Claude Skills by anthony-chaudhary

One repeatable pass that keeps fak the path of least resistance for an AI agent — Claude Code, OpenAI Codex, Cursor, an MCP client — to discover, adopt, and build on. Runs the agent-readiness scorecard (`fak score...

One repeatable pass that makes a doc read like a person wrote it, not a model. Runs the doc-appeal scorecard (tools/doc_appeal_scorecard.py), turns each HARD defect into a required edit (em-dash flood, bold-emphasis...

Map the current "what is limiting us right now?" state across the running agent fleet and the live GitHub issue backlog. Runs fleet bottleneck detection plus issue triage, records the dominant system bottlenecks,...

One repeatable RSI pass over claim reproducibility; run the claim-repro scorecard, retire unfalsifiable witness debt worst-first by adding the real artifact/test/path, re-measure, and commit only the claim-repro...

Audit a Claude Code skill's per-invocation context use, then propose a context-bundling helper + SKILL.md edits to cut waste. Reads a representative session JSONL, ranks the largest tool results, traces them back to...

Clear backed-up local repository work without sweeping up peers - inventory the dirty tree, remove proven generated junk, prioritize coherent slices, ship green partial/enabling work honestly, park or issue the...

Commit finished work cleanly on the shared trunk — lint the subject with `fak commit --preview`, then stage-and-commit EXACTLY your paths in one locked step via `fak commit --path … -m "…"`, verify the landed...

One repeatable pass that keeps every number and status fak reports PROVENANCE-HONEST - each value labeled by what fak CONTROLS (witnessed/authored) vs what it only OBSERVES (relayed from an external party), and no...

Reconcile a research or documentation cluster's index with files on disk, repair dangling references, refresh counts and context, and ignore regenerable artifacts. Commit only quiescent documentation, experiment,...

Apply the concept-disambiguation pass to ANOTHER section of fak - an under-covered watched family (gateway-engine, guard-gate, ...) or a newly-discovered overloaded root (evict, decision, render, plan, pool, layout)...

One repeatable pass that keeps fak's growing namespace CRYSTAL-CLEAR - each similar-sounding concept (cache / vCache / KV cache / cachemeta / the provider prompt-cache; guard vs gate; the two witnesses) given one...

One repeatable pass that keeps the dojo's self-improving RSI loop actually CLOSING on our own billed usage - the real calibration history the dojo measures - instead of a plan-mode scaffold that never acts. Drives...

Run recurring `dos-dispatch` cycles, switching to `dos-replan` when the backlog drains and stopping on the kernel's loop verdict. Use for unattended dispatch->replan->dispatch work across disjoint lanes.

Plan and ship the next batch on one lane: run `dos-next-up`, acquire a lease with `dos arbitrate`, gate empty work, dispatch the packet, and archive the run. Use when a single lane should move end to end with...

Snapshot the repo's phased-plan portfolio into a dispatch packet: audit candidates with `dos verify`, render who-does-what, and emit a `dos gate` verdict. Use when you need the current next-work view before...

Price a proposed multi-agent fan-out before launching workers. Use when a packet, goal fleet, or hand-written plan would run several agents over declared file trees and you need DOS to catch collisions before any...

Refresh a plan portfolio from evidence: close shipped queue items, update cooldown state, and surface the few decisions an operator must make. Use after dispatch bursts, drained backlogs, or recurring findings.

Verify subagent or worker results before folding them into a synthesis. Use when another agent claims it shipped, created, found, or changed something and your next step would otherwise trust its return string.

High-priority default "inspired by" workflow. Invoke proactively whenever an external product, repository, paper, standard, benchmark, release, issue, PR, roadmap, design discussion, or field practice could improve...

Run ONE wave of N fak-guarded ultracode sessions against the top open issues under a closing target and a wall-clock deadline — price, render fuel, launch, monitor, reconcile from git, release. N defaults to 30 (30...

One repeatable pass that keeps the RSI loop for `fak guard` actually CLOSING on our own usage - the real, hash-chained decision journal `fak guard` writes - instead of a plan-mode scaffold that never closes. Runs...

Create or customize a fak-native agent harness from a user's needs. Use when someone asks to make their own harness, agent product, branded/local UI, provider or tool profile, or a "10-minute" / "weekend" harness...

Use when recent trajectories, notes, or refusals should become one evidence-backed harness improvement ticket and at most one guarded worker.

One repeatable pass that keeps fak's competitive story honest AND complete — graded industry-first, not from what fak happened to measure. Runs the industry scorecard (tools/industry_scorecard.py) over a modular...

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/code_quality_scorecard.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/readme_freshness_audit.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-discover loop the scorecard family runs — enumerate exhaustive raw debt, drive it down 2× with genuine fixes, rescore to PROVE the drop, and continuously harden discovery under a new metric...

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...

One repeatable RSI pass over CODE SLOP — the slop the compiler can't see. Runs the code-slop scorecard (tools/code_slop_scorecard.py), reads the slop-debt work-list, retires debt worst-first using ONLY genuine fixes...

One repeatable pass that stops fak from re-inventing known kernel art - before writing or optimizing a compute kernel (a quantized GEMM, a fused attention, a KV-cache reuse, a MoE dispatch, a Metal/CUDA kernel), it...