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Claude Skills by anthony-chaudhary
github.com/anthony-chaudhary151 skills0 installs252 views
- Run It All NightPlan 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 operator asks to let a narrow repo task run unattended overnight.Votes: 0GitHub stars: 41
- Score 2xThe 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 version without capping debt or rewriting history. The conductor over the per-surface instruments (quality-score, industry-score, persona-score). Use when this named workflow matches the task.Votes: 0GitHub stars: 41
- ScorecardThe 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 sibling (code-quality, docs, doc-appeal, seo, demo-quality, repo-hygiene, observability, learning, industry, agent-readiness, product, persona) is the same machine pointed at a different surface: pure KPIs over a data-dir or the git-tracked tree, cross-checked against reality so the sc...Votes: 0GitHub stars: 41
- Scout LoopThe 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 (`/study-repo` → `/field-borrow`) and runs the whole thing on a cadence. The crawler surfaces repo-shaped leads into a needs-triage queue and stops; turning any one into scoped, witnessed, license-clean backlog is still a manual pass someone has to remember to run. This skill is that seam, auto...Votes: 0GitHub stars: 41
- Signal FirstShape 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 Caveman-style output, terse or low-token prose, executive scanning, fewer words, or a concise rewrite whose substance must remain intact.Votes: 0GitHub stars: 41
- Skill LifecycleWitnessed 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 archive verdicts, archive or restore a skill, or pin one exempt. Max action is archive; nothing is ever deleted. Use when this named workflow matches the task.Votes: 0GitHub stars: 41
- Skill OverlapFlag 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 and B are N% token-similar — consider merging" candidates before a skill-lifecycle archive pass. Proposal only — never merges, edits, or deletes a skill.Votes: 0GitHub stars: 41
- Skill ScoreOne 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 .claude/skills/*/SKILL.md, reads the skill-debt work-list, and retires it worst-first by ADDING the real affordance — a sharp "Use when …" trigger, a reference that resolves on disk, the commit-by-path discipline a committing skill owes the shared trunk, a witness step, a scoped allowed-tools — never...Votes: 0GitHub stars: 41
- Slop ScoreOne 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 (extract a copy-paste clone into a shared helper, delete or wire a dead unexported symbol, add a real assertion to a vacuous test, drop tautological doc comments + commented-out code), re-measures to PROVE the number dropped, regenerates the committed snapshot, grounds the ship in...Votes: 0GitHub stars: 41
- Sota CheckOne 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 checks the SOTA prior-art matrix for the production reference (llama.cpp / Marlin / CUTLASS / FlashInfer / vLLM / SGLang / a named paper), decides the route (borrow / bind / stay-minimal), holds the result to the named oracle, and records what was consulted in. Use when this named ...Votes: 0GitHub stars: 41
- Spine FanoutApply the two new-work defaults — ship the minimal WORKING end-to-end spine first (or file the spine as its own issue), then fan out the 3..50+ follow-on QA/dogfood/productization backlog at creation time via `fak issue fanout`. Use when starting any new feature/leaf/verb/demo, when a spine just shipped, when asked to "fan out", "file follow-ons", "create the e2e spin", or at the end of a super-loop turn that landed new work.Votes: 0GitHub stars: 41
- Stability ScoreOne repeatable pass that keeps fak trustworthy while it iterates fast — the question no other scorecard asks: as we add items quickly, how do we KNOW a regression / tail-wag / confusion landed, and how do we REVERT to a stable version? Runs the stability scorecard (tools/stability_scorecard.py) over the git-tracked tree across four groups — sentinel (a regression turns a gate RED), invariant (the core assumptions are encoded as tests), revert (we can roll back: keep/revert ladder, version pin...Votes: 0GitHub stars: 41
- Stale Work LoopTurn a fak stale-work packet into dedicated, contract-valid issue units, collision-safe dispatch waves, and witness-only reconciliation. PLAN by default; use when an operator asks to adjudicate stale-work candidates, file the dedicated issues, or launch fresh workers for already-filed stale-work issues.Votes: 0GitHub stars: 41
