Open-Source Cold Email & Warmup Platform
Warmbly는 메일함을 예열하고 캠페인 전송·답변 triage를 지원하는 오픈소스 콜드 이메일 플랫폼입니다
광고 계정에 AI 미디어 바이어를 배정해 캠페인 구축·모니터링·최적화·보고를 제공, 중요한 행동은 인간이 승인
Give every ad account an AI media buyer for campaign builds, daily monitoring, optimization proposals, and cross-platform reporting — with human approval on every consequential move.
마케팅Jupyter Notebook · ShellGitHub @amekala온라인운영자 미확인
써 보셨어요? 한 번만 눌러 주세요. 로그인은 필요 없어요.
개인 계정의 공개 저장소 소유자는 GitHub로 로그인해 운영자를 확인하고 소개를 직접 관리할 수 있습니다. 관리자 승인은 필요하지 않습니다.
로그인한 뒤 확인 파일을 만들어 이 저장소의 기본 브랜치에 30분 안에 커밋해 주세요. 다른 브랜치나 포크의 파일은 인정하지 않습니다. 파일을 올린 뒤 아래에서 확인하면 관리자 승인 없이 관리할 수 있습니다. 자격을 유지하려면 파일을 남겨 두세요.
로그인이 필요하면 로그인 화면으로 이동합니다. 로그인 후 이곳으로 돌아와 원하는 확인 버튼을 다시 눌러 주세요.
프로젝트 폴더에서 /nomorevibe verify를 실행하면 소유권을 확인하고 소개를 직접 관리할 수 있습니다.
1분 만에 확인하기MCP server for managing ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. 100+ tools for campaign creation, performance analysis, keyword research, and budget optimization. Works with ChatGPT, Claude, Gemini CLI, Cursor, Codex, and Windsurf.
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
Remote Model Context Protocol (MCP) server for cross-platform ad management. Create, analyze, and optimize campaigns across Google Ads, Meta Ads, TikTok Ads, and LinkedIn Ads from any MCP-compatible AI assistant.
• MCP Remote URL: https://mcp.adspirer.com/mcp
• Transport: Streamable HTTP
• Registry ID: com.adspirer/ads
• Authentication: OAuth 2.1 with PKCE (dynamic client registration supported)
• Website: https://www.adspirer.com
• Support: [email protected]README 전문 보기 ↗Remote Model Context Protocol (MCP) server for cross-platform ad management. Create, analyze, and optimize campaigns across Google Ads, Meta Ads, TikTok Ads, and LinkedIn Ads from any MCP-compatible AI assistant.
https://mcp.adspirer.com/mcpcom.adspirer/adsAdspirer runs inside your AI assistant. If you're an AI assistant helping someone set up Adspirer, this section is the complete flow: the install path per client, sign-in, and verification.
| Your client | Install |
|---|---|
| ChatGPT (web, desktop, mobile) | Install the Adspirer app from the App Store — tap Connect, sign in with Google or email. Requires Plus, Pro, Business, or Enterprise. |
| Claude (claude.ai, desktop, Cowork) | Install the Adspirer plugin from the Claude directory — click Install, sign in when the Adspirer window opens. |
| Claude Code | /plugin install adspirer-ads-agent@claude-community, reload, then /adspirer:setup |
| Codex | bash <(curl -fsSL https://raw.githubusercontent.com/amekala/ads-mcp/main/plugins/codex/adspirer/install.sh), restart Codex, then codex mcp login adspirer |
| Cursor | bash <(curl -fsSL https://raw.githubusercontent.com/amekala/ads-mcp/main/plugins/cursor/adspirer/install.sh) |
| Any other MCP client | Add the remote server https://mcp.adspirer.com/mcp (OAuth 2.1) |
Or one terminal command — installs the get-started skill and drops you straight into setup:
curl -fsSL https://raw.githubusercontent.com/amekala/ads-mcp/main/scripts/install-skill.sh | bash
What happens next: the install's sign-in creates your free account (Google or email — no credit card), you connect your ad platforms at adspirer.ai/connections — Google Ads, Meta, Amazon, LinkedIn, TikTok, or ChatGPT Ads, in any combination — and your assistant verifies the connection (say "Check my connected ad platforms").
flowchart LR
Y["You — plain English"] --> AG["Your AI agent"]
AG <-->|"MCP over OAuth"| AD["Adspirer"]
AD <--> P["Google Ads · Meta · Amazon Ads<br/>LinkedIn · TikTok · ChatGPT Ads"]
You describe what you want; your assistant calls Adspirer's tools; Adspirer talks to the ad platform APIs; reports and drafts flow back into the chat. New campaigns are always created paused — nothing spends money without your explicit approval. Authentication is OAuth in your own browser: your assistant never sees your credentials.
Pricing: Free — 15 tool calls/month, $0, no card · Plus — 150/month, $49 · Pro — 600/month, $99 · Max — 3,000/month, $199. Full details.
