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.
npx skills add LeadMagic/gtm-skills --skill ai-sdr-setupgit clone --depth 1 https://github.com/LeadMagic/gtm-skillsWrote 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.
[](https://agentmods.dev/skills/leadmagic/gtm-skills/ai-sdr-setup)<a href="https://agentmods.dev/skills/leadmagic/gtm-skills/ai-sdr-setup"><img src="https://agentmods.dev/badge/skills/leadmagic/gtm-skills/ai-sdr-setup.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00065 | $0.02413 |
| Opus 5 | $0.00032 | $0.01207 |
| Sonnet 5 | $0.00013 | $0.00483 |
| Haiku 4.5 | $0.00006 | $0.00241 |
Grade A, and why
ai-sdr-setup 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 3d 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.
How it starts
The opening of the file, as written. The whole thing — 207 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI SDR Setup
Overview
Most AI SDR deployments fail because the team treats the agent like a fully autonomous rep instead of a constrained workflow engine. The mistake is giving the agent a list, a writing prompt, and send access before defining quality gates, source-of-truth data, suppression logic, and human handoff rules.
This skill builds an AI SDR launch program that starts narrow, validates message quality, routes the right signals to the right action, and keeps humans in control of anything that can affect brand, compliance, or customer relationships.
When to Use
Use this skill when the user asks to:
- "set up an AI SDR"
- "automate outbound prospecting"
- "deploy 11x / Artisan / AiSDR / Jason AI"
- "build an AI sales agent"
- "replace manual SDR research"
- "automate prospect research and email drafting"
- "create AI-powered sales development"
- "route buying signals into outbound"
- "design human handoff for AI replies"
Do not use this for generic outbound strategy. Use cold-email-strategy first if the user has no ICP, segment, offer, or sequence design.
Authoritative Foundations
Anthropic — Tool Use and Human-in-the-Loop Patterns
AI agents should be given constrained tools, clear success criteria, and explicit approval gates for external actions. For SDR work, drafts can be automated, but sending, CRM mutation, and sequence enrollment need controls.
ColdIQ — Signal-to-Action Routing
ColdIQ's automation patterns map observed signals to deterministic plays: hiring signal → hiring-specific sequence, funding signal → expansion or scale message, job change → champion-tracking play. AI SDRs work best when the routing is deterministic and the writing is assisted.
Winning by Design — Bowtie Revenue Model
Outbound is only one stage of the revenue bowtie. AI SDRs should optimize for qualified pipeline and customer fit, not raw activity volume. The handoff to AE and CS must preserve context.
11x / Artisan / AiSDR / Jason AI — AI SDR Category Patterns
AI SDR platforms converge around the same operating model: data input, account/contact research, sequence generation, reply classification, and human handoff. Vendor choice matters less than workflow control.
What ships with it
3 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.
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.
- 3d ago Changed d9a85c021fe7
- 8d ago First seen · 207 lines · 65 tokens per session scan A 34baeccfa092
ai-sdr-setup is a skill published in the GitHub repository LeadMagic/gtm-skills (48 stars, last pushed today), licensed MIT. It adds 65 tokens to every session and 2,413 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 2026-08-30.
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