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…
ローカルのコスト追跡データベースからClaude Codeのトークン使用量、支出、予算を追跡・レポートします。コスト、支出、使用量、トークン、予算、またはプロジェクト、ツール、セッション、日付によるコスト内訳について質問する場合に使用します。
$ npx skills add affaan-m/ECC --skill cost-tracking -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install affaan-m/ECC cost-tracking --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/affaan-m/ECC.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .claude/skills/cost-tracking && 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 "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .claude/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-trackingType 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 affaan-m/ECC --skill cost-tracking -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install affaan-m/ECC cost-tracking --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .agents/skills/cost-tracking && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .agents/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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 affaan-m/ECC --skill cost-tracking -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install affaan-m/ECC cost-tracking --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .cursor/skills/cost-tracking && 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 "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .cursor/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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/affaan-m/ECC.git --path docs/ja-JP/skills/cost-tracking--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 affaan-m/ECC --skill cost-tracking -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install affaan-m/ECC cost-tracking --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .gemini/skills/cost-tracking && 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 "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .gemini/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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 affaan-m/ECC cost-trackingInstalls 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 affaan-m/ECC --skill cost-tracking -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .github/skills/cost-tracking && 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 "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .github/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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 affaan-m/ECC --skill cost-tracking -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install affaan-m/ECC cost-tracking --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/affaan-m/ECC.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/ja-JP/skills/cost-tracking .opencode/skills/cost-tracking && 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 "cost-tracking" agent skill from https://github.com/affaan-m/ECC/tree/main/docs/ja-JP/skills/cost-tracking into .opencode/skills/cost-tracking/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-tracking", 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.
cost-trackingローカルのコスト追跡データベースからClaude Codeのトークン使用量、支出、予算を追跡・レポートします。コスト、支出、使用量、トークン、予算、またはプロジェクト、ツール、セッション、日付によるコスト内訳について質問する場合に使用します。
Cost Tracking is an agent skill from affaan-m/ECC. ローカルのコスト追跡データベースからClaude Codeのトークン使用量、支出、予算を追跡・レポートします。コスト、支出、使用量、トークン、予算、またはプロジェクト、ツール、セッション、日付によるコスト内訳について質問する場合に使用します。
Its SKILL.md is about 830 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: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4eb71d9. 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.
Shell commands in SKILL.md call:
sqlite3From 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.
Cost Tracking loads about 829 tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 71 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.
The full file from affaan-m/ECC at commit 4eb71d9, republished under its MIT licence (© affaan-m). 71 words, ~829 tokens.
.claude/skills/cost-tracking/SKILL.md (or your agent's skills folder).このスキルを使用して、ローカルSQLiteデータベースからClaude Codeのコストと使用履歴を分析します。これは、~/.claude-cost-tracker/usage.dbに使用行を書き込むコスト追跡フックまたはプラグインをすでに持っているユーザーを対象としています。
出典: MayurBhavsarによるコミュニティのPR #1304から救済されました。
まず前提条件を確認します:
command -v sqlite3 >/dev/null && echo "sqlite3 available" || echo "sqlite3 missing"
test -f ~/.claude-cost-tracker/usage.db && echo "Database found" || echo "Database not found"データベースが見つからない場合、使用データを作成しません。ユーザーにコスト追跡が設定されていないことを伝え、信頼できるローカルコスト追跡フック/プラグインのインストールまたは有効化を提案します。
期待されるusageテーブルには通常、ツール呼び出しまたはモデルインタラクションごとに1行が含まれます。列名はトラッカーによって異なりますが、以下の例では次のように仮定します:
| 列 | 意味 |
|---|---|
timestamp | 使用イベントのISOタイムスタンプ |
project | プロジェクトまたはリポジトリ名 |
tool_name | ツールまたはイベント名 |
input_tokens | 記録された場合の入力トークン数 |
output_tokens | 記録された場合の出力トークン数 |
cost_usd | USDで事前計算されたコスト |
session_id | Claude Codeセッション識別子 |
model | イベントに使用されたモデル |
cost_usdを使用して手動で価格計算するよりも優先します。モデルの価格とキャッシュ価格は時間とともに変化し、トラッカーが各行の価格設定の信頼できる情報源であるべきです。
sqlite3 ~/.claude-cost-tracker/usage.db "
SELECT
'Today: $' || ROUND(COALESCE(SUM(CASE WHEN date(timestamp) = date('now') THEN cost_usd END), 0), 4) ||
' | Total: $' || ROUND(COALESCE(SUM(cost_usd), 0), 4) ||
' | Calls: ' || COUNT(*) ||
' | Sessions: ' || COUNT(DISTINCT session_id)
FROM usage;
"sqlite3 -header -column ~/.claude-cost-tracker/usage.db "
SELECT project, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
FROM usage
GROUP BY project
ORDER BY cost DESC;
"sqlite3 -header -column ~/.claude-cost-tracker/usage.db "
SELECT tool_name, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
FROM usage
GROUP BY tool_name
ORDER BY cost DESC;
"sqlite3 -header -column ~/.claude-cost-tracker/usage.db "
SELECT date(timestamp) AS date, ROUND(SUM(cost_usd), 4) AS cost, COUNT(*) AS calls
FROM usage
GROUP BY date(timestamp)
ORDER BY date DESC
LIMIT 7;
"sqlite3 -header -column ~/.claude-cost-tracker/usage.db "
SELECT session_id,
MIN(timestamp) AS started,
MAX(timestamp) AS ended,
ROUND(SUM(cost_usd), 4) AS cost,
COUNT(*) AS calls
FROM usage
GROUP BY session_id
ORDER BY started DESC
LIMIT 10;
"コストデータを表示する場合、以下を含めます:
少額の場合、通貨を小数点4桁でフォーマットします。大きな金額には2桁で十分です。
cost_usdが存在する場合に生のトークン数からコストを推定しないこと。SELECT *エクスポートを実行しないこと。/cost-report - 同じデータベースを使用するコマンド形式のレポート。cost-aware-llm-pipeline - モデルルーティングと予算設計のパターン。token-budget-advisor - コンテキストとトークン予算の計画。strategic-compact - 繰り返しのトークン支出を削減するためのコンテキスト圧縮。© affaan-m, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in docs/ja-JP/skills/cost-tracking of affaan-m/ECC.
