RuView CLI, API and WASM
ruvnet/RuView
Covers the RuView `wifi-densepose` command line binary, its Axum REST API and the WebAssembly builds for browsers and ESP32, for embedding or scripting RuView.
Apply a simple code transform via agent-booster's WASM engine — sub-millisecond, deterministic, $0 (no LLM call).
$ npx skills add ruvnet/ruflo --skill cost-booster-edit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo cost-booster-edit --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/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .claude/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .claude/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-editType 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 ruvnet/ruflo --skill cost-booster-edit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo cost-booster-edit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .agents/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .agents/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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 ruvnet/ruflo --skill cost-booster-edit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo cost-booster-edit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .cursor/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .cursor/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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/ruvnet/ruflo.git --path plugins/ruflo-cost-tracker/skills/cost-booster-edit--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 ruvnet/ruflo --skill cost-booster-edit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo cost-booster-edit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .gemini/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .gemini/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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 ruvnet/ruflo cost-booster-editInstalls 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 ruvnet/ruflo --skill cost-booster-edit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .github/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .github/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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 ruvnet/ruflo --skill cost-booster-edit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo cost-booster-edit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-cost-tracker/skills/cost-booster-edit .opencode/skills/cost-booster-edit && 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-booster-edit" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-booster-edit into .opencode/skills/cost-booster-edit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-booster-edit", 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-booster-editApply a simple code transform via agent-booster's WASM engine — sub-millisecond, deterministic, $0 (no LLM call).
Cost Booster Edit is an agent skill from ruvnet/ruflo. Apply a simple code transform via agent-booster's WASM engine — sub-millisecond, deterministic, $0 (no LLM call). Companion to cost-booster-route.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It works with WebAssembly. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 58e0ae7. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
BashFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
nodeFrom 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 Booster Edit loads about 1.4k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 508 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: BashAutomated 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 ruvnet/ruflo at commit 58e0ae7, republished under its MIT licence (© ruvnet). 508 words, ~1,439 tokens.
.claude/skills/cost-booster-edit/SKILL.md (or your agent's skills folder).Direct wrapper around agent-booster.apply() (npm agent-booster v0.2.x, exposed via agentic-flow/agent-booster). Use when a transform is already classified as Tier 1 eligible — cost-booster-route recommends whether; this skill executes.
var → const, add-types, remove-console, add-error-handling, async-await, add-logging).Do NOT use when the transform requires reasoning about intent, naming, or cross-file context — those are Tier 2/3 jobs.
Take inputs — intent (one of the 6 booster intents) and file path.
Read the source to a variable, derive the intended edit text from the intent (caller supplies).
Invoke — run from anywhere under v3/ so agent-booster resolves:
node --input-type=module -e '
import("agent-booster")
.then(async ({ AgentBooster }) => {
const booster = new AgentBooster();
const r = await booster.apply({
code: process.argv[1],
edit: process.argv[2],
language: process.argv[3] || "javascript",
});
console.log(JSON.stringify({
success: r.success, output: r.output, latency: r.latency,
confidence: r.confidence, strategy: r.strategy,
tokens: r.tokens,
}));
})
.catch(e => console.log(JSON.stringify({ success: false, error: String(e.message) })));
' -- "$CODE" "$EDIT" "$LANG"Check confidence — default threshold is 0.5. Below that, fail closed: do NOT write the file; report and escalate to Tier 2/3.
Write back the output field if success && confidence >= 0.5.
Persist outcome — memory_store --namespace cost-tracking --key "booster-edit-..." --value '{"intent":..., "latency":..., "confidence":..., "strategy":..., "applied":true}'. Feed the routing learner via hooks_model-outcome (use the cost-optimize skill's step 8).
5 representative intents run through AgentBooster.apply():
| intent | latency (ms) | wall (ms) | confidence | strategy | success |
|---|---|---|---|---|---|
| var-to-const | 5 | 5 | 0.65 | fuzzy_replace | true |
| add-types | 1 | 1 | 0.64 | fuzzy_replace | true |
| remove-console | 0 | 0 | 0.70 | fuzzy_replace | true |
| add-error-handling | 0 | 0 | 0.85 | exact_replace | true |
| async-await | 0 | 0 | 0.85 | exact_replace | true |
Avg measured latency ≈ 1.2 ms. All 5 above the default 0.5 confidence threshold. See docs/benchmarks/0002-baseline.md for the LLM-baseline comparison.
