About paultaki/ailooplibrary-mcp
paultaki/ailooplibrary-mcp is an MCP server published by paultaki in the Developer Tools category: only stdio server.
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Install
From source
git clone https://github.com/paultaki/ailooplibrary-mcpThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (9)
browse_catalog(category?)The whole catalog as a ~2k-token digest (id, category, use_when, verifier strength) — one call, then the agent judges against operator context
Parameters not published.
catalog_stats()Loop count, featured loops, last_updated, catalog source
Parameters not published.
critique_loop(loop_description)Deterministic lint against the anti-pattern rubric (verifier, stop condition, budget, one-change-per-round, state, MVL, risk gates…) — 0–10 score with per-check fixes
Parameters not published.
design_loop(goal, constraints?, cadence?, context?)Scaffold a new loop spec from a stated bottleneck, with a domain-matched verifier suggestion and the nearest catalog loops
Parameters not published.
get_loop(id_or_slug)Full loop spec + canonical URL, with verifier strength and loop kind
Parameters not published.
list_categories()Category counts with library filter URLs
Parameters not published.
pick_loop_for_goal(goal, constraints?, limit?)Lexically ranked shortlist (5 by default) with use_when, verification, and an honest confidence signal — the agent makes the final call
Parameters not published.
render_run_protocol(id_or_slug, goal?, risk_posture?, kind?, max_rounds?, max_minutes?)Executable markdown protocol: done contract, one-change-per-round, verification, state files, stop conditions, budget, risk-colored approval boundary, proof format. Scheduled-tick business loops (SEO, ads, product metrics) get experiment logs, undo-losers discipline, and notify-the-human ticks
Parameters not published.
search_loops(query, category?, limit?)Ranked loops with a one-line why-matched
Parameters not published.
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