Open the folder on GitHubat commit 4eb71d9
Cost Tracking 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 |
|---|---|---|---|---|---|---|
| Cost Tracking this skillaffaan-m/ECC | 276k | — | ~829 | Automated safety check: Pass | MIT | |
| Context Compressionguanyang/open-agent-hub | 977 | 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 | 955 | — | ~3.8k | Automated safety check: Notes | MIT | |
| Context Auditundefined-ui/second-brain-os | 1k | — | ~802 | Automated safety check: Pass | MIT | |
| Headroommomori777/Artemis | 380 | — | ~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.
undefined-ui/second-brain-os
Audit an agent's context layout against the four places: system prompt, tools, history, tail.
momori777/Artemis
SmartCrusher + CCR context compression — crunch large JSON arrays, tool outputs, and search results to save tokens.
butterbase-ai/butterbase-skills
A skill your agent uses when calling the app's AI gateway from agent tools — chat completions, embeddings, listing models, configuring defaults or BYOK, reading token/cost usage
affaan-m/ECC
Audits your installed Claude skills and commands for quality, with a quick mode for recently changed skills and a full mode that evaluates all of them through subagents.
affaan-m/ECC
Ingests, indexes, searches, edits and monitors video, audio and live streams through the VideoDB Python SDK, returning stream links, clips and timestamps.
affaan-m/ECC
Route broad documentation-governance requests to existing ECC skills and run an opt-in, read-only audit of mapped documentation roles, links, ADR indexes, and evidence references.
affaan-m/ECC
Scans installed skills for principles that recur across them and proposes rule-file changes: append, revise, add a section, create a file or leave as covered.
affaan-m/ECC
Builds DRAFT counterparty agreements from one markdown template and a small JSON spec per party, with clauses picked by the party's role.
affaan-m/ECC
Set an ECC-specific frontend design direction for production UI work.
Categories
ローカルのコスト追跡データベースからClaude Codeのトークン使用量、支出、予算を追跡・レポートします。コスト、支出、使用量、トークン、予算、またはプロジェクト、ツール、セッション、日付によるコスト内訳について質問する場合に使用します。. Cost Tracking is an agent skill from affaan-m/ECC.
Cost Tracking fits situations like: tasks that involve LLM cost and token optimization.
Run `npx skills add affaan-m/ECC --skill cost-tracking -a claude-code`. Or copy the skill folder (docs/ja-JP/skills/cost-tracking in affaan-m/ECC) into .claude/skills/cost-tracking in your project. Claude Code loads it when a task matches its description.
Run `npx skills add affaan-m/ECC --skill cost-tracking -a codex`. Or copy the skill folder (docs/ja-JP/skills/cost-tracking in affaan-m/ECC) into .agents/skills/cost-tracking 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 affaan-m/ECC --skill cost-tracking -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cost-tracking, .gemini/skills/cost-tracking, .github/skills/cost-tracking and .opencode/skills/cost-tracking in your project.
Going by SKILL.md and its folder, Cost Tracking needs the command-line tools its instructions call (sqlite3).
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.
Cost Tracking is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 829 tokens (SKILL.md is roughly 3.3k 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 Cost Tracking: Context Compression (guanyang/open-agent-hub, 977 stars), Bounty Hunter (1sadjlk/bounty-hunter-skill, 282 stars), Skill Shortener (luongnv89/asm, 955 stars) and Context Audit (undefined-ui/second-brain-os, 1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
affaan-m (a GitHub user) maintains it in affaan-m/ECC, which has 276,111 GitHub stars. The repository holds 683 skills in this directory. The repository was last updated on October 10, 2026.
Source: affaan-m/ECC on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.