| Claim | Status here |
|---|---|
| 100% win rate | Verified — 12/12 on bench/booster-corpus.json (see runs/latest.json). Booster AND Gemini 2.0 Flash both score 12/12 — this is a structural-correctness corpus, not a hard adversarial one. |
| Sub-millisecond latency | Verified — avg 0.67 ms, p50 0 ms, p99 6 ms, max 6 ms. |
| $0 per edit | Verified structurally — no API call, no token billing. |
| Deterministic AST-based merge | Verified — same inputs reproduce the same output and strategy. |
| Confidence ≥ 0.5 ⇒ correct | Verified on this corpus — 12/12 above 0.5 (min 0.551), all correct. |
350× speedup vs. LLM | Verified — exceeded against every tier: 1000.9× vs Gemini 2.0 Flash, 1838.7× vs Claude Sonnet 4.6, 2634.1× vs Claude Opus 4.7. Run BENCH_LLM_BASELINE=1 BENCH_ANTHROPIC=1 node scripts/bench.mjs to refresh. |
| Cost saved per edit | Measured: $0.000020 vs Gemini, $0.000722 vs Sonnet 4.6, $0.004720 vs Opus 4.7 (the booster side is $0 in all cases). |
| Win parity with frontier LLMs | Verified — Booster, Gemini 2.0 Flash, Sonnet 4.6, Opus 4.7 all scored 12/12 on this corpus. Booster matches LLM accuracy structurally for deterministic transforms. |
To extend: add cases to bench/booster-corpus.json, run ( cd v3 && node ../plugins/ruflo-cost-tracker/scripts/bench.mjs ) (or with BENCH_LLM_BASELINE=1), commit runs/latest.json. Smoke step 23 fails the build if win rate drops below 0.80.
Override the LLM model: BENCH_LLM_MODEL='claude-sonnet-4' (when wired against api.anthropic.com) or BENCH_LLM_MODEL='models/gemini-2.5-flash' for a reasoning-model comparison. Pricing flags: BENCH_LLM_PRICE_IN, BENCH_LLM_PRICE_OUT.
fuzzy_replace is best-effort; for production transforms prefer cases that route to exact_replace (≥0.85 confidence in our sample).
ADR-0002 §"Decision 1" (route classifier) and §"Riskiest assumption" (Bash-shelled invocation) · cost-booster-route (classifier-side companion) · agent-booster npm README (3-mode install, MCP / npm / HTTP).
© ruvnet, 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 plugins/ruflo-cost-tracker/skills/cost-booster-edit of ruvnet/ruflo.
Open the folder on GitHubat commit 58e0ae7
Cost Booster Edit 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 Booster Edit this skillruvnet/ruflo | 74k | — | ~1.4k | Automated safety check: Notes | MIT | |
| RuView CLI, API and WASMruvnet/RuView | 97k | — | ~1.2k | Automated safety check: Notes | MIT | |
| Nginx To Higress Migrationhigress-group/higress | 9.5k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | |
| Update V86felixrieseberg/windows95 | 24k | — | ~1.7k | Automated safety check: Pass | Custom licence | |
| Dotlottie WebLottieFiles/dotlottie-web | 892 | — | ~3.5k | Automated safety check: Pass | MIT | |
| Adding Internal API RouteTriliumNext/Trilium | 38k | — | ~3.3k | Automated safety check: Pass | AGPL-3.0 |
ruvnet/RuView
Covers the RuView `wifi-densepose` command line binary, its Axum REST API and the WebAssembly builds for browsers and ESP32, for embedding or scripting RuView.
higress-group/higress
Migrate from ingress-nginx to Higress in Kubernetes environments.
felixrieseberg/windows95
Build and install v86 (wasm + libv86.js + BIOS) into windows95.
LottieFiles/dotlottie-web
Implement Lottie animations using dotLottie runtimes (@lottiefiles/dotlottie-web and @lottiefiles/dotlottie-react).
TriliumNext/Trilium
A skill your agent uses when adding, moving, or wiring an internal REST endpoint in Trilium (a new /api/ route) — choosing between a core-shared handler (packages/trilium-core/src/routes/index.ts…
awarexone/Agentic-Bug-Hunter
Recovers a client-side request signature or anti-bot token just far enough to replay blocked requests in bug bounty testing, starting from a captured packet.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Works with
Apply a simple code transform via agent-booster's WASM engine — sub-millisecond, deterministic, $0 (no LLM call). Cost Booster Edit is an agent skill from ruvnet/ruflo. Apply a simple code transform via agent-booster's WASM engine — sub-millisecond, deterministic, $0 (no LLM call).
Run `npx skills add ruvnet/ruflo --skill cost-booster-edit -a claude-code`. Or copy the skill folder (plugins/ruflo-cost-tracker/skills/cost-booster-edit in ruvnet/ruflo) into .claude/skills/cost-booster-edit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill cost-booster-edit -a codex`. Or copy the skill folder (plugins/ruflo-cost-tracker/skills/cost-booster-edit in ruvnet/ruflo) into .agents/skills/cost-booster-edit 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 ruvnet/ruflo --skill cost-booster-edit -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-booster-edit, .gemini/skills/cost-booster-edit, .github/skills/cost-booster-edit and .opencode/skills/cost-booster-edit in your project.
Going by SKILL.md and its folder, Cost Booster Edit needs the command-line tools its instructions call (node). Its frontmatter pre-approves these tools: Bash.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Cost Booster Edit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.8k 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 Booster Edit: RuView CLI, API and WASM (ruvnet/RuView, 97k stars), Nginx To Higress Migration (higress-group/higress, 9.5k stars), Update V86 (felixrieseberg/windows95, 24k stars) and Dotlottie Web (LottieFiles/dotlottie-web, 892 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,159 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 9, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.