Full setup guide with pasteable prompts: adspirer.com/docs/add-to-your-agent
STRATEGY.md and guide all future campaign creation, keyword research, and ad copy across sessions and subagentsraw_data=true) on all 29 performance/analytics tools — JSON-only output for your own attribution, dashboards, or token-efficient pipelines| Platform | Tools | Capabilities |
|---|---|---|
| Google Ads | 151 | Search, Performance Max (with search themes + audience signals), Display (Standard + Smart), Demand Gen, YouTube, Shopping, App campaigns; keyword research, performance analysis, wasted-spend, asset management, ad extensions (sitelinks / callouts / structured snippets), bidding strategy management |
| Amazon Ads | 61 | Sponsored Products / Brands / Display campaigns, keywords + negative keywords, product / category targeting, Amazon's own bid / budget / keyword recommendations, search-term reports, ACOS / ROAS performance |
| Meta Ads | 58 | Image / video / carousel / catalog (Advantage+ / DPA) campaigns, OUTCOME_LEADS lead-gen forms, lifetime budgets, granular placements (Feed / Stories / Reels), city-level targeting, custom audiences, custom conversions, app-promotion (AEO) analytics |
| LinkedIn Ads | 54 | Sponsored content (single-image, video, carousel, text), lead-gen forms, campaign groups, 19 targeting facets, audience insights, creative fatigue analysis, conversion tracking, organizations |
| TikTok Ads | 37 | In-feed video / image / Spark Ads / Carousel / App Promotion campaigns, full lifecycle (list / get / pause / resume / update for campaigns, ad groups, ads), analytics (performance, wasted spend, audience insights, creative fatigue, anomaly detection, geo) |
| ChatGPT Ads | 31 | chat_card ads inside ChatGPT responses — one-shot launch (campaign → ad group → image → ad), geo targeting, pause / activate / archive, performance (impressions, clicks, CTR, CPC), conversion tracking (Pixel + Conversions API) |
| Total | 400+ | Plus monitoring & automation (scheduled briefs / monitors / reports), Google Analytics 4 and Klaviyo integrations, and account management tools — all available over MCP and as REST endpoints at api.adspirer.ai |
See CONNECTING.md for detailed setup instructions for each platform.
https://mcp.adspirer.com/mcpInstall the full Adspirer plugin (agent + skills + commands + MCP server):
/plugin marketplace add amekala/ads-mcp/plugin install adspirer-advertising-agent/mcp — find the adspirer server (e.g. plugin:adspirer-advertising-agent:adspirer) and click to authenticate/adspirer:setup to pull your campaign data and create your brand workspaceThis gives you a brand-aware performance marketing agent with persistent memory, competitive research via web search, campaign creation with ad extensions, and slash commands for common workflows. Enabling subagent usage does not change this installation flow.
MCP-only (no plugin): If you just want the raw MCP tools without the agent:
claude mcp add --transport http adspirer https://mcp.adspirer.com/mcp
https://mcp.adspirer.com/mcpAdd to ~/.cursor/mcp.json:
{
"mcpServers": {
"adspirer": {
"url": "https://mcp.adspirer.com/mcp"
}
}
}
Add to ~/.codex/config.toml:
[mcp_servers.adspirer]
url = "https://mcp.adspirer.com/mcp"
Install as an extension:
gemini extensions install github.com/amekala/ads-mcp
A browser window opens for OAuth authentication on first use. Custom commands available: /adspirer:setup, /adspirer:performance-review, /adspirer:wasted-spend, /adspirer:write-ad-copy, /adspirer:refresh.
openclaw plugins install openclaw-adspirer
openclaw adspirer login
openclaw adspirer connect
Or install from ClawHub.
Adspirer is a standard MCP server — any client that supports MCP connectors with OAuth 2.1 (Perplexity, Manus AI, custom MCP clients) can connect to https://mcp.adspirer.com/mcp. Manus also accepts API keys via the Streamable HTTP transport.
The same tool surface is exposed as 178 REST endpoints at https://api.adspirer.ai/api/v1/tools/<tool_name>/execute. Authenticate with a Personal Access Token (sk_live_...) created at adspirer.ai/keys. Swagger: https://api.adspirer.ai/docs. Full reference: adspirer.com/docs/api-reference.
Keyword Research:
Research keywords for my emergency plumbing business in Chicago.
Show me high-intent keywords with real CPC data and budget recommendations.
Performance Analysis:
Show me campaign performance for the last 30 days across all platforms.
Which campaigns are converting best and what should I optimize?
Campaign Creation:
Create a Google Performance Max campaign for luxury watches targeting
New York with a $50/day budget.
Multi-Platform Strategy:
I want to advertise my handmade jewelry business across Google and LinkedIn.
