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 commands/metabase/repro-bot/reprogit clone --depth 1 https://github.com/metabase/repro-botWrote 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/commands/metabase/repro-bot/repro)<a href="https://agentmods.dev/commands/metabase/repro-bot/repro"><img src="https://agentmods.dev/badge/commands/metabase/repro-bot/repro.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 | $0.00000 | $0.05753 |
| Opus 5 | $0.00000 | $0.02877 |
| Sonnet 5 | $0.00000 | $0.01151 |
| Haiku 4.5 | $0.00000 | $0.00575 |
Grade A, and why
repro 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 4d 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.
- **MCP tools only**: Use `mcp__metabase-repro__*` for ALL Metabase ops. Never raw Bash (curl, java, docker). `curl` is not available — use `api_call`. If any MCP tool fails (connection error OR output error like "auto-s How it starts
The opening of the file, as written. The whole thing — 443 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/repro — Metabase Issue Auto-Reproduction
Investigate and reproduce a Metabase bug report against a fresh, isolated Metabase instance. Post findings as a structured Linear comment.
Input: $ARGUMENTS — a GitHub issue URL or Linear ID.
Usage: /repro <github-issue-url-or-linear-id>
Examples:
/repro https://github.com/metabase/metabase/issues/12345/repro MB-12345
Rules
- No commits: The worktree is ephemeral — discard any source edits when the worktree is removed in Phase 7.
- MCP tools only: Use
mcp__metabase-repro__*for ALL Metabase ops. Never raw Bash (curl, java, docker).curlis not available — useapi_call. If any MCP tool fails (connection error OR output error like "auto-setup failed"), STOP immediately and report the exact error. - No clojure CLI: Use
repl_evalorrun_test. Neverclojure -M/-X(wastes 30-60s per invocation). - Local code search only: Grep/Glob against
./repro/worktrees. Nevergh search code. - No subagents for code search: Direct Grep (~100 tokens) vs subagent (50K-100K tokens).
- Grep/Glob tools for ALL code searches: Use the Grep and Glob tools for ALL code searches. Never use
grep,find, orrgvia Bash. The dedicated tools are faster, cheaper, and easier to review. - Browser:
playwright-clivia Bash. Nevermcp__playwright__*. See.claude/skills/playwright-cli/SKILL.md. - Linear: Call
mcp__linear-server__*tools directly, not via subagents (subagents can't access MCP tools). - No web search: Never use WebSearch/WebFetch for issue details. All data from
ghCLI or Linear MCP. - File reads: Read whole files or large 500+ line chunks — never scan in 60-line windows. Anti-pattern: reading the same file 5+ times with small offsets. Read the whole file once.
- File searches: Never search outside
./repro/. Neverfind /or search the home directory. - Git commands: Use
git -C <path>instead ofcd <path> && git .... - CI environment failures are fatal: If a CI infrastructure issue blocks progress (git repo missing branches/tags, Docker unavailable, missing tools, filesystem permission errors), do NOT attempt to diagnose or work around it. Post a CI failure to Linear with the exact error and STOP immediately. These are workflow configuration bugs that must be fixed in
repro-bot.yml, not worked around at runtime. - Parallelism: ALWAYS batch independent tool calls in the same turn. Saves 30%+ on turns. Enforced parallel checkpoints:
- Phase 0: Both ToolSearch calls (metabase-repro + linear-server)
- Phase 1:
gh issue view∥list_issues(GitHub + Linear fetch) - Phase 3:
setup_worktree∥start_appdb(worktree + Docker) - Phase 4: Multiple independent
repl_evalcalls, multiple Grep calls,git log+git show
- No
wait-for-selector:playwright-clidoes NOT have await-for-selectorcommand. Usesnapshot+clickinstead. - Time budget: ~25 min total. Prioritize reproduction over exploration.
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.
- 4d ago First seen · 443 lines · 0 tokens per session scan A 8247adbb860b
repro is a command published in the GitHub repository metabase/repro-bot (10 stars, last pushed 5mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 5,753 tokens. 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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