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 german-borisevich/apache-zeppelin-mcp --skill notebookgit clone --depth 1 https://github.com/german-borisevich/apache-zeppelin-mcpWrote 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/german-borisevich/apache-zeppelin-mcp/notebook)<a href="https://agentmods.dev/skills/german-borisevich/apache-zeppelin-mcp/notebook"><img src="https://agentmods.dev/badge/skills/german-borisevich/apache-zeppelin-mcp/notebook.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00094 | $0.02958 |
| Opus 5 | $0.00047 | $0.01479 |
| Sonnet 5 | $0.00019 | $0.00592 |
| Haiku 4.5 | $0.00009 | $0.00296 |
Grade A, and why
notebook scanned grade A with 1 finding 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 8d 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
- Never make direct HTTP/curl requests to Zeppelin — all interaction goes through MCP tools only 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.
You are working with Zeppelin notebooks via MCP tools. The user's request is:
$ARGUMENTS
Follow the steps below in order.
Step 0: Check the artifact doc cache
Before discovering anything, check whether this artifact is already documented.
Full protocol: $WIKI_DOCS_PATH/docs/artifact_cache_protocol.md.
Cache state (resolved at invocation)
- Docs root: !
echo "${WIKI_DOCS_PATH:-unset}" - Sync: !
[ -d "$WIKI_DOCS_PATH/.git" ] && { git -C "$WIKI_DOCS_PATH" pull --ff-only --quiet 2>/dev/null && echo synced || echo "pull failed - using local copy"; } || echo "no clone - cache off, use normal discovery" - Project slug (derived from cwd): !
head -1 knowledge/project/data_model.md 2>/dev/null | sed 's/^# //; s/ Data Model$//' - Project
_index.md:
!`s=$(head -1 knowledge/project/data_model.md 2>/dev/null | sed 's/^# //; s/ Data Model$//'); [ -n "$s" ] && cat "$WIKI_DOCS_PATH/$s/_index.md" 2>/dev/null || echo "(no index for slug '$s' - cold cache, or slug underivable from this cwd; resolve per protocol 1)"`
- Interpret the pre-resolved cache state above — it already performed the env
resolution, the
git pull --ff-onlysync, the<project_slug>derivation, and the_index.mdread; do NOT redo them. Docs rootunsetor "no clone" → log one warning and proceed with normal discovery (the cache is optional; never create the root directory yourself — only the SessionStart hook's clone does). Slug empty or index unreadable → resolve them manually per protocol §1 (the cwd may not be the analyst repo). - Not listed (cold miss) → proceed to normal discovery; write the spec in the final step.
- Listed → call
get_notebook_fingerprint(notebook_id, spec_path="$WIKI_DOCS_PATH/<project_slug>/notebooks/<id>.md")— the server reads the stored hashes from the spec frontmatter itself and returnsmatchplus an exactdiff; never hand-compare hash maps or re-type them into tool arguments. Then read the spec body (it is the payload, not part of the check):match: true(hit) → trust the spec, skip Step 2 discovery, go to the task.match: false(stale) →diffnames the changed/added/removed paragraph ids; re-learn those and their dependents (cross-unit rule, protocol §5); update the spec in the final step.spec_notein the response → stored hashes unreadable; treat the spec as unverified background and run normal discovery.
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.
- 8d ago First seen · 207 lines · 94 tokens per session scan A 04ccf6078ac8
notebook is a skill published in the GitHub repository german-borisevich/apache-zeppelin-mcp (9 stars, last pushed 1mo ago), licensed MIT. It adds 94 tokens to every session and 2,958 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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