Retellai Observability
jeremylongshore/tons-of-skills-marketplace
Retell AI observability — AI voice agent and phone call automation.
Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior.
Install Telemetry Integration
$ npx skills add rapidaai/voice-ai --skill telemetry-integration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install rapidaai/voice-ai telemetry-integration --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/rapidaai/voice-ai.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/telemetry-integration .claude/skills/telemetry-integration && 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 "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .claude/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integrationType 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 rapidaai/voice-ai --skill telemetry-integration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install rapidaai/voice-ai telemetry-integration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/telemetry-integration .agents/skills/telemetry-integration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .agents/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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 rapidaai/voice-ai --skill telemetry-integration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install rapidaai/voice-ai telemetry-integration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/telemetry-integration .cursor/skills/telemetry-integration && 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 "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .cursor/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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/rapidaai/voice-ai.git --path .codex/skills/telemetry-integration--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 rapidaai/voice-ai --skill telemetry-integration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install rapidaai/voice-ai telemetry-integration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/telemetry-integration .gemini/skills/telemetry-integration && 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 "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .gemini/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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 rapidaai/voice-ai telemetry-integrationInstalls 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 rapidaai/voice-ai --skill telemetry-integration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/telemetry-integration .github/skills/telemetry-integration && 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 "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .github/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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 rapidaai/voice-ai --skill telemetry-integration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install rapidaai/voice-ai telemetry-integration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/rapidaai/voice-ai.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/telemetry-integration .opencode/skills/telemetry-integration && 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 "telemetry-integration" agent skill from https://github.com/rapidaai/voice-ai/tree/main/.codex/skills/telemetry-integration into .opencode/skills/telemetry-integration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "telemetry-integration", 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
telemetry-integration- GitHub stars
- 744
- Token cost
- ~690 tokens
- SKILL.md length
- 263 words
- Files
- 6 (incl. scripts, references)
- Skills in repo
- 26
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior.
- Works in 3 steps: Target surface: assistant-api,… → Metric/event requirements. → Privacy/cardinality constraints.
- Tasks that involve Observability
- SKILL.md covers Mission, Inputs expected from user, Hard boundaries and Compatibility rules, plus 4 more sections
- Runs Shell scripts from its folder; calls go and rg
What it does
Telemetry Integration is an agent skill from rapidaai/voice-ai. Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior.
Its SKILL.md is about 690 tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `agents/openai.yaml`, `examples/sample.md` and `references/checklist.md`).
It sits in DevOps & Cloud, covering Observability and Speech recognition and synthesis. The repository describes itself as: Rapida is an open-source, end-to-end voice AI orchestration platform for building real-time conversational voice agents with audio streaming, STT, TTS, VAD, multi-channel…
When your agent uses it
- Tasks that involve Observability
- Tasks that involve Speech recognition and synthesis
Example prompts
- “/telemetry-integration”
Requirements
- A Bash shell
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Target surface: assistant-api, integration-api, or both.
- Metric/event requirements.
- Privacy/cardinality constraints.
What it can do on your machine
Read from SKILL.md and the folder at commit 3c9caac. 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
Ships 1 file in scripts/ (Shell), which the agent can run.
Shell commands in SKILL.md call:
gorg
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Telemetry Integration loads about 690 tokens when it runs, and up to ~914 if it reads all its reference files. Until then it costs about 42 tokens; SKILL.md has 263 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); the scripts in this folder 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 263 words (~690 tokens).
“Extend observability without breaking existing metric consumers, dashboards, or external audit mappings.”
- name
- telemetry-integration
Files
SKILL.md and 5 other files (scripts, references) in .codex/skills/telemetry-integration of rapidaai/voice-ai.
