Autopilot Predict
ruvnet/ruflo
Use learned patterns and current state to predict the optimal next action
Language models exhibit predictable degradation patterns as context length increases.
No licenceAuto-check passed
Install Context Degradation
$ npx skills add aiskillstore/marketplace --skill context-degradation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aiskillstore/marketplace context-degradation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sickn33/context-degradation .claude/skills/context-degradation && rm -rf skills-srcUse ~/.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/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .claude/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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 install https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradationType 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.
$ npx skills add aiskillstore/marketplace --skill context-degradation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aiskillstore/marketplace context-degradation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sickn33/context-degradation .agents/skills/context-degradation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .agents/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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.
$ npx skills add aiskillstore/marketplace --skill context-degradation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aiskillstore/marketplace context-degradation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sickn33/context-degradation .cursor/skills/context-degradation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .cursor/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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 https://github.com/aiskillstore/marketplace.git --path skills/sickn33/context-degradation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aiskillstore/marketplace --skill context-degradation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aiskillstore/marketplace context-degradation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sickn33/context-degradation .gemini/skills/context-degradation && rm -rf skills-srcUse ~/.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/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .gemini/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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.
$ gh skill install aiskillstore/marketplace context-degradationInstalls 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).
$ npx skills add aiskillstore/marketplace --skill context-degradation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sickn33/context-degradation .github/skills/context-degradation && rm -rf skills-srcUse ~/.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/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .github/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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.
$ npx skills add aiskillstore/marketplace --skill context-degradation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aiskillstore/marketplace context-degradation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sickn33/context-degradation .opencode/skills/context-degradation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "context-degradation" agent skill from https://github.com/aiskillstore/marketplace/tree/main/skills/sickn33/context-degradation into .opencode/skills/context-degradation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-degradation", 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
context-degradation- GitHub stars
- 430
- Used in
- 5 other repos
- Token cost
- ~3.9k tokens
- SKILL.md length
- 1,898 words
- Files
- 2
- Skills in repo
- 1,044
- Repo updated
- First seen
- Licence
- None found
At a glance
Language models exhibit predictable degradation patterns as context length increases.
- Works in 8 steps: Monitor context length and performance… → Place critical information at beginning… → Implement compaction triggers before… → …
- SKILL.md covers When to Use, Core Concepts, Detailed Topics and Practical Guidance, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Context Degradation is an agent skill from aiskillstore/marketplace. Language models exhibit predictable degradation patterns as context length increases. Understanding these patterns is essential for diagnosing failures and designing resilient systems.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).
The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.
Example prompts
- “/context-degradation”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- Monitor context length and performance correlation during development
- Place critical information at beginning or end of context
- Implement compaction triggers before degradation becomes severe
- Validate retrieved documents for accuracy before adding to context
- Use versioning to prevent outdated information from causing clash
- Segment tasks to prevent context confusion across different objectives
- Design for graceful degradation rather than assuming perfect conditions
- Test with progressively larger contexts to find degradation thresholds
What it can do on your machine
Read from SKILL.md and the folder at commit 755bc35. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml and markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Context Degradation loads about 3.9k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 1,898 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,898 words (~3,932 tokens).
“Language models exhibit predictable degradation patterns as context length increases. Understanding these patterns is essential for diagnosing failures and designing resilient systems. Context degradation is not a binary state but a continuum of performance degradation that manifests in several distinct…”
- name
- context-degradation
- risk
- unknown
- source
- community
Files
SKILL.md and 1 other file in skills/sickn33/context-degradation of aiskillstore/marketplace.
- SKILL.md
- skill-report.json
Open the folder on GitHubat commit 755bc35
Used in 5 other repositories
We found 16 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 5 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.
