46 instruction files for AI agents, collected from ahgraber/skills. Install any of them at an exact version with mdr add ahgraber/skills/<name>.
AGENTS.md AGENTS.md file
ahgraber/skills · AGENTS.md
git:20260904.70c249b · audit A · 6 stars
agent-bridge SKILL.md skill
ahgraber/skills · skills/agent-bridge/SKILL.md · Use when an agent in one harness must create, observe, or steer one or more agents in another harness through a tmux…
git:20261020.6d30bf1 · audit A · 6 stars
alt-text SKILL.md skill
ahgraber/skills · skills/alt-text/SKILL.md · Use when the user shares an image, chart, diagram, screenshot, or figure and needs it described — for alt-text…
git:20260819.209d97b · audit A · 6 stars
antislop-writing SKILL.md skill
ahgraber/skills · skills/antislop-writing/SKILL.md · Write, rewrite, or line-edit prose so it reads as a professional wrote it, not a model: clear, specific…
git:20261026.81b2043 · audit A · 6 stars
api-design SKILL.md skill
ahgraber/skills · skills/api-design/SKILL.md · Use when designing, reviewing, or planning REST or GraphQL APIs — endpoint structure, schema design, versioning, error…
git:20260819.209d97b · audit A · 6 stars
brainstorming SKILL.md skill
ahgraber/skills · skills/brainstorming/SKILL.md · Use when turning a fuzzy idea into a refined design through dialogue — across software, writing, talks, events, naming…
git:20260819.209d97b · audit A · 6 stars
changelog SKILL.md skill
ahgraber/skills · skills/changelog/SKILL.md · Use when writing, updating, or generating a CHANGELOG.md — for a new release, an unreleased section update, or drafting…
git:20260819.209d97b · audit A · 6 stars
code-review SKILL.md skill
ahgraber/skills · skills/code-review/SKILL.md · Use when reviewing code changes before committing or merging — staged diffs, branch diffs, or PR readiness checks…
git:20261027.f541fc0 · audit A · 6 stars
commit-message SKILL.md skill
ahgraber/skills · skills/commit-message/SKILL.md · Use whenever a Conventional Commit message is being drafted — whether the user asks ("write commit message", "draft…
git:20260819.209d97b · audit A · 6 stars
debugging SKILL.md skill
ahgraber/skills · skills/debugging/SKILL.md · Use when a bug, test failure, build break, regression, flaky test, or unexpected behavior appears — before proposing or…
git:20260819.209d97b · audit A · 6 stars
deep-research SKILL.md skill
ahgraber/skills · skills/deep-research/SKILL.md · Use when the user wants a deep, multi-source, fact-checked web research report on a topic too broad for a single…
git:20260819.209d97b · audit A · 6 stars
editorial-review SKILL.md skill
ahgraber/skills · skills/editorial-review/SKILL.md · Use when the user wants rigorous, non-sycophantic editorial feedback on a draft, essay, blog post, or argument through…
git:20260819.8c8e388 · audit A · 6 stars
formal-verification SKILL.md skill
ahgraber/skills · skills/formal-verification/SKILL.md · Use when the user asks for formal verification or formal methods: writing or checking a design model (TLA+, Alloy, P…
git:20261018.93baf35 · audit A · 6 stars
grill-me SKILL.md skill
ahgraber/skills · skills/grill-me/SKILL.md · Use when the user wants an elicitative interview — reaching alignment on a plan, decision, or idea by drawing out their…
git:20261020.8abf256 · audit A · 6 stars
handoff SKILL.md skill
ahgraber/skills · skills/handoff/SKILL.md · Use when ongoing work or conversational context must continue in a new conversation, session, or agent with no shared…
git:20260903.c4ccd73 · audit A · 6 stars
interactive-notebook-demo SKILL.md skill
