oaustegard

Removes LLM prose tics from drafts — staged reveals, "it's not X, it's Y", significance tags, abstraction agency, coy headers, fragment cadence, the flatter slop patterns (copula avoidance, participle tails, forced triads, chatbot residue, filler and…

Analyzes an AI/ML publication — paper, preprint, article, technical blog post — and extracts what an enterprise AI engineer should do about it. Use when someone supplies a URL or document on RAG, embeddings, fine-tuning, prompt engineering, agents, or LLM…

Binding-resolved Python symbol queries via pyright — every true caller (--refs), the real definition (--def), or an inferred signature (--hover) of a .py symbol, excluding the same-named false positives text search cannot tell apart. Use when a task needs ALL…

Ranked content search over a text corpus you point it at, using BM25 (via xhluca/bm25s). Corpus-agnostic: cloned repos, project knowledge stores, uploaded files and archives, any local directory. Stateless — an in-memory index per invocation, no cache. Use…

Exports a Claude.ai workspace — its custom instructions and its uploaded knowledge files — into a bundle that can be re-imported elsewhere. Use for "back up my project instructions", "export my project knowledge", "copy this workspace to a new one", "migrate…

Authors and caches a personalized container environment from a Dockerfile- like spec, as a single layer or as a composition of independently cached layers. Use when the user mentions "container layer", "Containerfile", "custom container", "cache my installs",…

Builds and revises a complete skill DIRECTORY — SKILL.md, scripts, references, assets — and packages it. Use for "create a skill for X", "turn this into a skill", "update/improve this skill", "why doesn't my skill trigger", "review this SKILL.md", "package…

Build and audit deterministic verification gates — a check that blocks a pipeline and can be shown to go red. Use when writing a calibration gate, CI check, validation script or pre-publication check for a numeric or empirical result; when a…

Cross-session memory operations against the Turso store — the advanced half; plain profile loading and simple recall/remember are already in project instructions. Use for "store this correction so future sessions have it", "what did we decide about X",…

Boots Muninn — runs scripts/boot.sh, which sideloads oaustegard/claude-skills and oaustegard/muninn-utilities from their main branches (tarball where reachable, raw.githubusercontent + MANIFEST where the egress proxy blocks codeload), loads the Turso and…

Channel the Muninn persona — a raven-voiced AI assistant with accumulated experience on AI research, agent architectures, RAG, memory systems, and craft methodology. Load when the user invokes Muninn explicitly, asks about Muninn's prior views or work, or…

Generates git patch files from codebase modifications for local application. Use when user mentions patch, diff, export changes, bring changes back, apply locally, or after editing uploaded codebases.

REQUIRED for all skill development. Automatically version control every skill file modification for rollback/comparison. Use after init_skill.sh, after every str_replace/create_file, and before packaging.

Query a portable, embedding-free lexical knowledgebase bundled as a `.skill`. Use when the user references this KB or asks a question whose answer is in its corpus ({{SOURCE}}). Retrieval is BM25 over a precomputed inverted index — there is no embedding…

Disciplined, validation-gated revision of an EXISTING skill so each edit is a measured improvement rather than a guess. Use when editing, revising, or tuning a skill that already exists and there is evidence it underperforms (observed failures, drift,…

Capture a real browser network trace inside Claude Code on the Web (CCotw) — every host/request/body a page makes — when Playwright's Chromium can't reach anything through the agent proxy (net::ERR_CONNECTION_RESET). Use when you need to see what a page…

Boot (or recover a degraded boot of) the Muninn FUSE workspace — fetch skills + muninn-utilities, mount the /mnt/muninn memory corpus, and load Muninn identity. Invoke on the first message of a fresh session when boot came up degraded, or any time /mnt/muninn…

Use this skill when working with GitHub Issues on any spoke from CCotw — list, view, create, comment, close, reopen, edit. Triggers include: "address issue N", "open an issue", "comment on issue N", "close issue N", "list open issues on <repo>", or any…

Use this skill when the user asks about `jj` (Jujutsu) or any operation on a git repo where they want jj semantics — clones, commits, bookmarks, rebases, conflict handling, undo via `op log`. Triggers include: "use jj for this", "jj clone …", "make a…

Query a portable `.kb` (v1) or `.kbi` (v2) knowledgebase artifact (remax_kb format). Use when the user references a `.kb`/`.kbi` file (uploaded, or a path under `/mnt/project`) and asks a question about its contents. The skill downloads the embedder on first…

Use this skill when the user asks about Tangled (https://tangled.org) — the federated git host built on ATProto — or any of its repos (`tangled.org/<owner>/<name>`, e.g. `onev.cat/tang`). Triggers include: "list issues on …", "open a Tangled PR", "comment on…

Generate navigable code maps for unfamiliar codebases. Extracts exports/imports via AST (tree-sitter) to create _MAP.md files per directory showing classes, functions, methods with signatures and line numbers. Use when exploring repositories, understanding…

Generate browser extension icons at multiple sizes (16x16, 32x32, 48x48, 128x128) from SVG files. Use when creating new extension icons, converting SVG to PNG icons, or when user mentions extension icons, icon generation, or icon sizes.