Frontmcp Observability
agentfront/frontmcp
A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.
A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.
Install Archestra Dev Observability
$ npx skills add archestra-ai/archestra --skill archestra-dev-observability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install archestra-ai/archestra archestra-dev-observability --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/archestra-ai/archestra.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .claude/skills/archestra-dev-observability && 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 "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .claude/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observabilityType 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 archestra-ai/archestra --skill archestra-dev-observability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install archestra-ai/archestra archestra-dev-observability --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/archestra-ai/archestra.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .agents/skills/archestra-dev-observability && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .agents/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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 archestra-ai/archestra --skill archestra-dev-observability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install archestra-ai/archestra archestra-dev-observability --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/archestra-ai/archestra.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .cursor/skills/archestra-dev-observability && 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 "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .cursor/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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/archestra-ai/archestra.git --path .agents/skills/archestra-dev-observability--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 archestra-ai/archestra --skill archestra-dev-observability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install archestra-ai/archestra archestra-dev-observability --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/archestra-ai/archestra.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .gemini/skills/archestra-dev-observability && 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 "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .gemini/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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 archestra-ai/archestra archestra-dev-observabilityInstalls 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 archestra-ai/archestra --skill archestra-dev-observability -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/archestra-ai/archestra.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .github/skills/archestra-dev-observability && 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 "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .github/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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 archestra-ai/archestra --skill archestra-dev-observability -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install archestra-ai/archestra archestra-dev-observability --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/archestra-ai/archestra.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/archestra-dev-observability .opencode/skills/archestra-dev-observability && 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 "archestra-dev-observability" agent skill from https://github.com/archestra-ai/archestra/tree/main/.agents/skills/archestra-dev-observability into .opencode/skills/archestra-dev-observability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "archestra-dev-observability", 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.
Facts
- Skill name
archestra-dev-observability- GitHub stars
- 4.4k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 492 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.
- Changing Archestra tracing
- SKILL.md covers Naming new attributes and…, Local setup, Local URLs and Tracing, plus 1 more section
- Calls docker
- Observability labels
What it does
Archestra Dev Observability is an agent skill from archestra-ai/archestra. Use when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.
Its SKILL.md is about 1.2k 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 Observability and Monitoring and alerting. It works with OpenTelemetry, Model Context Protocol, Prometheus and Grafana. The repository describes itself as: Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator.
When your agent uses it
- Changing Archestra tracing
- Observability labels
- Local observability setup
Example prompts
- “/archestra-dev-observability”
Requirements
- Docker
What it can do on your machine
Read from SKILL.md and the folder at commit 268f421. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
Shell commands in SKILL.md call:
docker
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
opentelemetry.io
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Archestra Dev Observability loads about 1.2k tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 492 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.
Safety
Auto-check passed
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.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 492 words (~1,168 tokens).
“Use this skill before changing tracing, metrics, span naming, metric labels, or local observability setup.”
- name
- archestra-dev-observability
Files
Just SKILL.md in .agents/skills/archestra-dev-observability of archestra-ai/archestra.
Open the folder on GitHubat commit 268f421
Compare with similar skills
Archestra Dev Observability 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 |
|---|---|---|---|---|---|---|
| Archestra Dev Observability this skillarchestra-ai/archestra | 4.4k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| 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 ExpertJeffallan/claude-skills | 12k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Live Debugmacro-inc/macro | 4.6k | — | ~2.4k | Automated safety check: Notes | AGPL-3.0 | |
| Alloygrafana/skills | 279 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about Archestra Dev Observability
What does Archestra Dev Observability do?
A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup. Archestra Dev Observability is an agent skill from archestra-ai/archestra. Use when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.
When should I use Archestra Dev Observability?
Archestra Dev Observability fits situations like: changing Archestra tracing; observability labels; local observability setup.
How do I install Archestra Dev Observability in Claude Code?
Run `npx skills add archestra-ai/archestra --skill archestra-dev-observability -a claude-code`. Or copy the skill folder (.agents/skills/archestra-dev-observability in archestra-ai/archestra) into .claude/skills/archestra-dev-observability in your project. Claude Code loads it when a task matches its description.
How do I install Archestra Dev Observability in Codex?
Run `npx skills add archestra-ai/archestra --skill archestra-dev-observability -a codex`. Or copy the skill folder (.agents/skills/archestra-dev-observability in archestra-ai/archestra) into .agents/skills/archestra-dev-observability in your project. Codex loads it when a task matches its description.
Can I use Archestra Dev Observability in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add archestra-ai/archestra --skill archestra-dev-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/archestra-dev-observability, .gemini/skills/archestra-dev-observability, .github/skills/archestra-dev-observability and .opencode/skills/archestra-dev-observability in your project.
What does Archestra Dev Observability need to run?
Going by SKILL.md and its folder, Archestra Dev Observability needs the command-line tools its instructions call (docker). Our summary lists: Docker.
Does Archestra Dev Observability access the network?
SKILL.md names 1 domain. As links in the text: opentelemetry.io. This is read from the text; nothing was executed.
Is Archestra Dev Observability safe to install?
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.
What licence does Archestra Dev Observability use?
Archestra Dev Observability has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Archestra Dev Observability use?
About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Archestra Dev Observability?
Skills that share tags, products or a category with Archestra Dev Observability: Frontmcp Observability (agentfront/frontmcp, 146 stars), Monitoring Observability (ahmedasmar/devops-claude-skills, 203 stars), Monitoring Expert (Jeffallan/claude-skills, 12k stars) and Live Debug (macro-inc/macro, 4.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Archestra Dev Observability?
archestra-ai (a GitHub organization) maintains it in archestra-ai/archestra, which has 4,354 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 8, 2026.
Source: archestra-ai/archestra on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.