ahgraber/skills · skills/interactive-notebook-demo/SKILL.md · Use when authoring or reviewing a hands-on demo, tour, or walkthrough notebook (`#%%` percent-format or Jupyter) that…
git:20260819.209d97b · audit A · 6 stars
mcp-research SKILL.md skill
ahgraber/skills · skills/mcp-research/SKILL.md · Use when tasks require current, source-backed technical information from MCP tools. Apply for library/API questions…
git:20260820.5337090 · audit A · 6 stars
optimize-skills SKILL.md skill
ahgraber/skills · skills/optimize-skills/SKILL.md · Use when creating or refining SKILL.md-based skills, or diagnosing weak triggering (under/over-triggering, vague…
git:20260819.209d97b · audit A · 6 stars
proof SKILL.md skill
ahgraber/skills · skills/proof/SKILL.md · Use when the user asks for proofreading or light copy editing while preserving original wording, tone, and order…
git:20260819.209d97b · audit A · 6 stars
python-notebooks-async SKILL.md skill
ahgraber/skills · skills/python-notebooks-async/SKILL.md · Use when writing or reviewing asyncio code in Jupyter notebooks or '#%%' cell workflows — structuring event-loop…
git:20260819.209d97b · audit A · 6 stars
python SKILL.md skill
ahgraber/skills · skills/python/SKILL.md · Use when a Python change is about to be called done (before commit or PR) and whenever asked to review, audit…
git:20260819.209d97b · audit A · 6 stars
receiving-feedback SKILL.md skill
ahgraber/skills · skills/receiving-feedback/SKILL.md · You MUST use this when receiving feedback that evaluates a text-based work artifact you produced or are responsible for…
git:20261028.d3592ea · audit A · 6 stars
refactor SKILL.md skill
ahgraber/skills · skills/refactor/SKILL.md · Use when changing the structure of working code without changing its behavior: decomposing an oversized function…
git:20261020.6d30bf1 · audit A · 6 stars
sdd-apply SKILL.md skill
ahgraber/skills · skills/sdd-apply/SKILL.md · Use when implementing tasks from a change's tasks.md. Triggers: "apply tasks", "implement the change", "work through…
git:20261017.d9ba006 · audit A · 6 stars
sdd-archive SKILL.md skill
ahgraber/skills · skills/sdd-archive/SKILL.md · Use when completing and archiving a change after all tasks are done and specs are synced. Triggers: "archive the…
git:20261017.d9ba006 · audit A · 6 stars
sdd-derive SKILL.md skill
ahgraber/skills · skills/sdd-derive/SKILL.md · Use when deriving SDD specs from existing code or retroactively documenting implemented behavior. Triggers: "derive…
git:20260910.5fa2be4 · audit A · 6 stars
sdd-explore SKILL.md skill
ahgraber/skills · skills/sdd-explore/SKILL.md · Use when the user wants to think through ideas, investigate problems, or clarify requirements before or during any SDD…
git:20260819.209d97b · audit A · 6 stars
sdd-propose SKILL.md skill
ahgraber/skills · skills/sdd-propose/SKILL.md · Use when creating a new change with all SDD artifacts — proposal, delta specs, design, and tasks. Triggers: "propose a…
git:20261027.a1c31e2 · audit A · 6 stars
sdd-sync SKILL.md skill
ahgraber/skills · skills/sdd-sync/SKILL.md · Use when merging delta specs from a change into the main baseline specs. Triggers: "sync specs", "merge delta specs"…
git:20261017.d9ba006 · audit A · 6 stars
sdd-translate SKILL.md skill
ahgraber/skills · skills/sdd-translate/SKILL.md · Use when translating or migrating existing specs from another tool or format (Spec Kit, Kiro, ADRs, Jira, Confluence…
git:20260910.5fa2be4 · audit A · 6 stars
sdd-verify SKILL.md skill
ahgraber/skills · skills/sdd-verify/SKILL.md · Use when verifying that an implementation matches a change's SDD artifacts. Triggers: "verify", "check implementation"…