- Steer PrsThe operator loop over the steer-prs overlay (`fak steer prs`) — fak's read-only view that folds the pending dev->release trunk delta into PR-sized units per (fak <leaf>) ship-stamp and renders them WORST-ATTENTION-FIRST (RESIDUAL -> UNVERIFIABLE -> CLEARED). Teaches the four-step loop (run the view and read worst-first; apply the REGIME GATE — a CLEARED unit with a healthy curve is a reason to do nothing; pick the WEAKEST SUFFICIENT RUNG on the observe -> comment -> ack -> redirect ->. Use w...Votes: 0GitHub stars: 41
- Steerability ScoreOne repeatable pass that keeps fak as STEERABLE as it grows — the one scorecard whose every KPI is growth-invariant, so a 2x-larger repo with the same discipline scores the same. Runs the steerability scorecard (tools/steerability_scorecard.py) over the working tree, reads the 0-100 steerability index + the advisory drift signals (coupling hubs, p90 sizes, long-function rate, package drift, churn hot spots), drives the index UP and the worst drift axis DOWN by adding REAL modularity (split a ...Votes: 0GitHub stars: 41
- Study Pr QueueInventory and deeply study innovation in upstream pull-request queues, including open and unmerged PRs, then turn selected mechanisms into provenance-honest fak research and deduplicated GitHub issue drafts. Use for vLLM or any high-value repository when useful work may exist before release or merge, when maintainers cannot review a busy queue fast enough, or when asked what fak should learn, borrow, watch, reject, or track from incoming PRs.Votes: 0GitHub stars: 41
- Study RepoHigh-priority deep study of external code and proposals for fak. Invoke proactively whenever a repository, package, PR, issue, release, paper-with-code, or implementation is relevant—not only on explicit study requests. Acquire into scratch and pin revisions; mine code, tests, docs, history, issues, PRs, roadmaps, and license/provenance; date every observation; port or adapt directly when licensing permits; explore shipped mechanisms and the transferable spirit of incomplete ideas; extract so...Votes: 0GitHub stars: 41
- Super LoopPlan, price, launch, monitor, and reconcile bulk headless issue-resolution work safely. Use when an operator asks for a super loop, worker wave, detached issue workers, backlog draining, capacity/status, stale-worker cleanup, ramp-up, or an overnight fleet. Dispatches end-to-end issue owners, requires explicit launch intent, prices account and tree capacity, verifies effects from git or DOS witnesses, and closes every child, lease, and intent cleanly.Votes: 0GitHub stars: 41
- Tail WagFind the most "tail wagging the dog" part of the system — a peripheral or secondary concern that is disproportionately driving core design decisions. Produces a ranked list of inverted-priority findings with evidence and a proposed rebalance. Use when the user asks to find the "tail wagging the dog", inverted priorities, misplaced drivers, mis-layered concerns, or when something small is clearly dictating something big.Votes: 0GitHub stars: 41
- Ticket ScopeOne repeatable pass that decides whether a GitHub ticket is a single dispatchable unit of agent work — or names exactly which of the six scope axes it fails and how to fix it. Wraps the native scope toolkit (`fak-dev issue contract` for structure/size/routing, `fak dispatch issue-smallness-lint` for atomicity, `fak-dev issue cohort` for batch/wave placement) and reads back one verdict per issue: DISPATCHABLE, or TRIAGE (add the missing section), DECOMPOSE (S2+ epic → leaves), or SPLIT. Use wh...Votes: 0GitHub stars: 41
- Token Defaults ScoreOne repeatable pass that keeps fak's OUT-OF-THE-BOX token economy amazing — every stacking token-saving method that can SAFELY default is on by default, honestly noted, and locked against regression. Runs the token-saving-defaults scorecard (`fak token-defaults-scorecard`) over the entrypoint source (cmd/fak/guard.go, cmd/fak/serve.go, the gateway Default* constants, and the audited servewiringData rows), turns each HARD defect into a required fix — turn a WITNESSED-safe bounded-loss saver on...Votes: 0GitHub stars: 41
- Trajectory AuditAudit recent Claude and Codex transcript JSONL with the first-class Go `fak trajectory audit` verb: exact token/cache buckets, source coverage, behavior, deterministic bottlenecks, semantic confusion checks, and baseline regressions. Use for cross-session cost, efficiency, repetition, reasoning-quality, and churn questions.Votes: 0GitHub stars: 41
