telemetry-scan

telemetry-scan is a skill for Claude Code, Codex from ALTEN-group/coding-pal. It costs 91 tokens per session (636 once invoked), scanned A, original, MIT.

A deterministic telemetry monitor that reads exported time-series data, compares it with a baseline and thresholds, and reports unusual values, worsening trends, and recent deploys. Telemetry is recorded operational data such as error rates, traffic, or resource use.

In plain words
What is it for?
Use it in CI or release reviews to detect anomalies, estimate when a trend may cross a limit, identify threshold breaches, and list deploys shortly before an anomaly.
Why use it?
It helps spot problems before they affect customers without connecting to production or requiring production credentials. The same exported input produces the same findings.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: reads .claude/ paths.

Good fit Use it in CI or release reviews to detect anomalies, estimate when a trend may cross a limit, identify threshold breaches, and list deploys shortly before an anomaly.

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Install with agentmods
npx agentmods add skills/alten-group/coding-pal/telemetry-scan
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ALTEN-group/coding-pal --skill telemetry-scan
Clone the repo
git clone --depth 1 https://github.com/ALTEN-group/coding-pal

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for telemetry-scan

README.md
[![agentmods](https://agentmods.dev/badge/skills/alten-group/coding-pal/telemetry-scan/github.svg)](https://agentmods.dev/skills/alten-group/coding-pal/telemetry-scan)
Your own site
<a href="https://agentmods.dev/skills/alten-group/coding-pal/telemetry-scan"><img src="https://agentmods.dev/badge/skills/alten-group/coding-pal/telemetry-scan/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for telemetry-scan

Your own site · 80×15
<a href="https://agentmods.dev/skills/alten-group/coding-pal/telemetry-scan"><img src="https://agentmods.dev/badge/skills/alten-group/coding-pal/telemetry-scan.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 91 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 636 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00091 $0.00636
Opus 5.5 $0.00036 $0.00254
Sonnet 5.5 $0.00018 $0.00127
Haiku 4.5 $0.00009 $0.00064

Measured 4d ago against content hash abd7d2a77779, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

telemetry-scan scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/telemetry-fixture.mjs, scripts/telemetry-scan.mjs, scripts/telemetry-scan.test.mjs), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/telemetry-scan/SKILL.md · 44 lines

How it starts

The opening of the file, as written. The whole thing — 44 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Telemetry Scan

Compare live signals with a baseline and thresholds before customers notice. The scan reads exported series, so the same input always gives the same findings. Monitoring informs; humans act.

When to Use This Skill

  • Learn is asked to watch a release: error rate creeping up, saturation approaching, cost drifting.
  • A signal looks odd and the question is which deploy preceded it.
  • CI should alert on a high severity signal in an exported metrics file.
  • The weekly review needs the findings that may become Triage issues.

Path resolution

Resolve references/ and scripts/ relative to this skill's install directory (the folder that contains this SKILL.md), not the consumer repository root or the current shell cwd. If the skill was installed under .agents/skills/telemetry-scan/ or .claude/skills/telemetry-scan/, use that base path.

Workflow

  1. Read references/telemetry-scan-contract.md now. It defines the input files, the finding rules, and the exit codes.
  2. Get exports from the user or the pipeline (series, optionally baseline, thresholds, and deploys). Never query or log in to a production system, and never ask for production credentials.
  3. Run the scan from this skill's directory:
node scripts/telemetry-scan.mjs --series series.json --thresholds thresholds.json \
  --deploys deploys.json --horizon-minutes 120
node scripts/telemetry-scan.mjs --series series.json --thresholds thresholds.json --json > findings.json
  1. Detect: report each finding with its numbers. Explain: for each finding, read the listed deploys and diffs, correlate with the logs and traces the user supplies, and propose a likely cause. State clearly that the QA and maintainer confirms the cause.
  2. Act (human): the QA and maintainer decides whether to mitigate. Hand findings.json to the learn-signals skill to open Triage issues for the high findings.

Exit codes: 0 scanned, 1 invalid input, 3 at least one high finding (CI alerts on it).

Read the full file on GitHub · 44 lines

Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 44 lines · 91 tokens per session scan A abd7d2a77779

Subscribe to this mod's changes

telemetry-scan is a skill published in the GitHub repository ALTEN-group/coding-pal (5 stars, last pushed 5d ago), licensed MIT. It adds 91 tokens to every session and 636 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-14.

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