All authors
Claude Skills by anthony-chaudhary
github.com/anthony-chaudhary151 skills0 installs252 views
- 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...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...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...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...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,...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...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...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...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...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...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...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 /...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...Votes: 0GitHub stars: 41
- Agent ReadinessOne 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 agent-readiness`, backed by internal/agentreadinessscore) over the git-tracked tree, turns each HARD defect into a required affordance to ADD (a missing agents.md entry point, a missing harness config, a dead orientation link, no copy-pasteable first command, no install one-liner, a...Votes: 0GitHub stars: 41
- Appeal ScoreOne 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 flood, run-on / overlong sentences, walls of text, stacked "X, not Y" contrast frames, a dense or unanchored lead, LLM-scaffolding phrases) and each SOFT signal into a judgment call, retires appeal-debt worst-axis-first WITHOUT changing any claim, number, or link, re-measures to P...Votes: 0GitHub stars: 41
- Bottleneck MapMap 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, open-work bottlenecks, and the durable process loop to run next. Use when the operator asks for bottlenecks, open-work constraints, fleet health, issue/backlog limits, or a durable ongoing process for keeping both visible.Votes: 0GitHub stars: 41
- Claim Repro ScoreOne 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 lane. Use when this named workflow matches the task.Votes: 0GitHub stars: 41
- Clear Out WipClear 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 rest, and use stale-work/fleet workflows only after ownership and path contracts are explicit. Use when the operator says "clear out local WIP", "clean up the dirty tree", "get this backlog of changes shipped", "sort out uncommitted work", or asks what can be committed even though the ...Votes: 0GitHub stars: 41
- Commit CleanCommit 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 path-set and message are yours, and push when asked. Mechanizes the repo's "commit clean by default" mantra (trunk-only, explicit pathspec, DCO sign-off, Conventional-Commits subject with a bindable `(fak <leaf>)` stamp). Use when the user says "commit this", "ship my work", "commit clea...Votes: 0GitHub stars: 41
- Conflation ScoreOne 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 bad observed value blamed on a fak action. Runs the conflation scorecard (`fak conflation-scorecard`, the Go verb backed by internal/conflationscore) over the fact-reporting surfaces (Prometheus metric help, the fak guard exit summary), turns each HARD defect into a required edit (l...Votes: 0GitHub stars: 41
- Curate ClusterReconcile 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, tool, and index paths; exclude trees peers are actively changing. Use after a documentation burst, when an index drifts, or on a recurring gardening cadence.Votes: 0GitHub stars: 41
- Disambiguation ScoreOne 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 canonical name, a written definition, and an explicit line drawn against the siblings it is confused with. Runs the concept-disambiguation scorecard (tools/concept_disambiguation_scorecard.py) over a data dir of confusable-concept rows cross-checked against the tree (the grounding to...Votes: 0GitHub stars: 41
- Dojo Rsi ScoreOne 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 the native dojo-RSI verbs (`fak dojo-rsi fold|propose|rewrite|run|loop|trend`) over a scored dojo report, picks the worst-calibrated MEASURED, NON-FLOOR cell, previews the one-literal recalibration, self-scores it on a strict FoldCalibrable drop + a sample floor + an external witnes...Votes: 0GitHub stars: 41
- Dos Dispatch LoopRun 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.Votes: 0GitHub stars: 41
- Dos DispatchPlan 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 collision safety.Votes: 0GitHub stars: 41
- Dos Next UpSnapshot 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 dispatching agents.Votes: 0GitHub stars: 41
- Dos ReplanRefresh 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.Votes: 0GitHub stars: 41
- Dos Witness ClaimVerify 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.Votes: 0GitHub stars: 41
- Field BorrowHigh-priority default "inspired by" workflow. Invoke proactively whenever an external product, repository, paper, standard, benchmark, release, issue, PR, or field practice could improve fak—not only on explicit borrow requests. Mine code, tests, docs, history, issues, PRs, roadmaps, and provenance; date observations; port/adapt directly when exact-source licensing permits; explore the spirit of promising incomplete ideas; then dogfood fak self-query to classify PRESENT/PARTIAL/ABSENT before ...Votes: 0GitHub stars: 41
- Fleet WaveRun 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 issues, 30 sessions, 4 hours). Use when the operator says \"spawn N ultracode sessions\", \"fleet wave\", \"close the top 30 issues in 4 hours\", or asks for a bulk guarded fan-out with a stated goal. The goal-shaped single door over /super-loop (the raw launcher).Votes: 0GitHub stars: 41
- Guard Rsi ScoreOne 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 the native guard-RSI scorecard (`fak guard-rsi-scorecard`) over the two guard RSI loops (the hardware-gated LATENCY loop tools/guard_hop_rsi.py and the hardware-free VERDICT loop `fak guard-verdict-rsi`), scores maturity (can it honestly close?) + realized value (does it run on our u...Votes: 0GitHub stars: 41
- Harness CreatorCreate 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 build. Drives the shipped external generator, preserves generated/user ownership boundaries, rebuilds and selfchecks the result, and routes deeper UI/extension work through public harnesskit contracts.Votes: 0GitHub stars: 41
