Observability Instrumentation Harness
Stop discovering missing telemetry during outages — audit every service for instrumentation gaps, build a consistent tracing and metrics plan, draft the code changes, and generate Datadog dashboard and alert stubs. Requires Datadog and GitHub connected.
A 4-step agentic workflow pack for operations built to run with Claude, ChatGPT, Claude Code, and Cursor. It drives an AI agent connected to Datadog and GitHub (for example via MCP), and still works without them — paste the relevant data in when the prompt asks. Most buyers get a reviewable result in about 15 minutes.
- Audit every code path in scope for missing traces, logs, and metrics in a single pass
- Produce a consistent instrumentation plan covering what to trace, log, and measure per service
- Draft ready-to-review code changes that add spans, structured logs, and counters without disrupting existing logic
- Generate Datadog dashboard JSON and alert rule stubs so coverage is visible from day one
- Validate existing Datadog coverage against your plan so gaps are confirmed, not guessed
- Open GitHub PRs or issues for each instrumentation change so nothing falls through the backlog
- Degrade gracefully when tools are unavailable — paste source snippets and get the same output
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
Tap a tool for its official setup guide. Connect them to your AI agent (for example via MCP), or paste the data in manually.
This pack is $10 on its own. Buying every pack separately costs $935. The Lifetime Bundle is $149 one-time — you save $786 (84% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: Claude, ChatGPT, Claude Code, Cursor. Connected tools this pack drives: Datadog, GitHub.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Telemetry Coverage Audit
Point the agent at your repo and specify which services to audit — it reads the source, checks for trace spans, structured log calls, and metric increments, and builds a gap table.
- Step 2
Instrumentation Plan
Feed the gap inventory into this prompt — the agent generates a service-by-service plan specifying span names, log fields, metric names, and cardinality guidance.
- Step 3 · optional
Instrumentation Code Drafter
Provide the instrumentation plan and the relevant source snippets — the agent drafts the edited code blocks with spans, log statements, and metric calls inserted at the correct locations.
- Step 4 · optional
Dashboard & Alert Stub Generator
Feed the instrumentation plan into this prompt — the agent generates a Datadog dashboard JSON stub with timeseries and log widgets for every signal in scope.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.