git:20261027.a1c31e2 · audit A · 6 stars
sdd SKILL.md skill
ahgraber/skills · skills/sdd/SKILL.md · Use when the user wants any spec-driven development action — exploring before speccing, deriving specs from code or…
git:20261017.d9ba006 · audit A · 6 stars
securing-code SKILL.md skill
ahgraber/skills · skills/securing-code/SKILL.md · Use when writing or reviewing code that handles external input, manages access, touches data or crypto, or changes…
git:20260819.209d97b · audit A · 6 stars
security-deep-scan SKILL.md skill
ahgraber/skills · skills/security-deep-scan/SKILL.md · Use when the user asks for a deep, exhaustive, multi-pass, or variance-reducing repository-wide or scoped-path security…
git:20260728.79ff2f8 · audit A · 6 stars
security-fix-finding SKILL.md skill
ahgraber/skills · skills/security-fix-finding/SKILL.md · Use when the user explicitly asks to fix and verify a validated or plausible security finding. Do not use as the…
git:20260728.79ff2f8 · audit A · 6 stars
security-scan SKILL.md skill
ahgraber/skills · skills/security-scan/SKILL.md · Use when the user asks for a security scan or review of a repository, a scoped path (package, folder, or submodule), or…
git:20260728.79ff2f8 · audit A · 6 stars
security-triage-finding SKILL.md skill
ahgraber/skills · skills/security-triage-finding/SKILL.md · Use when the user supplies existing security findings or vulnerability reports — SARIF results, CVE/GHSA or advisory…
git:20260728.79ff2f8 · audit A · 6 stars
shell-scripts SKILL.md skill
ahgraber/skills · skills/shell-scripts/SKILL.md · Use when writing or reviewing Bash scripts and shell snippets, especially for shebang selection, quoting, parameter…
git:20260819.209d97b · audit A · 6 stars
show-me SKILL.md skill
ahgraber/skills · skills/show-me/SKILL.md · Use when the user needs to see something to answer the current question — a sketch of logic, runtime flow, UI…
git:20260819.209d97b · audit A · 6 stars
simplify SKILL.md skill
ahgraber/skills · skills/simplify/SKILL.md · Use to cut slop out of working code: duplication, dead code, needless indirection, comment noise, defensive padding…
git:20261020.6d30bf1 · audit A · 6 stars
strudel SKILL.md skill
ahgraber/skills · skills/strudel/SKILL.md · Use when writing, debugging, or explaining Strudel live-coding music patterns — mini-notation syntax, pattern functions…
git:20260515.0eea0e4 · audit A · 6 stars
subagent-patterns SKILL.md skill
ahgraber/skills · skills/subagent-patterns/SKILL.md · Use when dispatching development work to one or more subagents and deciding how to shape each dispatch. Triggers: "use…
git:20260819.209d97b · audit A · 6 stars
synthesize SKILL.md skill
ahgraber/skills · skills/synthesize/SKILL.md · Use when distilling the through-line gist of one or more sources — the spine, argument, tension, or recurring frame…
git:20260819.209d97b · audit A · 6 stars
teach-me SKILL.md skill
ahgraber/skills · skills/teach-me/SKILL.md · Use when the user wants to be taught a subject, not just answered — "teach me X", "help me learn X", "help me…
git:20260819.209d97b · audit A · 6 stars
writing-docstrings SKILL.md skill
ahgraber/skills · skills/writing-docstrings/SKILL.md · Use when writing, rewriting, or auditing Python docstrings that a documentation site is generated from, or when…
git:20261017.44218ca · audit A · 6 stars
writing-tests SKILL.md skill
ahgraber/skills · skills/writing-tests/SKILL.md · Use when writing or reviewing tests in any language, or diagnosing a suite that is slow, brittle, or hard to read…
git:20260819.209d97b · audit A · 6 stars