Cost Conversation
ruvnet/ruflo
Per-conversation cost view — list every session in cost-tracking with started-at, message count, top model, and total cost
Reads complete conversation evidence, measures visible cost, and recommends minimal improvements.
$ npx skills add ai-driven-dev/framework --skill 05-improve -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ai-driven-dev/framework 05-improve --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/ai-driven-dev/framework.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .claude/skills/05-improve && 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 "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .claude/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improveType 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 ai-driven-dev/framework --skill 05-improve -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ai-driven-dev/framework 05-improve --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .agents/skills/05-improve && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .agents/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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 ai-driven-dev/framework --skill 05-improve -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ai-driven-dev/framework 05-improve --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .cursor/skills/05-improve && 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 "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .cursor/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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/ai-driven-dev/framework.git --path plugins/aidd-refine/skills/05-improve--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 ai-driven-dev/framework --skill 05-improve -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ai-driven-dev/framework 05-improve --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .gemini/skills/05-improve && 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 "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .gemini/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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 ai-driven-dev/framework 05-improveInstalls 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 ai-driven-dev/framework --skill 05-improve -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .github/skills/05-improve && 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 "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .github/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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 ai-driven-dev/framework --skill 05-improve -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ai-driven-dev/framework 05-improve --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ai-driven-dev/framework.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/aidd-refine/skills/05-improve .opencode/skills/05-improve && 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 "05-improve" agent skill from https://github.com/ai-driven-dev/framework/tree/main/plugins/aidd-refine/skills/05-improve into .opencode/skills/05-improve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "05-improve", 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.
05-improveReads complete conversation evidence, measures visible cost, and recommends minimal improvements.
05 Improve is an agent skill from ai-driven-dev/framework. Reads complete conversation evidence, measures visible cost, and recommends minimal improvements. Use when the user wants to improve a conversation, reduce wasted time or tokens, or choose files to revise. Not for delivery review or automatic edits.
Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including assets (for example `actions/01-read-conversation.md`, `actions/02-recommend.md` and `actions/03-target-edits.md`).
The repository describes itself as: Marketplace Framework AI-Driven Dev : Context Engineering, Plugins, Agents, Skills, Hooks, Templates, SDLC. The licence is MIT.
Read from SKILL.md and the folder at commit 6e30640. 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.
Ships script files (JavaScript), which the agent can run.
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.
05 Improve loads about 390 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 96 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 ai-driven-dev/framework at commit 6e30640, republished under its MIT licence (© ai-driven-dev). 96 words, ~390 tokens.
.claude/skills/05-improve/SKILL.md (or your agent's skills folder). This skill also uses 7 other files; get the full folder from GitHub.flowchart LR
start([conversation ID or export]) --> read-conversation
read-conversation -->|complete| scopes{two or more scopes?}
read-conversation -->|unavailable| unavailable([stop])
scopes -->|no| recommend-local[recommend locally] --> target-edits
scopes -->|yes| isolation{isolated artifact context?}
isolation -->|yes| recommend-parallel[recommend in parallel] --> target-edits
isolation -->|no| recommend-local
target-edits --> question([ask next intent]) --> stop([stop])Run the flow above. Read only the next action file.
| Action | Does |
|---|---|
| read-conversation | freeze complete evidence and measure visible cost |
| recommend | analyze relevant scopes and merge grounded findings |
| target-edits | render minimal edits and an executable prompt |
improve invocation and report from the analysis evidence.© ai-driven-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 7 other files (assets) in plugins/aidd-refine/skills/05-improve of ai-driven-dev/framework.
Open the folder on GitHubat commit 6e30640
05 Improve 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 |
|---|---|---|---|---|---|---|
| 05 Improve this skillai-driven-dev/framework | 513 | — | ~390 | Automated safety check: Pass | MIT | |
| Cost Conversationruvnet/ruflo | 74k | — | ~407 | Automated safety check: Notes | MIT | |
| Cost Optimizeruvnet/ruflo | 74k | 1 repos | ~997 | Automated safety check: Notes | MIT | |
| Cost Trackingaffaan-m/ECC | 275k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Cost Reportruvnet/ruflo | 74k | 1 repos | ~830 | Automated safety check: Notes | MIT | |
| Cost Trackruvnet/ruflo | 74k | — | ~773 | Automated safety check: Notes | MIT |
ruvnet/ruflo
Per-conversation cost view — list every session in cost-tracking with started-at, message count, top model, and total cost
ruvnet/ruflo
Analyze token usage patterns and recommend cost optimizations with estimated savings
affaan-m/ECC
Track and report Claude Code token usage, spending, and budgets from the local ECC cost-tracker metrics log.
ruvnet/ruflo
Generate a cost report showing token usage and USD costs by agent and model
ruvnet/ruflo
Auto-capture per-session token usage from the Claude Code session jsonl and persist to the cost-tracking namespace
ruvnet/ruflo
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
ai-driven-dev/framework
Drive the async-dev pipeline from one entry point, whether setup, run, or review.
ai-driven-dev/framework
Turn a request, ticket, or file into a phased implementation plan.
ai-driven-dev/framework
Autonomously orchestrates a request from framing to a draft pull request, isolating implementation, independent review, and final outcome challenge.
ai-driven-dev/framework
Orchestrates a product backlog end to end. An agent skill from ai-driven-dev/framework.
ai-driven-dev/framework
Guide a project's journey through AIDD, from first setup to shipping a feature.
ai-driven-dev/framework
Validate a reviewed candidate's observable behavior against its acceptance criteria and record short named videos as reviewer evidence.
Reads complete conversation evidence, measures visible cost, and recommends minimal improvements. 05 Improve is an agent skill from ai-driven-dev/framework. Reads complete conversation evidence, measures visible cost, and recommends minimal improvements.
05 Improve fits situations like: the user wants to improve a conversation; reduce wasted time; choose files to revise.
Run `npx skills add ai-driven-dev/framework --skill 05-improve -a claude-code`. Or copy the skill folder (plugins/aidd-refine/skills/05-improve in ai-driven-dev/framework) into .claude/skills/05-improve in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ai-driven-dev/framework --skill 05-improve -a codex`. Or copy the skill folder (plugins/aidd-refine/skills/05-improve in ai-driven-dev/framework) into .agents/skills/05-improve 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 ai-driven-dev/framework --skill 05-improve -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/05-improve, .gemini/skills/05-improve, .github/skills/05-improve and .opencode/skills/05-improve in your project.
Going by SKILL.md and its folder, 05 Improve needs JavaScript for the scripts in its folder. Our summary lists: Node.js.
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.
05 Improve is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 390 tokens (SKILL.md is roughly 1.6k 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 05 Improve: Cost Conversation (ruvnet/ruflo, 74k stars), Cost Optimize (ruvnet/ruflo, 74k stars), Cost Tracking (affaan-m/ECC, 275k stars) and Cost Report (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ai-driven-dev (a GitHub organization) maintains it in ai-driven-dev/framework, which has 513 GitHub stars. The repository holds 46 skills in this directory. The repository was last updated on October 8, 2026.
Source: ai-driven-dev/framework on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.