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 akougkas/zulipchat-mcp --skill zulipchat-loopgit clone --depth 1 https://github.com/akougkas/zulipchat-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/akougkas/zulipchat-mcp/zulipchat-loop)<a href="https://agentmods.dev/skills/akougkas/zulipchat-mcp/zulipchat-loop"><img src="https://agentmods.dev/badge/skills/akougkas/zulipchat-mcp/zulipchat-loop/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/akougkas/zulipchat-mcp/zulipchat-loop"><img src="https://agentmods.dev/badge/skills/akougkas/zulipchat-mcp/zulipchat-loop.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 | $0.00020 | $0.00306 |
| Opus 5 | $0.00010 | $0.00153 |
| Sonnet 5 | $0.00004 | $0.00061 |
| Haiku 4.5 | $0.00002 | $0.00031 |
Grade A, and why
zulipchat-loop 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 10d 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.
What it actually says
Zulip loop
Use this skill when you want the session to behave like a continuous autonomous worker that still remains steerable from Zulip.
Treat $ARGUMENTS as the current mission or loop objective.
Required setup
- Read
ZULIPCHAT_SESSION_ID,ZULIPCHAT_SESSION_STREAM, andZULIPCHAT_SESSION_TOPICfrom the shell. - If the session is not bound yet, stop and explain the missing hook setup.
Loop contract
Each cycle should do exactly this:
- Poll
poll_agent_events(session_id=..., limit=20). - Incorporate any owner steering or commands before doing more work.
- Decide whether the lifecycle state changed. If it did, emit one lifecycle message.
- Do one concrete unit of work toward the mission.
- If blocked on owner input, call
request_user_input(...)and wait. - Exit the loop when the mission is complete, the owner pauses or cancels the session, or the session binding is closed.
/loop integration
If the current Claude Code build exposes the native /loop command, this skill's
instructions are the policy for each loop turn. If /loop is not available, follow
the same cycle in the current conversation instead of failing.
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.
- 10d ago First seen · 37 lines · 20 tokens per session scan A 656a74c32b66
zulipchat-loop is a skill published in the GitHub repository akougkas/zulipchat-mcp (27 stars, last pushed 1mo ago), licensed MIT. It adds 20 tokens to every session and 306 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 2026-08-30.
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