- Harness GardenUse when recent trajectories, notes, or refusals should become one evidence-backed harness improvement ticket and at most one guarded worker.Votes: 0GitHub stars: 41
- Industry ScoreOne 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 data directory (tools/industry_scorecard.data/): a researched taxonomy of the dimensions the LLM-serving / agent-infra field competes on (vLLM/SGLang/TensorRT-LLM/llama.cpp), the current SOTA bar on each with a dated source, and fak's honest position — mostly named gaps. It drives two...Votes: 0GitHub stars: 41
- Issue TriageOne 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, propose the mechanical gardening moves (mark stale, close dormant questions), and apply them only on operator approval. The helper is read-only; writing labels, comments, or closes is gated. Use when the operator says "triage the issues", "what should I work on next", "garden the ...Votes: 0GitHub stars: 41
- Lightgap ScoreOne 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, and the best that is physically possible. Runs the Go-backed `fak score lightgap` over a modular data directory (tools/lightgap_scorecard.data/): 8 facets x 7 buyer segments, each cell scored w_net = artanh(beta) - artanh(load), where beta is the fraction of the alternative-to-cei...Votes: 0GitHub stars: 41
- Memory CompactCompact 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 reachable. Splits the index into two tiers — hot MEMORY.md (laws/preferences/live-keys/in-flight/open-research) + cold MEMORY_archive.md (shipped/fixed/forensic/dated, recalled on demand) — and proves "done" with an integrity witness (check_memory.py) that re-derives both caps + the both...Votes: 0GitHub stars: 41
- Milestone ScoreOne 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 `fak milestone-scorecard --json` over the report's OWN two dimensions — the M0..M7 support-maturity climb shortfall PLUS the un-progressed tracked-epic roadmap gaps — folds them into one deterministic milestone_debt integer + a worst-first milestone_worklist, and retires debt worst-first. Use whe...Votes: 0GitHub stars: 41
- ModularizeOne 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 focused pass\". Splits a monolith along REAL concern seams via behavior-preserving code motion (hazard-check → plan with tools/godsplit_plan.py → extract → goimports/gofmt → prove no decl dropped with tools/refactor_verify.py → verify → commit by explicit path), and extracts long ...Votes: 0GitHub stars: 41
- Negframe ScoreOne 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 the negframe_debt (mechanical negatives with an unambiguous positive rewrite) plus the judgement-tier soft signal, retires the mechanical debt worst-first by applying the suggested reframe, checks the `--since <ref>` ratchet before landing a steer-prose change, re-measures to PROVE ...Votes: 0GitHub stars: 41
- Operator Heaviness ScoreOne 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 dispatch table, the front-door verb's flag set, the dos.toml refusal vocabulary, and whether the doc map makes the steering surfaces discoverable), reads the unbounded `heaviness_pressure` headline plus the HARD `heaviness_debt` gate, drives pressure DOWN and HARD debt to zero by ...Votes: 0GitHub stars: 41
- Persona ScoreOne 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 researcher who wants to reproduce it. Runs the persona-readiness scorecard (tools/persona_readiness_scorecard.py) over the git-tracked tree, turns each unmet HARD affordance into a required thing to ADD (a prebuilt-binary release, a deployment guide, a determinism witness, a refusal vocabul...Votes: 0GitHub stars: 41
- Phased PlanCeremony 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 from becoming open-ended. Load when shipping a phase of a docs/*-plan.md (or equivalent) plan. Use when this named workflow matches the task.Votes: 0GitHub stars: 41
- Plan AuditReconcile 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 dated operator snapshot. Use when the user asks "where do we stand on the plans", "audit plan completion", "what's shipped vs remaining", or wants the portfolio percent-complete picture. Read-only — never edits a plan file.Votes: 0GitHub stars: 41
- Quality ScoreOne 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 using ONLY the safe, genuine classes (gofmt, real tests for untested packages, safe god-function extraction), re-measures to PROVE the number dropped, grounds the ship in DOS (dos commit-audit on the new commit, dos review for the ship_integrity KPI), and commits by explicit path. Use...Votes: 0GitHub stars: 41
- Question LoopThe 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 one everyone's afraid to ask, the one that's opposite what the repo claims, the steelman of the other side — and append them to a durable ledger (docs/questions/asked.jsonl). A SEPARATE next-step loop, in a SEPARATE context window, turns qualifying questions into gh tickets. Use when...Votes: 0GitHub stars: 41
- Refresh Cachedoc NumbersRefresh 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 cachevalue report`, reconciles the doc's rendered numbers + snapshot_date to the fresh capture, and re-runs the hermetic audit (fak cachedoc-numbers-audit, gated in `make cachedoc-numbers-lint`) until every rendered number binds to a committed snapshot field and the doc's arithmetic inv...Votes: 0GitHub stars: 41
- Refresh ReadmeOne 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 required edit and each WARN into a judgment call, applies the three front-page laws (SOTA-vs-us-never-naive, 6th-grade/Feynman-but-accurate, wide-audience), re-stamps the readme-verified marker, and commits ONLY README.md (+ the tool) by explicit path. Use after a release / version bump...Votes: 0GitHub stars: 41
- ReleasePerform 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 skill text is universal, the helpers are project-supplied. Use when the user says "cut a release", "ship vX.Y.Z", "release", or after a shippable phase.Votes: 0GitHub stars: 41
- Resume Watchdog AuditAudit and recover crashed Claude and Codex sessions through one dry-run-first cohort surface, with exact provider identity and post-launch transcript/thread advancement; then audit the scheduler tower that keeps automatic recovery alive. Use when this named workflow matches the task.Votes: 0GitHub stars: 41