Context Compression
guanyang/open-agent-hub
This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve…
Clay workflows — reduce a workflow's credit and LLM cost via the CLI (clay workflows commands).
$ npx skills add clay-run/agent-plugins --skill workflows-optimize-credits -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install clay-run/agent-plugins workflows-optimize-credits --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/clay-run/agent-plugins.git skills-src && mkdir -p .claude/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .claude/skills/workflows-optimize-credits && 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 "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .claude/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-creditsType 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 clay-run/agent-plugins --skill workflows-optimize-credits -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install clay-run/agent-plugins workflows-optimize-credits --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clay-run/agent-plugins.git skills-src && mkdir -p .agents/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .agents/skills/workflows-optimize-credits && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .agents/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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 clay-run/agent-plugins --skill workflows-optimize-credits -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install clay-run/agent-plugins workflows-optimize-credits --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clay-run/agent-plugins.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .cursor/skills/workflows-optimize-credits && 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 "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .cursor/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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/clay-run/agent-plugins.git --path clay/skills/workflows-optimize-credits--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 clay-run/agent-plugins --skill workflows-optimize-credits -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install clay-run/agent-plugins workflows-optimize-credits --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clay-run/agent-plugins.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .gemini/skills/workflows-optimize-credits && 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 "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .gemini/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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 clay-run/agent-plugins workflows-optimize-creditsInstalls 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 clay-run/agent-plugins --skill workflows-optimize-credits -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/clay-run/agent-plugins.git skills-src && mkdir -p .github/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .github/skills/workflows-optimize-credits && 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 "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .github/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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 clay-run/agent-plugins --skill workflows-optimize-credits -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install clay-run/agent-plugins workflows-optimize-credits --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clay-run/agent-plugins.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/clay/skills/workflows-optimize-credits .opencode/skills/workflows-optimize-credits && 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 "workflows-optimize-credits" agent skill from https://github.com/clay-run/agent-plugins/tree/main/clay/skills/workflows-optimize-credits into .opencode/skills/workflows-optimize-credits/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "workflows-optimize-credits", 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.
workflows-optimize-creditsClay workflows — reduce a workflow's credit and LLM cost via the CLI (clay workflows commands).
Workflows Optimize Credits is an agent skill from clay-run/agent-plugins. Clay workflows — reduce a workflow's credit and LLM cost via the CLI (clay workflows commands). Identifies expensive patterns and suggests cheaper alternatives.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering LLM cost and token optimization. The repository describes itself as: Build with Clay in your AI coding agent - skills, MCP tools, and the clay CLI for Claude Code, Codex, and Cursor. Search companies and people, run enrichment routines, and query…
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit a813258. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Workflows Optimize Credits loads about 1.3k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 671 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.
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.
Without a licence we can't republish the file, so here is its outline and opening line. It has 671 words (~1,315 tokens).
“Analyze the current workflow and suggest changes to reduce credit consumption and LLM costs without sacrificing quality.”
Just SKILL.md in clay/skills/workflows-optimize-credits of clay-run/agent-plugins.
Open the folder on GitHubat commit a813258
Workflows Optimize Credits 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 |
|---|---|---|---|---|---|---|
| Workflows Optimize Credits this skillclay-run/agent-plugins | 130 | — | ~1.3k | Automated safety check: Pass | None | |
| Context Compressionguanyang/open-agent-hub | 975 | 2 repos | ~4.6k | Automated safety check: Pass | MIT | |
| Bounty Hunter1sadjlk/bounty-hunter-skill | 282 | 1 repos | ~761 | Automated safety check: Pass | MIT | |
| Skill Shortenerluongnv89/asm | 953 | — | ~3.8k | Automated safety check: Notes | MIT | |
| Fleet Auditoralexgreensh/token-optimizer | 2.5k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Headroommomori777/Artemis | 377 | — | ~562 | Automated safety check: Pass | MIT |
guanyang/open-agent-hub
This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve…
1sadjlk/bounty-hunter-skill
A professional AI bounty hunter persona named Atlas. An agent skill from 1sadjlk/bounty-hunter-skill.
luongnv89/asm
Refactor a too-long SKILL.md by progressive disclosure: measure token cost, classify every section KEEP/CUT/MOVE, shorten the body into references/ and scripts/, verify nothing was lost.
alexgreensh/token-optimizer
Cross-system agent token/cost audit (Claude Code, Codex, OpenClaw, Hermes, OpenCode): idle burns, model misrouting, config bloat, with dollar savings.
momori777/Artemis
SmartCrusher + CCR context compression — crunch large JSON arrays, tool outputs, and search results to save tokens.
undefined-ui/second-brain-os
Audit an agent's context layout against the four places: system prompt, tools, history, tail.
clay-run/agent-plugins
Clay ad syncs — push an audience segment to ad platforms (LinkedIn, Meta, Google, Bing, Reddit, Vibe) as a custom audience.
clay-run/agent-plugins
Clay — start here. An agent skill from clay-run/agent-plugins.
clay-run/agent-plugins
Clay CLI — the primary scripting surface (JSON output, typed errors).
clay-run/agent-plugins
A skill your agent uses when the user asks about credits, quotas, or plan limits, or verified usage requires a significant-spend warning or reveals a limit.
clay-run/agent-plugins
Clay routines — create a routine from an existing function/workflow, then run a saved routine that exists in this workspace.
clay-run/agent-plugins
GTM Agent schedules — recurring prompts the GTM Agent runs on a cadence, each occurrence starting a fresh agent task.
Categories
Clay workflows — reduce a workflow's credit and LLM cost via the CLI (clay workflows commands). Workflows Optimize Credits is an agent skill from clay-run/agent-plugins. Clay workflows — reduce a workflow's credit and LLM cost via the CLI (clay workflows commands).
Workflows Optimize Credits fits situations like: tasks that involve LLM cost and token optimization.
Run `npx skills add clay-run/agent-plugins --skill workflows-optimize-credits -a claude-code`. Or copy the skill folder (clay/skills/workflows-optimize-credits in clay-run/agent-plugins) into .claude/skills/workflows-optimize-credits in your project. Claude Code loads it when a task matches its description.
Run `npx skills add clay-run/agent-plugins --skill workflows-optimize-credits -a codex`. Or copy the skill folder (clay/skills/workflows-optimize-credits in clay-run/agent-plugins) into .agents/skills/workflows-optimize-credits in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add clay-run/agent-plugins --skill workflows-optimize-credits -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/workflows-optimize-credits, .gemini/skills/workflows-optimize-credits, .github/skills/workflows-optimize-credits and .opencode/skills/workflows-optimize-credits in your project.
SKILL.md names no scripts, command-line tools or credentials: Workflows Optimize Credits is instructions for the agent only.
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.
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.
No licence was found for Workflows Optimize Credits or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Workflows Optimize Credits: Context Compression (guanyang/open-agent-hub, 975 stars), Bounty Hunter (1sadjlk/bounty-hunter-skill, 282 stars), Skill Shortener (luongnv89/asm, 953 stars) and Fleet Auditor (alexgreensh/token-optimizer, 2.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
clay-run (a GitHub organization) maintains it in clay-run/agent-plugins, which has 130 GitHub stars. The repository holds 35 skills in this directory. The repository was last updated on October 7, 2026.
Source: clay-run/agent-plugins on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.