repository holds 50 skills in this directory. The repository was last updated on October 8, 2026.

Source: diegosouzapw/OmniRoute on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install OmniRoute Prompt Compression

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

Overview

Authentication

Endpoints

POST /api/compression/preview

GET /api/compression/language-packs

GET /api/compression/rules

POST /api/compression/compare

POST /api/compression/compare/verify

GET /api/compression/engines

POST /api/compression/retrieve

Payloads

OmniRoute — Compression

Overview

Get current settings

Enable RTK (best for coding agents)

Enable stacked mode (maximum savings)

Enable Caveman (prose / chat)

Preview compression before enabling

MCP accessibility-tree filter (browser agent use)

Language packs (Caveman)

Via MCP

Disable compression

Errors

Files

Compare with similar skills

Similar skills

More from diegosouzapw/OmniRoute

Related

Questions about OmniRoute Prompt Compression