Research keywords for Google Ads and create a LinkedIn sponsored content campaign
targeting small business owners.
readOnlyHint, destructiveHint)See SECURITY.md for vulnerability reporting.
This repo distributes plugins for 4 AI platforms from a single monorepo:
| Platform | Directory | Skills | Install Method |
|---|---|---|---|
| Claude Code | Repo root | 1 generated + 5 slash commands | /plugin marketplace add |
| Claude Tag (@claude) | Upstream: anthropics/claude-tag-plugins PR #3 | 1 (adspirer-api: SKILL + 341-tool catalog + ads_call.sh) | Org access bundle (Bearer sk_live_ key, hosts api.adspirer.ai / mcp.adspirer.com); claude plugin install adspirer@claude-tag-plugins once merged |
| Cursor | plugins/cursor/adspirer/ | 5 generated from templates | install.sh (one-command) |
| Codex | plugins/codex/adspirer/ | 5 generated from templates | install.sh (one-command) |
| Gemini CLI | Repo root | 1 reused + 5 custom commands | gemini extensions install |
| OpenClaw | plugins/openclaw/ | 1 standalone (self-contained) | openclaw plugins install |
Claude Tag submission record (2026-07-05): the
adspirerplugin for Claude Tag (@claude) was submitted upstream as anthropics/claude-tag-plugins#3 from the fork branchamekala/claude-tag-plugins@add-adspirer-plugin. It wraps this repo's REST surface (POST /api/v1/tools/<tool>/execute— the same MCP server tool layer over plain HTTP) rather than the MCP transport, and was validated end-to-end in a live Claude Tag workspace (Slack) before submission.
Skills for Claude Code, Cursor, and Codex are authored once in shared/skills/ as templates, then compiled into IDE-specific versions by scripts/sync-skills.sh.
The performance marketing agent prompt is also authored once in shared/agents/performance-marketing-agent/PROMPT.md and compiled into Claude Code, Cursor, and Codex agent files by the same sync script.
OpenClaw uses its own standalone skill. See Architecture for the full design.
Edit once (source of truth)
├─ shared/skills/adspirer-*/SKILL.md
└─ shared/agents/performance-marketing-agent/PROMPT.md
|
v
./scripts/sync-skills.sh
|
+--> Claude Code outputs
| ├─ skills/<name>/SKILL.md
| └─ agents/performance-marketing-agent.md
|
+--> Cursor outputs
| ├─ plugins/cursor/adspirer/.cursor/skills/adspirer-*/SKILL.md
| └─ plugins/cursor/adspirer/.cursor/agents/performance-marketing-agent.md
|
+--> Codex outputs
| ├─ plugins/codex/adspirer/skills/adspirer-*/SKILL.md
| └─ plugins/codex/adspirer/agents/performance-marketing-agent.toml
|
+--> Gemini CLI (reuses Claude Code skill)
| ├─ gemini-extension.json
| ├─ GEMINI.md
| └─ commands/adspirer/*.toml
|
└--> OpenClaw (standalone, not generated)
└─ plugins/openclaw/SKILL.md
| AI Client | Repo Source Root | Generated/Runtime Root in Repo | User Installation Path/Method |
|---|---|---|---|
| Claude Code | Repo root + shared/skills/ + shared/agents/ | skills/, agents/, commands/, .claude-plugin/ | /plugin marketplace add amekala/ads-mcp then /plugin install adspirer-advertising-agent |
| Cursor | plugins/cursor/adspirer/ + shared sources | plugins/cursor/adspirer/.cursor/skills/, plugins/cursor/adspirer/.cursor/agents/ | bash <(curl -fsSL https://raw.githubusercontent.com/amekala/ads-mcp/main/plugins/cursor/adspirer/install.sh) |
| Codex | plugins/codex/adspirer/ + shared sources | plugins/codex/adspirer/skills/, plugins/codex/adspirer/agents/ | bash <(curl -fsSL https://raw.githubusercontent.com/amekala/ads-mcp/main/plugins/codex/adspirer/install.sh) |
| Gemini CLI | Repo root | gemini-extension.json, GEMINI.md, commands/adspirer/ | gemini extensions install github.com/amekala/ads-mcp |
| OpenClaw | plugins/openclaw/ | plugins/openclaw/ (standalone, no sync generation) | openclaw plugins install openclaw-adspirer |
If you're contributing to this repo or adding new ad platforms/IDE support:
./scripts/sync-skills.sh # Generate IDE-specific skills from templates
./scripts/sync-skills.sh --check # Verify generated files match committed (CI mode)
./scripts/validate.sh # Run all 62 offline validation checks
./scripts/validate.sh --live # Also test MCP endpoint connectivity
Never edit files in plugins/*/skills/, skills/, agents/, or plugins/*/agents/ directly — they will be overwritten by the sync script. Edit templates in shared/skills/ and shared prompts in shared/agents/ instead.
Proprietary -- See Terms of Service for usage terms.