Systems Lab

Agent skill

campaign-management

Monitor active multi-channel cadences in real-time — pull reply rate, bounce rate, complaint rate, sender reputation — and make pause/slow-down/swap-copy decisions against pre-defined thresholds.

slowingNeeds a keyInstructions only563 words

Filed under Outbound email.

From devangk003/gtm-agent-skills · 32 skills · 0 · pushed 2026-06-18

What it does when it runs

Monitor active multi-channel cadences in real-time — pull reply rate, bounce rate, complaint rate, sender reputation — and make pause/slow-down/swap-copy decisions against pre-defined thresholds. Surfaces A/B test results when statistically meaningful and auto-pauses on hard-threshold breach. Use when campaigns need ongoing oversight, metrics need daily/weekly review, A/B tests need decision-making, or reputation drift requires a pause.

Read from the skill and the 3 files bundled beside it. A skill’s own description is written to be selected by an agent, so it describes the job and not the dependencies.

Keys and connectors you must supply
  • AGENTIC_APP_TOKEN
Hosts it reaches
No third-party host appears in the skill or its bundled files.
Tool permissions it declares
No allowed-tools in the frontmatter. It only issues instructions, so there is nothing to bound.
Actions present in the files
None. Instructions only.

Ask about campaign-management

Opens your assistant with this page's verified links already in the prompt.

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Rather ask a human? Talk to Cheetah
git clone --depth 1 --filter=blob:none --sparse https://github.com/devangk003/gtm-agent-skills.git /tmp/gtm-agent-skills
git -C /tmp/gtm-agent-skills sparse-checkout set "campaign-management"
mkdir -p ~/.claude/skills/campaign-management
cp -R "/tmp/gtm-agent-skills/campaign-management/." ~/.claude/skills/campaign-management/

Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗

The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.

Before you install: this skill will not complete its job on a bare agent. It needs AGENTIC_APP_TOKEN, which you have to obtain separately.

Reproduced in full from devangk003/gtm-agent-skills/blob/6b9a1b0094ffd83d6c02bc03b7ce1610661a1644/campaign-management/SKILL.md, which is licensed MIT (skill frontmatter). 563 words, 6 headings.

Campaign Management

Watch active outreach campaigns and make real-time adjustment decisions against pre-defined thresholds. Auto-pauses on hard-threshold breach (Google/MS complaint rate, Postmaster "Bad" reputation). Reply rate is the primary metric (Apple MPP made opens noise).

When to Use

  • Active campaign(s) need ongoing human-in-loop oversight
  • A/B test running — when's it ready to call?
  • Complaint rate looks high — should I pause?
  • Daily/weekly review of all active campaigns
  • Reply rate plateaued at 2.5% on day 8 — diagnose
  • Reputation drift detection and pause decisions

Quick Reference

ConceptValue
Primary metricReply rate (cumulative + per-channel). Open rate = noise
Reply-rate floor (cold email)3% by D+10
Reply-rate floor (multi-channel)6% by D+10
LI acceptance floor12% by D+7
Call connect floor6% cumulative
Bounce thresholdsPause 5%; warn 2%
Complaint thresholdsPause 0.3%; warn 0.1% (Google/MS Feb 2024)
Postmaster ToolsPause if "Bad"; warn on Medium-trending-down
SNDSPause on red; warn on yellow
State machinedraft → active → paused → completed / aborted
Decisionscontinue / slow-down / swap-copy / pause / resume / abort
A/B methodBayesian (n<200/arm); frequentist z-test (n≥200/arm)
Polling defaultDaily cumulative + 4h sender-reputation-only for active
Reputation cross-checkMulti-source convergent signal triggers pause; single-source = warn

Procedure

  1. Pull current metrics per campaign — 24h + cumulative from sending platforms; per-channel disaggregation; sender reputation (Postmaster + SNDS + Talos) + 7d trend. Reference ${HERMES_SKILL_DIR}/references/thresholds-and-decisions.md.
  2. Compare against thresholds + make decision — Per conventions §8.4 + .env defaults. Pause if any pause threshold hit; slow-down if warn only; swap-copy if reply rate below floor AND deliverability healthy; continue if all nominal.
  3. A/B test significance check — n<200/arm: Bayesian, recommend winner if P(b>a) > 0.85 AND effect ≥1pp. n≥200/arm: z-test at p<0.05 + effect ≥1pp. D+14 inconclusive: stop, ship higher-volume variant. See ${HERMES_SKILL_DIR}/references/ab-testing-methods.md.
  4. Diagnose plateau (when swap-copy triggered) — Audit recent copy against cliché + buzzword blocklists; audit hook quality; audit recipient quality. Recommend: copy rewrite / re-enrichment / re-tier.
  5. Write adjustments_log + notify user — Every decision (incl. "continue") logged with timestamp, triggers, metrics_snapshot, action_taken, reason. Pause = immediate high-priority; slow-down = next cycle; swap-copy = with diagnosis.
  6. Push to CRM + schedule next cycle — Run ${HERMES_SKILL_DIR}/scripts/push_to_crm.py per decision. PATCH Campaign state + metrics_summary if changed. Default: daily cumulative + 4h reputation for active; daily for paused.

Pitfalls

  • Optimizing on open rate — Apple MPP made it noise
  • Ignoring complaint-rate spikes — Google/MS Feb 2024 hard rule; pause at 0.3%
  • Slow-down without re-eval — becomes silent under-performance
  • Calling A/B winners early — n<50 = noise
  • Treating reputation feeds as gospel — cross-check; pause on convergent signal
  • Not logging "continue" decisions — audit trail incomplete

Verification

  1. Every active campaign has a decision logged with metrics_snapshot at the timestamp; all pause-threshold breaches resulted in actual state transitions
  2. Sender reputation feeds were pulled from named tools (or [unverified] flagged); A/B test winners have explicit posterior/p-value AND effect size
  3. Re-running same monitoring cycle on same metrics produces same decision (deterministic)

Files bundled with it

These load only when the skill asks for them, so they cost nothing until it runs.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

Need help setting it up?

This page tells you what campaign-management does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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