- SKILL.md
- agents/openai.yaml
- examples/sample.md
- references/checklist.md
- references/telemetry-checklist.md
- scripts/validate.sh
Open the folder on GitHubat commit 3c9caac
Compare with similar skills
Telemetry Integration 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 |
|---|---|---|---|---|---|---|
| Telemetry Integration this skillrapidaai/voice-ai | 744 | — | ~690 | Automated safety check: Pass | Custom licence | |
| Retellai Observabilityjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~515 | Automated safety check: Pass | MIT | |
| Caveman Gateway SetupJuliusBrussee/caveman | 110k | 1 repos | ~2.6k | Automated safety check: Warn | Apache-2.0 | |
| Distributed Tracingwshobson/agents | 40k | 12 repos | ~527 | Automated safety check: Pass | MIT | |
| Agent Kill Switchvivekchand/clawmetry | 425 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Sls Dashboard Builderalibaba/loongsuite-pilot | 198 | — | ~1.8k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Caveman Gateway Setup
JuliusBrussee/caveman
Routes every LLM call in a repository through the Caveman Cloud gateway in record mode, so requests and costs are measured without changing behavior.
Distributed Tracing
wshobson/agents
Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
Agent Kill Switch
vivekchand/clawmetry
Give the human an off switch and a cost meter for the coding agents on this machine, using ClawMetry.
Sls Dashboard Builder
alibaba/loongsuite-pilot
当任务需要创建、修改、扩展或重组阿里云 SLS 的 dashboard JSON 或可导入的大盘配置时使用；尤其适用于线上大盘、强对比的分析看板、已校验的查询包，或需要专业中文标签与指标定义的运维向大盘。
Clawmetry Selfcheck
vivekchand/clawmetry
Read your own agent telemetry from ClawMetry (waste, progress, cost) and act on it before finishing a task.
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System Understanding
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Build a code-grounded implementation plan before coding. An agent skill from rapidaai/voice-ai.
Vad Integration
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Related
Questions about Telemetry Integration
What does Telemetry Integration do?
Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior. Telemetry Integration is an agent skill from rapidaai/voice-ai. Add or modify telemetry instrumentation across assistant-api and integration-api while preserving metric schema compatibility and audit behavior.
When should I use Telemetry Integration?
Telemetry Integration fits situations like: tasks that involve Observability; tasks that involve Speech recognition and synthesis.
How do I install Telemetry Integration in Claude Code?
Run `npx skills add rapidaai/voice-ai --skill telemetry-integration -a claude-code`. Or copy the skill folder (.codex/skills/telemetry-integration in rapidaai/voice-ai) into .claude/skills/telemetry-integration in your project. Claude Code loads it when a task matches its description.
How do I install Telemetry Integration in Codex?
Run `npx skills add rapidaai/voice-ai --skill telemetry-integration -a codex`. Or copy the skill folder (.codex/skills/telemetry-integration in rapidaai/voice-ai) into .agents/skills/telemetry-integration in your project. Codex loads it when a task matches its description.
Can I use Telemetry Integration 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 rapidaai/voice-ai --skill telemetry-integration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/telemetry-integration, .gemini/skills/telemetry-integration, .github/skills/telemetry-integration and .opencode/skills/telemetry-integration in your project.
What does Telemetry Integration need to run?
Going by SKILL.md and its folder, Telemetry Integration needs a shell for the scripts in its folder and the command-line tools its instructions call (go and rg). Our summary lists: A Bash shell.
Does Telemetry Integration access the network?
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.
Is Telemetry Integration 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Telemetry Integration use?
Telemetry Integration 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 Telemetry Integration use?
About 690 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 224 tokens, read only when the agent opens those files.
What are the alternatives to Telemetry Integration?
Skills that share tags, products or a category with Telemetry Integration: Retellai Observability (jeremylongshore/tons-of-skills-marketplace, 2.8k stars), Caveman Gateway Setup (JuliusBrussee/caveman, 110k stars), Distributed Tracing (wshobson/agents, 40k stars) and Agent Kill Switch (vivekchand/clawmetry, 425 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Telemetry Integration?
rapidaai (a GitHub organization) maintains it in rapidaai/voice-ai, which has 744 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 6, 2026.
Source: rapidaai/voice-ai on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.