context-compression

context-compression is a skill for Claude Code, Codex from Oriolshhh/runware-image-mcp. It costs 13 tokens per session (374 once invoked), scanned A, original, MIT.

A method for shortening large logs, transcripts, or build outputs while preserving the facts needed to continue coding work.

In plain words
What is it for?
Use it for long tool output, test or build logs, or when handing work to another agent near a context limit. It separates observed facts from inferences and records what was omitted.
Why use it?
It reduces reading load without losing exact errors, commands, filenames, line numbers, decisions, risks, or uncertainties.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it for long tool output, test or build logs, or when handing work to another agent near a context limit. It separates observed facts from inferences and records what was omitted.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/oriolshhh/runware-image-mcp/context-compression
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Oriolshhh/runware-image-mcp --skill context-compression
Clone the repo
git clone --depth 1 https://github.com/Oriolshhh/runware-image-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for context-compression

README.md
[![agentmods](https://agentmods.dev/badge/skills/oriolshhh/runware-image-mcp/context-compression/github.svg)](https://agentmods.dev/skills/oriolshhh/runware-image-mcp/context-compression)
Your own site
<a href="https://agentmods.dev/skills/oriolshhh/runware-image-mcp/context-compression"><img src="https://agentmods.dev/badge/skills/oriolshhh/runware-image-mcp/context-compression/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for context-compression

Your own site · 80×15
<a href="https://agentmods.dev/skills/oriolshhh/runware-image-mcp/context-compression"><img src="https://agentmods.dev/badge/skills/oriolshhh/runware-image-mcp/context-compression.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 13 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 374 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00013 $0.00374
Opus 5.5 $0.00005 $0.00150
Sonnet 5.5 $0.00003 $0.00075
Haiku 4.5 $0.00001 $0.00037

Measured 1mo ago against content hash 199a1a2229ed, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

context-compression scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/context-compression/SKILL.md · 43 lines

What it actually says

Context Compression

Purpose

Reduce large logs, transcripts, and outputs to a compact summary that preserves every fact needed to continue the work.

When to use it

  • Long tool output, test logs, or build logs.
  • Handing off context near a context-window limit.

Instructions

  1. Preserve exact failures, commands, filenames, line numbers, and assertions.
  2. Preserve API changes, decisions, and open risks verbatim.
  3. Summarize repetitive or noisy passages; never drop a unique fact.
  4. Separate observed facts, inferences, and uncertainty.
  5. State explicitly what was omitted and why.

Output format

  • Facts (observed, exact).
  • Inferences (clearly labeled).
  • Open / uncertain.
  • Omitted (what was dropped and why).

Anti-patterns

  • Paraphrasing an error message and losing its exact text.
  • Presenting an inference as an observed fact.
  • "Compressing" by deleting information that is still needed.

Verification checklist

  • A new reader can identify the objective, current state, exact failures, decisions, constraints, modified files, verification results, and next action.
  • Repeated material is collapsed, while every unique fact remains.
  • Sensitive values are omitted or redacted without hiding that redaction occurred.

Apply context-discovery before broad scanning: use a supplied context capsule first; otherwise check context frontmatter freshness, read .agent/context/routing.md, load only relevant summaries, and verify critical claims against source.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 43 lines · 13 tokens per session scan A 199a1a2229ed

Subscribe to this mod's changes

context-compression is a skill published in the GitHub repository Oriolshhh/runware-image-mcp (0 stars, last pushed 3mo ago), licensed MIT. It adds 13 tokens to every session and 374 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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