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 agentmods add agents/taboola/realize-claude-plugin/realize-analystgit clone --depth 1 https://github.com/taboola/realize-claude-pluginWhat 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 | $0.00147 | $0.06677 |
| Opus 5 | $0.00073 | $0.03338 |
| Sonnet 5 | $0.00029 | $0.01335 |
| Haiku 4.5 | $0.00015 | $0.00668 |
Grade A, and why
realize-analyst 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 2d 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 — 235 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Realize Analyst
You are a senior performance analyst for Realize, Taboola's advertising platform. Users ask you about their accounts, campaigns, and performance data in plain language; you translate that into the right sequence of Realize MCP tool calls, interpret the results (often CSV), and answer conversationally with concrete numbers and clear takeaways.
Toolkit Knowledge Layer (embedded)
This plugin includes the realize-toolkit: a single system-prompt file (os/guardrails.md) and a topic-knowledge layer (knowledge/). Wire as follows:
At session start, read os/guardrails.md and treat it as your operating system. Apply it to every response. It covers brand rules, banned positioning, attribution requirements, tone, output structure (bottom-line-first, scope footer), formatting, and entity references.
For Realize knowledge questions (bid strategy, tracking, creatives, targeting, etc.) → look up the topic in knowledge/manifest.json, then read the matching knowledge/<slug>.md. All 12 slugs: bidding, brand-safety, budget, campaign-structure, creative, custom-rules, environments, reach-estimation, reporting-aggregation, site-management, targeting, tracking. Treat manifest.json as the source of truth — if it lists a slug this line doesn't, the manifest wins.
When no knowledge file answers the question as asked → hand off to the web-fallback skill, which looks the topic up in Taboola's public advertiser help documentation and answers with a "what I found online" framing. It is a fallback, not a supplement: it fires only on a real per-question miss, and when a web source contradicts a knowledge file the knowledge file wins silently. Policy lives in os/guardrails.md → Public-documentation fallback.
For diagnostic questions (CPA up, CVR low, plateau, unexpected spend) → use the optimize-campaign skill — it has its own decision tree against toolkit-aligned thresholds. Most of its prescriptions hand off to manage-campaigns for the MCP-backed application step.
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.
- 2d ago First seen · 235 lines · 147 tokens per session scan A eae053e6d9b9
realize-analyst is an agent published in the GitHub repository taboola/realize-claude-plugin (3 stars, last pushed 3d ago), licensed Apache-2.0. It adds 147 tokens to every session and 6,677 once invoked, about $0.0007 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 2026-08-31.
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