Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add eunji-jessi-jung/reef/plugin install reefWrote 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/eunji-jessi-jung/reef/snorkel)<a href="https://agentmods.dev/skills/eunji-jessi-jung/reef/snorkel"><img src="https://agentmods.dev/badge/skills/eunji-jessi-jung/reef/snorkel/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/eunji-jessi-jung/reef/snorkel"><img src="https://agentmods.dev/badge/skills/eunji-jessi-jung/reef/snorkel.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00013 | $0.05732 |
| Opus 5 | $0.00006 | $0.02866 |
| Sonnet 5 | $0.00003 | $0.01146 |
| Haiku 4.5 | $0.00001 | $0.00573 |
Grade A, and why
snorkel 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 11d 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 — 466 lines — stays where its author put it; the contents beside it link to each section on GitHub.
reef:snorkel
Question-guided auto-discovery. Reads source code, uses the discovery question bank for direction, and produces 5-10 draft artifacts per source. No user input needed.
The key difference from a blind scan: snorkel reads the question bank and uses it to decide what to look at, what to document, and what to flag as unknown. Questions are the steering mechanism.
Context Loading
- Find the reef root. Look for
.reef/in cwd or parent directories. If not found: "No reef found. Run/reef:initfirst." - Read
.reef/project.jsonfor project name, source paths, and service groupings. If no sources: "No sources configured. Run/reef:initto add source paths." - Read
${CLAUDE_PLUGIN_ROOT}/references/methodology.md— voice and personality. - Read
.reef/questions.json— the discovery questions. These steer what you investigate and document. - Read existing artifacts in
artifacts/to avoid duplicates.
Resume detection
After loading context, check if snorkel has already partially run by comparing existing artifacts against what project.json services would produce:
- Count existing SYS-, SCH-, API-, CON-, GLOSSARY-, PROC-, RISK-, DEC-, PAT- artifacts
- Compare against the number of services and source repos configured
If artifacts already exist:
Found existing snorkel artifacts:
SYS-: N (expected: M based on services)
SCH-: N (expected: M based on schemas)
CON-: N (expected: M based on service pairs)
PROC-: N (auth + runtime)
RISK-: N
DEC-: N
GLOSSARY-: N
Options:
1. Continue — skip services that already have artifacts, generate the rest
2. Start fresh — regenerate all artifacts from scratch
3. Exit — reef looks complete, suggest /reef:scuba instead
If all expected artifacts exist, suggest /reef:scuba and exit unless the user insists.
Note: The artifact contract and templates are embedded inline in Step 5 below. You do not need to read them separately.
Step 1 — Refresh the source index
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.
- 11d ago First seen · 466 lines · 13 tokens per session scan A 2a22616bb80e
snorkel is a skill published in the GitHub repository eunji-jessi-jung/reef (5 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 13 tokens to every session and 5,732 once invoked, about $0.0001 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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