Frontmcp Observability
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
$ npx skills add ruvnet/ruflo --skill cost-export -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo cost-export --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-export .claude/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .claude/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-exportType 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-export -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo cost-export --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-export .agents/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .agents/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-export -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo cost-export --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-export .cursor/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .cursor/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-export--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-export -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo cost-export --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-export .gemini/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .gemini/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-exportInstalls 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-export -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-export .github/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .github/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-export -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-export --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-export .opencode/skills/cost-export && 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-export" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-cost-tracker/skills/cost-export into .opencode/skills/cost-export/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cost-export", 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-exportExport cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
Cost Export is an agent skill from ruvnet/ruflo. Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards)
Its SKILL.md is about 690 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 DevOps & Cloud, covering Monitoring and alerting, LLM cost and token optimization and Webhooks. It works with Prometheus, Grafana and Datadog. 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.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 6051f67. 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 Export loads about 687 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 182 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 6051f67, republished under its MIT licence (© ruvnet). 182 words, ~687 tokens.
.claude/skills/cost-export/SKILL.md (or your agent's skills folder).Pulls every session-* and budget-config-* record from cost-tracking and emits in formats consumable by external observability systems. Without this, cost data lives only inside the AgentDB namespace; with it, the same data lights up dashboards.
/loop 5m to keep external dashboards near-real-time.Pick a format — textfile collector for Prometheus / Grafana, or webhook POST for everything else:
# Prometheus node_exporter textfile collector
node plugins/ruflo-cost-tracker/scripts/export.mjs --prometheus /var/lib/node_exporter/textfile_collector/cost_tracker.prom
# Webhook (POSTs JSON; add auth via env)
EXPORT_WEBHOOK_HEADER='Authorization: Bearer $TOKEN' \
node plugins/ruflo-cost-tracker/scripts/export.mjs --webhook https://hooks.example.com/cost-tracker
# Stdout JSON (default if no flag)
node plugins/ruflo-cost-tracker/scripts/export.mjsInspect what's emitted — Prometheus output includes:
cost_tracker_total_usd <gauge>
cost_tracker_tier_total_usd{tier="opus|sonnet|haiku"} <gauge>
cost_tracker_session_total_usd{session="<8-char>"} <gauge>
cost_tracker_session_messages{session="<8-char>"} <counter>
cost_tracker_budget_usd <gauge> (if budget configured)
cost_tracker_budget_utilization <gauge> (spent / budget)Webhook payload shape — the JSON the webhook receives matches the stdout JSON: { exportedAt, sessions: [...], budget, totalUsd, byTier }. Headers may be added via EXPORT_WEBHOOK_HEADER='K1: V1, K2: V2' (comma-separated).
| Env | Default | Purpose |
|---|---|---|
EXPORT_NAMESPACE | cost-tracking | Override target namespace |
EXPORT_WEBHOOK_HEADER | unset | Comma-separated K: V pairs for webhook auth |
EXPORT_QUIET=1 | unset | Suppress non-error confirmation output |
cost-track — produces the data this skill exportscost-budget-check — the same cost_tracker_budget_* metrics are alertable in Prometheus.prom file in the collector directory and Prometheus picks it up© 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-export of ruvnet/ruflo.
Open the folder on GitHubat commit 6051f67
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in ruvnet/ruflo, which our catalogue first saw on October 7, 2026.
Cost Export 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 Export this skillruvnet/ruflo | 74k | 1 repos | ~687 | Automated safety check: Notes | MIT | |
| Frontmcp Observabilityagentfront/frontmcp | 146 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Monitoring Observabilityahmedasmar/devops-claude-skills | 203 | — | ~3.9k | Automated safety check: Pass | None | |
| Monitoring Observabilityyonatangross/orchestkit | 289 | — | ~2.2k | Automated safety check: Pass | MIT | |
| ObservabilityTheBeardedBearSAS/claude-craft | 107 | — | ~547 | Automated safety check: Pass | MIT | |
| Tsh Implementing ObservabilityTheSoftwareHouse/copilot-collections | 284 | — | ~2k | Automated safety check: Pass | MIT |
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
ahmedasmar/devops-claude-skills
Monitoring and observability strategy, implementation, and troubleshooting.
yonatangross/orchestkit
Monitoring and observability patterns for Prometheus metrics, Grafana dashboards, Langfuse v4 LLM tracing (astype, scorecurrentspan, shouldexportspan, LangfuseMedia), and drift detection.
TheBeardedBearSAS/claude-craft
OpenTelemetry, distributed tracing, structured logging, metrics (Prometheus, Grafana, Datadog).
TheSoftwareHouse/copilot-collections
Observability patterns for logging, monitoring, alerting, and distributed tracing.
slopus/happy
Queries live Prometheus metrics and manages Grafana dashboards as code for Happy's infrastructure, using the grafanactl CLI and the Grafana datasource proxy API.
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
Categories
Export cost-tracking telemetry in Prometheus textfile or webhook JSON formats — for external observability (Grafana, Datadog, custom dashboards). Cost Export is an agent skill from ruvnet/ruflo.
Cost Export fits situations like: tasks that involve Monitoring and alerting; tasks that involve LLM cost and token optimization; tasks that involve Webhooks.
Run `npx skills add ruvnet/ruflo --skill cost-export -a claude-code`. Or copy the skill folder (plugins/ruflo-cost-tracker/skills/cost-export in ruvnet/ruflo) into .claude/skills/cost-export in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill cost-export -a codex`. Or copy the skill folder (plugins/ruflo-cost-tracker/skills/cost-export in ruvnet/ruflo) into .agents/skills/cost-export 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-export -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-export, .gemini/skills/cost-export, .github/skills/cost-export and .opencode/skills/cost-export in your project.
Going by SKILL.md and its folder, Cost Export 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 Export is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 687 tokens (SKILL.md is roughly 2.7k 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 Export: Frontmcp Observability (agentfront/frontmcp, 146 stars), Monitoring Observability (ahmedasmar/devops-claude-skills, 203 stars), Monitoring Observability (yonatangross/orchestkit, 289 stars) and Observability (TheBeardedBearSAS/claude-craft, 107 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 74,089 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 8, 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.