One repeatable pass over the open GitHub issue backlog — classify every open issue (needs-priority / needs-kind / needs-area, orphaned P0-P1, stale, dormant question), rank them into a deterministic "do next" order,...
One repeatable pass that answers "is fak actually worth adopting, for whom, and what does it cost you to find out?" on an UNBOUNDED scale anchored at two ends — the next-best option a given buyer would really use,...
Compact and structure a Claude Code auto-memory store so MEMORY.md stays under the harness load cap (first 200 lines / 25KB load each session — content past that SILENTLY never loads) while every memory stays...
One repeatable pass that makes the milestone report's CLIMB and ROADMAP retirable by the RSI loop — the milestone counterpart of quality-score (code) and stability-score (trust under iteration). Runs the milestone...
One focused, repeatable pass that retires the code-quality scorecard's architecture debt — the god-files (>1500 lines) and god-functions (>200 lines) that /quality-score flags as RISKY and explicitly defers to "a...
One repeatable pass that keeps agent-steer prose leading with the AFFORDANCE, not the prohibition. Runs fak score negframe over the steer-prose corpus (AGENTS.md, CLAUDE.md, the skills, or explicit paths), reads...
One repeatable pass that keeps fak light to DRIVE — the operator-facing counterpart of steerability-score. Runs the operator-heaviness scorecard (fak operator heaviness) over the live operator surface (the cmd/fak...
One repeatable pass that keeps fak serving the top-10 personas who land on it — from the free-tier dev who downloads a binary and won't read a word, through the infra engineer who has to operate it, to the...
Ceremony rules for shipping a phase of a phased plan — when to release, when to emit a handoff prompt, how far to go on type-strengthening, when to fold or split phases, and the hero-exit rule that prevents plans...
Reconcile every plan-state surface a project tracks into one completion audit — how many recent plan tasks shipped, how many remain, and which surfaces disagree. Runs the project's plan-audit helper and renders a...
One repeatable RSI pass over CODE quality — the code-side counterpart of refresh-readme. Runs the code-quality scorecard (tools/codequalityscorecard.py), reads the code-debt work-list, retires debt worst-first...
The super-loop-family member that ASKS instead of ships. It launches detached workers whose only job is to ask 5–10 hard, honest questions about what the repo is doing — the question no other agent has asked, the...
Refresh the recent-operational cachevalue numbers in a guarded doc (e.g. docs/integrations/fable5-more-usage-for-free.md) when this-week's telemetry has moved on. Re-derives the frozen snapshots from live fak...
One repeatable pass over README.md — the front door — that keeps ONLY the most important points current and honestly framed. Runs the freshness auditor (tools/readmefreshnessaudit.py), turns each FAIL into a...
Perform a full versioned release — bump version, draft release notes, commit, tag, push, and create the GitHub release page. Reads .claude/project.yaml for the project's release-context and version-bump helpers;...
The watchdog-watchdog — one read-only pass that proves the resume watchdog (the n¹ layer that revives dead autonomous Claude sessions) is itself ALIVE, TICKING, and reviving PRODUCTIVE instances, versus silently...
Plan and run one bounded overnight issue worker through fak's guarded dispatch path, with typed capacity admission, lane leases, explicit dry-run/live gates, and independent git/DOS/test reconciliation. Use when the...
The generic 2×-then-harden loop the whole scorecard family runs — score a surface, drive its debt down 2× with genuine fixes, rescore to PROVE the drop, and when the surface saturates (grade A, zero debt, nothing...
The generic scoring doctrine the whole fak scorecard family instantiates — how to BUILD a new deterministic, tree-cross-checked, debt-driving scorecard and how to RUN any of them as a repeatable RSI pass. Every...
The super-loop that closes the research→backlog loop — it chains the outward CRAWLERS (the daily idea-scout arXiv/GitHub feed, the industry scans, the RESEARCH/CONCEPT corpus) into the STUDY pipeline...
Shape an answer for fast scanning with result-first sentences, concrete verbs, compact structure, and selectable compression while preserving every correctness-critical detail. Use when the user asks for...
Witnessed lifecycle for the project skill pack — usage-telemetry sidecar, value/idle-driven auto-archive (never delete, restorable), pin-exemption, journaled reversible transitions. Use to record skill usage, review...
Flag content-redundant SKILL.md pairs as merge candidates — pairwise body cosine similarity over the skill pack, sorted highest-first. Use when the pack feels bloated or two skills seem to overlap, to find "skills A...
One repeatable pass that keeps the skill pack itself effective — the one surface no other scorecard grades. Runs the skill-effectiveness scorecard (fak skill-effectiveness-scorecard) over every...