- Trajectory ControlThe operator on-ramp to trajectory control (`trajctl`) — fak's live, forward-progress control plane over a DECLARED objective. Teaches the one primitive that carries the family (anything you want to progress gets a named, witnessed score, and every move is either improve-the-score or improve-the-scorer), then the four operator loops: declare an objective + plan + budget, read the CURVE (never a point) for the closed signal vocabulary (HEALTHY / STALL / DRIFT / DETOUR_OVERRUN), apply the when-...Votes: 0GitHub stars: 41
- Trajectory GardenOne repeatable gardening pass over a trajectory corpus — the JSONL of per-turn Turn rows a fak trajectory.Recorder exports. Uses the `fak traj` toolkit (the data plane + the simhash reference vector-similarity primitive + the pluggable scorer seam) to find the trajectories worth a human's attention — near-duplicate queries the lexical ranker misses, cost outliers, and traces the kernel kept refusing — then PROPOSES prune candidates (it never deletes). The reference application of fak's trajec...Votes: 0GitHub stars: 41
- VerifyBind a done-claim to a GREEN test run of the changed package, not just diff shape. Use after a commit claims a package/feature is done and you want to run that commit's affected tests and report CLAIM_TEST_GREEN / CLAIM_TEST_RED / CLAIM_TEST_UNRUN before folding the claim as true.Votes: 0GitHub stars: 41
- Wave HarvestThe honest closing half of a super loop — after a detached bulk wave (`/super-loop`) has run, HARVEST it: witness what each headless worker actually shipped (not what its log claims), re-queue the leaves that were claimed-done-but-not-shipped, stop workers that are spinning without net gain, and surface any lane a worker stranded dirty. A launch is not a ship, so a bulk loop is only durable if something reconciles its output against git ground truth. Read-mostly — it audits and. Use when this...Votes: 0GitHub stars: 41
- Skill ProgramSearch repository text through a deterministic first-class fak command.Votes: 0GitHub stars: 41
- Ctx OverlayCompact the context window and prune the memory store so a long session stays under budget. Use when the context is getting large.Votes: 0GitHub stars: 41
- Quality ReportScore the repository's code quality and emit a ranked table of findings. Read-only.Votes: 0GitHub stars: 41
- Ctx OverlayCompact the context window and prune the memory store when a session grows too long.Votes: 0GitHub stars: 41
- Quality ReportScore the repo quality and emit a report card.Votes: 0GitHub stars: 41
- Ci RepairDiagnose, isolate, and repair broken CI/CD workflows and red trunk gates across GitHub Actions, spine-invariance, ci-fast, architest DAG rules, structural policies, scorecard freshness, and build breakages. Uses...Votes: 0GitHub stars: 41
- Cross ValidateCross-validate code changes with independent subagents, execute on-device test witnesses, and generate GitHub issues for discovered follow-ons by default (DOS style). Use after implementing any fix or feature,...Votes: 0GitHub stars: 41
- Debt CleanOne repeatable, evidence-backed pass that retires a bounded batch of maturity debt worst-first across the system's dedicated debt lanes. Features rich queryability (--query, --health), cross-indexes related items (dual-repo companions, tests, runtime-proofs, benchmarks, inbound blast radius), targets high-carrying-cost or degraded hotspots, advances maturity with tests, integration, and benchmarks, re-measures with --compare to prove the denominator was level-set, and commits by explicit path...Votes: 0GitHub stars: 41
- Debt OrchestratorCoordinate bounded, evidence-backed maturity debt work in the current repository, with isolated workers and independent verification. Use for debt burndowns or explicitly requested sustained campaigns.Votes: 0GitHub stars: 41
- Git Subagent SyncSynchronize subagent changes to git on shared trunk across all lanes and all untracked WIP by default (or scoped via --lane/--paths). Enforces single-source invariants, safe merge convergence via `fak sync check`,...Votes: 0GitHub stars: 41
- GoalAutonomous goal-directed execution loop. Establishes an immutable objective pin, durable scratch state (_scratch/goals/GOAL.md & todowrite), a deterministic witness exit-gate, and executes atomic steps until verified.Votes: 0GitHub stars: 41
- Issue OrchestratorPlan, partition, and coordinate multi-wave parallel subagent campaigns to resolve and close GitHub issues. Uses `fak issue-orchestrator --plan-waves` (or `fak issue-lanes`) to partition the backlog into...Votes: 0GitHub stars: 41
