Topic: ai-coding
5,076 skills in this topic.
-
dehallucination
Use when verifying that AI-generated claims, references, or assertions are grounded in reality. Triggers: 'does this actually exist', 'is this real', 'did you hallucinate', 'verify these references', 'check if this is fabricated', 'reality check', 'ground truth'. Invoked as quality gate by develop and deep-research. NOT for: verifying technical claims in code (use fact-checking).
axiomantic/spellbook 5
-
deep-research
Use when researching complex topics, evaluating technologies, investigating domains, or answering multi-faceted questions requiring web research. Triggers: 'research X', 'investigate Y', 'evaluate options for Z', 'what are the best approaches to', 'help me understand', 'deep dive into', 'compare alternatives', 'look into', 'find out about'. NOT for: exploring design approaches (use brainstorming) or domain modeling (use analyzing-domains).
axiomantic/spellbook 5
-
debugging
Use when debugging bugs, test failures, or unexpected behavior. Triggers: 'why isn't this working', 'this doesn't work', 'X is broken', 'something's wrong', 'getting an error', 'exception in', 'stopped working', 'regression', 'crash', 'hang', 'flaky test', 'intermittent failure', or when user pastes a stack trace/error output. NOT for: test quality issues (use fixing-tests), adding new behavior (use develop).
axiomantic/spellbook 5
-
creating-issues-and-pull-requests
Use when creating GitHub pull requests or issues with template compliance. Triggers: 'create a PR', 'open a pull request', 'file an issue', 'create issue'. Also invoked by finishing-a-development-branch. NOT for: deciding whether to merge or PR (use finishing-a-development-branch).
axiomantic/spellbook 5
-
code-review
Use when reviewing code. Triggers: 'review my code', 'check my work', 'look over this', 'review PR #X', 'PR comments to address', 'reviewer said', 'address feedback', 'self-review before PR', 'audit this code'. For heavyweight multi-phase analysis, use advanced-code-review instead.
axiomantic/spellbook 5
-
branch-context
Triggers: 'branch diff', 'what changed on this branch', 'merge base', 'stacked branches', 'branch-context.sh', 'what does this branch do', 'PR description', 'changelog', 'branch comparison', 'diff since', 'what work is on this branch'. Also relevant during PR creation and finishing-a-development-branch workflows.
axiomantic/spellbook 5
-
brainstorming
Use when exploring design approaches, generating ideas, or making architectural decisions. Triggers: 'explore options', 'what are the tradeoffs', 'how should I approach', 'let's think through', 'sketch out an approach', 'I need ideas for', 'how would you structure', 'what are my options'. Also invoked by develop when design decisions are needed.
axiomantic/spellbook 5
-
autonomous-roundtable
DEPRECATED: This skill has been absorbed into the develop skill. Use develop instead.
The capabilities of autonomous-roundtable (project decomposition, roundtable gating,
reflexion on ITERATE) are now available through develop's dialectic_mode and
token_enforcement preferences. Set dialectic_mode to "roundtable" in Phase 0.4
for equivalent behavior.
axiomantic/spellbook 5
-
auditing-green-mirage
Use when auditing whether tests genuinely catch failures, or when user expresses doubt about test quality. Triggers: 'are these tests real', 'do tests catch bugs', 'tests pass but I don't trust them', 'test quality audit', 'green mirage', 'shallow tests', 'tests always pass suspiciously', 'would this test fail if code was broken'. NOT for: fixing broken tests (use fixing-tests).
axiomantic/spellbook 5
-
audio-notifications
Reference for TTS and OS notification configuration. Auto-loads when TTS is enabled (session_init reports TTS active). Also triggered by: 'mute', 'unmute', 'change voice', 'volume', 'notify', 'notification settings', '/tts', '/notify', 'kokoro', 'speak', 'audio feedback'.
axiomantic/spellbook 5
-
async-await-patterns
Use when writing JavaScript or TypeScript code with asynchronous operations, fixing promise-related bugs, or converting callback/promise patterns to async/await. Triggers: 'promise chain', 'unhandled rejection', 'race condition in JS', 'callback hell', 'Promise.all', 'sequential vs parallel async', 'missing await'. Enforces async/await discipline over raw promises.
