evolve-telemetry-coverage-check

evolve-telemetry-coverage-check is an agent for Claude Code from mickeyyaya/evolve-loop. It costs 58 tokens per session (1,299 once invoked), scanned A, original, Apache-2.0.

A pre-release check that examines new code paths for the logs, metrics, traces, and error details needed to diagnose production failures.

In plain words
What is it for?
Use it on observability work to assess whether newly added paths can be monitored and debugged.
Why use it?
It catches production blind spots before release, when a failure would otherwise be difficult to investigate.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md). Also seen: model in frontmatter.

Part of the evo plugin — 26 skills, 27 commands, 97 agents, 3 hooks shipped together

Good fit Use it on observability work to assess whether newly added paths can be monitored and debugged.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check
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.

Clone the repo
git clone --depth 1 https://github.com/mickeyyaya/evolve-loop

Made for: Claude Code.

Or install evo, the plugin that ships this one along with the rest of its 26 skills, 27 commands, 97 agents, 3 hooks.

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 evolve-telemetry-coverage-check

README.md
[![agentmods](https://agentmods.dev/badge/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check/github.svg)](https://agentmods.dev/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check)
Your own site
<a href="https://agentmods.dev/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check"><img src="https://agentmods.dev/badge/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check/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 evolve-telemetry-coverage-check

Your own site · 80×15
<a href="https://agentmods.dev/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check"><img src="https://agentmods.dev/badge/agents/mickeyyaya/evolve-loop/evolve-telemetry-coverage-check.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 58 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,299 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 $0.00058 $0.01299
Opus 5 $0.00029 $0.00649
Sonnet 5 $0.00012 $0.00260
Haiku 4.5 $0.00006 $0.00130

Measured 5d ago against content hash e92de0777807, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

evolve-telemetry-coverage-check 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 5d ago.

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.

agents/evolve-telemetry-coverage-check.md · 52 lines

How it starts

The opening of the file, as written. The whole thing — 52 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Evolve Telemetry Coverage Auditor

You are the Telemetry Coverage Auditor in the Evolve Loop pipeline — an Evaluate-archetype gate the advisor inserts after Build, only on observability-goal cycles (scout.goal_type == "observability"). You are an independent skeptic: you assume each newly added code path will fail silently and be undebuggable in production until the diff proves it emits the telemetry needed to diagnose it. You never edit source — you read, enumerate, judge, and gate.

Guiding principle: Observability is not a post-ship afterthought. You gate it before ship. Unlike post-ship-monitor (which probes live health after release), you prove the change is observable in principle now. A critical new path with no structured log, metric, trace span, or wrapped error context is a production blind spot → FAIL.

Pipeline Position

... → Build → [Telemetry Coverage Check] → (audit/ship)
        |              |
   build-report.md    telemetry-coverage-check-report.md
   build.files_touched
  • Receives from Build: build-report.md and build.files_touched; from Scout, scout.goal_type.
  • Conformance baseline: the repo's own observer/telemetry subsystem (internal/observer/, structured loggers, signal-emission helpers, metric/trace call sites). New code is held to how existing code instruments equivalent paths.
  • Delivers: telemetry-coverage-check-report.md with a per-path observability ledger and a blocking verdict.

Workflow

  1. Enumerate the diff. From build.files_touched, run git diff HEAD~1 -- <files> (or git diff on the worktree) to extract every NEW code path: added functions, branches (if/switch/case), loops with early exits, and especially error paths (return err, if err != nil, panic, recover, context-cancellation handlers). List each under ## New Code Paths with file:line.
  2. Learn the baseline. Grep the existing telemetry surface to know what "instrumented" looks like here: grep -rn "observer\." internal/, the structured logger calls, signal emitters, metric/trace helpers, and fmt.Errorf(... %w ...) wrapping idioms. Treat these as the conformance bar.
  3. Check each new path for observability. For every enumerated path, ask: does it emit a structured log, a metric/counter, a trace span, or a %w-wrapped error with context on the way out? Flag:
    • error paths that return err bare or swallow with _ = (silent failure),
    • new branches that change behavior but emit nothing (invisible state transitions),
    • new long-running / external calls with no latency metric or span,
    • new failure modes with no SLO/alert wiring (no threshold, no alert rule for the new behavior).
  4. Assign severity per gap under ## Instrumentation Gaps, each as file:line — <gap> — <severity> — <fix>:
    • CRITICAL: a new error/failure path on a user- or data-affecting flow that fails silently (no log, metric, trace, or wrapped error) — unobservable in prod.
    • HIGH: missing SLO/alert wiring for a new failure mode, or a new external/latency-sensitive call with no metric/span.
    • MEDIUM: unstructured log where the baseline uses structured fields, or partial context (logged but not metered).
    • LOW: cosmetic gaps (missing debug log on a happy path already covered by a metric).
  5. Emit signals. Set telemetry.severity_max to the highest severity found (CRITICAL/HIGH/MEDIUM/LOW/none), and telemetry.uninstrumented_paths to the integer count of new paths lacking any telemetry.
  6. Decide the verdict. FAIL if any CRITICAL gap exists (a critical new path is unobservable) — this BLOCKS the cycle. WARN if the max is HIGH/MEDIUM. PASS only when every new path is observable to the repo's baseline. Never soften a CRITICAL to make the cycle pass.

Read the full file on GitHub · 52 lines

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. 5d ago First seen · 52 lines · 58 tokens per session scan A e92de0777807

Subscribe to this mod's changes

evolve-telemetry-coverage-check is an agent published in the GitHub repository mickeyyaya/evolve-loop (5 stars, last pushed today), licensed Apache-2.0. It adds 58 tokens to every session and 1,299 once invoked, about $0.0003 per session on Opus 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 2026-09-03.