- Issue QueueOne repeatable, evidence-backed pass that prioritizes and resolves a bounded batch of backlog issues worst-first using specialized subagents. Inspects the queue via `fak issue-orchestrator` and `fak dispatch order`,...Votes: 0GitHub stars: 41
- Opencode WaveSpawn and coordinate deterministic, collision-safe OpenCode leaf worker waves with high reasoning effort (--variant high), automated approvals (--auto), mandatory detached worktree isolation (--worktree), pre-flight...Votes: 0GitHub stars: 41
- Super WorkstreamOrganize and progress multi-task queues under dynamic lane leases with long-turn context safety. Use when an operator or loop needs to execute a sequence of work units across lanes while preventing context...Votes: 0GitHub stars: 41
- Ci RepairDiagnose, isolate, and repair broken CI/CD workflows and red trunk gates across GitHub Actions, spine-invariance, ci-fast, architest DAG rules, structural policies, scorecard freshness, and build breakages. Uses parallel subagents for failure triage, isolated leaf implementation, on-device witness verification, and atomic commit landing. Call when CI turns red, when `fak sync push` or `fak commit --push` is blocked by `COMMITTED_RED`/`CI_BASE_RED`, or when dual-repo synchronization is wedged.Votes: 0GitHub stars: 41
- Cross ValidateCross-validate code changes with independent subagents, execute on-device test witnesses, and generate GitHub issues for discovered follow-ons by default (DOS style). Use after implementing any fix or feature, before reporting completion.Votes: 0GitHub stars: 41
- Debt CleanOne repeatable, evidence-backed pass that retires a bounded batch of maturity debt worst-first across the system's dedicated debt lanes. Features rich queryability (--query, --health), cross-indexes related items (dual-repo companions, tests, runtime-proofs, benchmarks, inbound blast radius), targets high-carrying-cost or degraded hotspots, advances maturity with tests, integration, and benchmarks, re-measures with --compare to prove the denominator was level-set, and commits by explicit path...Votes: 0GitHub stars: 41
- Debt OrchestratorCoordinate bounded, evidence-backed maturity debt work in the current repository, with isolated workers and independent verification. Use for debt burndowns or explicitly requested sustained campaigns.Votes: 0GitHub stars: 41
- Git Subagent SyncSynchronize subagent changes to git on shared trunk across all lanes and all untracked WIP by default (or scoped via --lane/--paths). Enforces single-source invariants, safe merge convergence via `fak sync check`, `fak sync reconcile --apply`, and `fak sync push`, dual-repo synchronization (fak & fak-private), disjoint file-tree fencing via `dos arbitrate`, detached build-isolation worktrees, and atomic coordinator landing via `fak sweep --apply` or `fak commit --path`. Prevents index corrupt...Votes: 0GitHub stars: 41
- GoalAutonomous goal-directed execution loop. Establishes an immutable objective pin, durable scratch state (_scratch/goals/GOAL.md & todowrite), a deterministic witness exit-gate, and executes atomic steps until verified.Votes: 0GitHub stars: 41
- Issue OrchestratorPlan, partition, and coordinate multi-wave parallel subagent campaigns to resolve and close GitHub issues. Uses `fak issue-orchestrator --plan-waves` (or `fak issue-lanes`) to partition the backlog into tree-disjoint cohorts, arbitrates lane and tree leases via `dos arbitrate`, dispatches isolated worker subagents per wave, independently witnesses landed fixes, commits with explicit paths and issue citations, and drives burndowns. Use when running bulk issue resolution, feature wave burndowns...Votes: 0GitHub stars: 41
- Issue QueueOne repeatable, evidence-backed pass that prioritizes and resolves a bounded batch of backlog issues worst-first using specialized subagents. Inspects the queue via `fak issue-orchestrator` and `fak dispatch order`, partitions into ready-leaves, triage, and subdivide cohorts, arbitrates lane leases via `dos arbitrate`, dispatches isolated workers, independently witnesses reproduction tests, re-measures burndown with `--compare`, and commits with `(fak <leaf>)`. Use when managing the issue que...Votes: 0GitHub stars: 41
- Opencode WaveSpawn and coordinate deterministic, collision-safe OpenCode leaf worker waves with high reasoning effort (--variant high), automated approvals (--auto), mandatory detached worktree isolation (--worktree), pre-flight lane lease arbitration, and automated closed-loop harvest.Votes: 0GitHub stars: 41