axiomantic/spellbook 5
-
assembling-context
Use when preparing context for subagent dispatch or managing token budgets. Triggers: 'prepare context for', 'assemble context', 'token budget', 'context package', 'what context does the subagent need'. Also invoked by develop during planning and execution phases.
axiomantic/spellbook 5
-
analyzing-skill-usage
Use when evaluating skill effectiveness or comparing skill versions. Triggers: 'how are skills performing', 'skill metrics', 'which skills fire correctly', 'skill invocation analysis', 'compare skill versions', 'analyze skill usage'. Also invoked by skill improvement workflows.
axiomantic/spellbook 5
-
analyzing-domains
Use when entering unfamiliar domains, modeling complex business logic, or when terms/concepts are unclear. Triggers: 'what are the domain concepts', 'define the entities', 'model this domain', 'DDD', 'ubiquitous language', 'bounded context'. Also invoked by develop during research phase.
axiomantic/spellbook 5
-
advanced-code-review
Use when performing thorough code review with historical context tracking. Triggers: 'thorough review', 'deep review', 'review this branch in detail', 'full code review with report'. More heavyweight than code-review; for quick review, use code-review instead.
axiomantic/spellbook 5
-
fractal-thinking
Use when deeply exploring uncertainty, systematically decomposing complex questions, or gaining certainty about multi-faceted problems. Triggers: 'think deeply about', 'explore this recursively', 'I need certainty about', 'decompose this question', 'what am I missing'. Invoked by brainstorming, fact-checking, debugging, and deep-research. NOT for: simple questions with known answers or linear task execution.
axiomantic/spellbook 5
-
fun-mode
Use when starting a session and wanting creative engagement. Triggers: '/fun', 'use a persona', 'be creative', 'make this fun', 'use a character', 'spice it up'. Session-level mode, not task-level.
axiomantic/spellbook 5
-
gathering-requirements
Use when eliciting or clarifying feature requirements, defining scope, identifying constraints, or capturing user needs. Triggers: 'what are the requirements', 'define the requirements', 'scope this feature', 'user stories', 'acceptance criteria', 'what should this do', 'what problem are we solving', 'what are the constraints'. Also invoked by develop during discovery.
axiomantic/spellbook 5
-
generating-diagrams
Use when generating flowcharts, diagrams, dependency graphs, or visual representations of processes, relationships, architecture, or state machines. Triggers: 'diagram this', 'flowchart', 'visualize', 'dependency graph', 'ER diagram', 'state machine diagram', 'class diagram', 'sequence diagram', 'map the relationships', 'draw the architecture', 'how does X connect to Y'. NOT for: simple bullet point explanations, runtime monitoring, or text-only documentation.
axiomantic/spellbook 5
-
instruction-engineering
Use when crafting, improving, or reviewing prompts, system prompts, skill instructions, or any text that instructs an LLM. Triggers: 'write a prompt', 'prompt engineering', 'improve this prompt', 'design a system prompt', 'write skill instructions', 'craft agent instructions'. Also invoked by writing-skills. NOT for: auditing existing prompts for ambiguity (use sharpening-prompts).
axiomantic/spellbook 5
-
isolated-testing
Use when testing theories during debugging, or when chaos is detected. Triggers: "let me try", "maybe if I", "what about", "quick test", "see if", rapid context switching, multiple changes without isolation. Enforces one-theory-one-test discipline. Invoked automatically by debugging, scientific-debugging, systematic-debugging before any experiment execution.
axiomantic/spellbook 5
-
managing-artifacts
Use when generating documents, reports, plans, audits, or deciding where to save output files. Triggers: 'save report', 'write plan', 'where should I put this', 'where does this go', 'output directory', 'save this somewhere'.
axiomantic/spellbook 5
-
merging-worktrees
Use when merging parallel worktrees back together after parallel implementation, combining parallel development tracks, or unifying branches from dispatched parallel agents. Triggers: 'merge worktrees', 'combine parallel branches', 'integrate parallel work', 'all tracks complete', 'bring everything together'.
axiomantic/spellbook 5
-
opportunity-awareness
Triggers after completing substantive work (finishing a todo, returning from subagent, applying non-obvious convention, receiving user correction). Also: 'what should we capture', 'reusable pattern', 'should this be a skill', 'AGENTS.md update', 'knowledge gap'. Behavioral skill loaded at natural pause points.
axiomantic/spellbook 5