- sickn33/agentic-awesome-skillsskills/context-degradationplugins/agentic-awesome-skills/skills/context-degradation+1 more
- agent-skills-hub/agent-skills-hubskills/context-degradation
- lingxling/awesome-skills-cnantigravity-awesome-skills/skills/context-degradationantigravity-awesome-skills/plugins/agentic-awesome-skills/skills/context-degradation+1 more
- benjaminasterA/antigravity-awesome-skillsskills/context-degradation
- henryalouf/ruflow.agents/skills/context-degradation.agents/skills/antigravity-awesome-skills/skills/context-degradation+4 more
Compare with similar skills
Context Degradation 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Context Degradation this skillaiskillstore/marketplace | 430 | 5 repos | ~3.9k | Automated safety check: Pass | None | |
| Autopilot Predictruvnet/ruflo | 74k | — | ~337 | Automated safety check: Pass | MIT | |
| Prediction Market Oracle Researchaffaan-m/ECC | 276k | 1 repos | ~577 | Automated safety check: Pass | MIT | |
| Prediction Market Risk Reviewaffaan-m/ECC | 276k | 1 repos | ~471 | Automated safety check: Pass | MIT | |
| Footballbin Predictionsdavila7/claude-code-templates | 32k | — | ~634 | Automated safety check: Pass | MIT | |
| Blind Prediction LogXBuilderLAB/cheat-on-content | 7.2k | — | ~4k | Automated safety check: Notes | MIT |
Similar skills
Prediction Market Oracle Research
affaan-m/ECC
Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence.
Prediction Market Risk Review
affaan-m/ECC
Review prediction-market, basket, oracle, and trading-agent workflows for compliance, safety, data-quality, privacy, and execution risk.
Footballbin Predictions
davila7/claude-code-templates
Get AI-powered match predictions for Premier League and Champions League including scores, next goal, and corners.
Blind Prediction Log
XBuilderLAB/cheat-on-content
Writes an immutable blind prediction log for a finished content draft: a seven-dimension score, bucket, probability distribution and counterfactuals, scored blind by a sub-agent.
Graceful Degradation
parcadei/Continuous-Claude-v3
Graceful Degradation with Helpful Messages. An agent skill from parcadei/Continuous-Claude-v3.
More from aiskillstore/marketplace
All 1,044 skills in this repoCode Stats
aiskillstore/marketplace
Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).
Data Processing
aiskillstore/marketplace
Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.
Doc Scanner
aiskillstore/marketplace
Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.
File Search
aiskillstore/marketplace
Modern file and content search using fd, ripgrep (rg), and fzf.
Find Replace
aiskillstore/marketplace
Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.
Project Planner
aiskillstore/marketplace
Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.
Questions about Context Degradation
What does Context Degradation do?
Language models exhibit predictable degradation patterns as context length increases. Context Degradation is an agent skill from aiskillstore/marketplace. Language models exhibit predictable degradation patterns as context length increases.
How do I install Context Degradation in Claude Code?
Run `npx skills add aiskillstore/marketplace --skill context-degradation -a claude-code`. Or copy the skill folder (skills/sickn33/context-degradation in aiskillstore/marketplace) into .claude/skills/context-degradation in your project. Claude Code loads it when a task matches its description.
How do I install Context Degradation in Codex?
Run `npx skills add aiskillstore/marketplace --skill context-degradation -a codex`. Or copy the skill folder (skills/sickn33/context-degradation in aiskillstore/marketplace) into .agents/skills/context-degradation in your project. Codex loads it when a task matches its description.
Can I use Context Degradation 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 aiskillstore/marketplace --skill context-degradation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/context-degradation, .gemini/skills/context-degradation, .github/skills/context-degradation and .opencode/skills/context-degradation in your project.
What does Context Degradation need to run?
SKILL.md names no scripts, command-line tools or credentials: Context Degradation is instructions for the agent only.
Does Context Degradation access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Context Degradation 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 Context Degradation use?
No licence was found for Context Degradation or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Context Degradation use?
About 3.9k tokens (SKILL.md is roughly 16k 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 Context Degradation?
Skills that share tags, products or a category with Context Degradation: Autopilot Predict (ruvnet/ruflo, 74k stars), Prediction Market Oracle Research (affaan-m/ECC, 276k stars), Prediction Market Risk Review (affaan-m/ECC, 276k stars) and Footballbin Predictions (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Context Degradation?
aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 9, 2026.
Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.