/instinct-review
Reviews/promotes/removes instincts from `.claude/instincts/*.md`. Triggers: instinct review, curate instincts, manage instincts, promote instinct.
$ npx -y skills add softspark/ai-toolkit --skill instinct-review --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/instinct-review
Context preview
The summary Claude sees to decide when to auto-load this skill.
Reviews/promotes/removes instincts from `.claude/instincts/*.md`. Triggers: instinct review, curate instincts, manage instincts, promote instinct.
SKILL.md
instinct-review.SKILL.mdname: instinct-review
description: "Reviews/promotes/removes instincts from `.claude/instincts/*.md`. Triggers: instinct review, curate instincts, manage instincts, promote instinct."
effort: low
user-invocable: true
argument-hint: "[--list | --promote <id> | --remove <id> | --clear]"
allowed-tools: Bash, Read, Write, Glob
/instinct-review - Manage Learned Instincts
$ARGUMENTS
What This Does
Manages the instinct system: project-local behavioral notes that Claude loads at the start of a session.
Instincts are markdown files in `.claude/instincts/`, loaded at session start by `session-start.sh` whenever any exist (set `AI_TOOLKIT_HOOK_QUIET=1` to suppress).
Commands
List all instincts
/instinct-review --list
Shows all instincts with confidence scores and source sessions.
Review and curate
/instinct-review
Interactive review: shows each instinct and asks promote/remove/keep.
Promote instinct (always apply)
/instinct-review --promote <filename>
Remove instinct
/instinct-review --remove <filename>
Clear all instincts
/instinct-review --clear
How Instincts Work
1. **Authoring**: Instinct files are written by hand — one markdown file per pattern in `.claude/instincts/`. There is no automatic session-end extractor today (see [When NOT to Use](#when-not-to-use)). 2. **Storage**: `.claude/instincts/<pattern-name>.md`, each carrying a confidence score (see format below). 3. **Loading**: At session start, `session-start.sh` loads every instinct file into context whenever any exist. No instincts on disk means nothing is loaded; set `AI_TOOLKIT_HOOK_QUIET=1` to suppress. 4. **Curation**: Use `/instinct-review` to list, promote, remove, or clear them.
Instinct Format
# Pattern: [pattern name]
Confidence: 0.85
Sessions: 3
Last seen: 2026-03-25
[Description of the pattern or preference]
Steps
1. Run `ls .claude/instincts/ 2>/dev/null || echo "No instincts yet"` 2. For each instinct file, read it and display confidence/summary 3. Based on `$ARGUMENTS`:
- `--list`: display table of all instincts
- `--promote <id>`: set confidence to 1.0, add "pinned" tag
- `--remove <id>`: delete the file
- `--clear`: delete all files in `.claude/instincts/`
- no args: interactive review of each instinct
4. Report summary of changes made
Rules
- **MUST** list instincts with their source (session ID or date) so the user can judge provenance — anonymous instincts cannot be curated
- **MUST** confirm before `--clear` — this action is irreversible without a backup
- **NEVER** invent or edit instinct content — this skill curates existing files, it does not generate new ones
- **NEVER** promote an instinct with confidence < 0.7 without explicit user approval — low-confidence patterns are often one-off noise
- **CRITICAL**: the user owns the instinct list. Propose changes in interactive mode; apply silently only for explicit `--promote`, `--remove`, `--clear` flags.
- **MANDATORY**: after any destructive operation, print the deleted or modified filenames so the user has an audit trail
Gotchas
- Instincts live in **project-local** `.claude/instincts/`, not in `~/.softspark/ai-toolkit/`. Running this skill in a different project sees a different set — do not treat the list as global state.
- Every instinct file loads into session context by default (whenever the directory is non-empty), so each one costs startup tokens. This is why curation matters — prune aggressively and keep the set small.
- Promoted instincts (confidence = 1.0) load into every session's context, costing tokens. Too many pinned instincts bloat startup. Keep ≤10 pinned.
- Instinct files are plain markdown following the format above. If you accumulate many, a `--clear` and re-author is often cleaner than migrating stale notes after a major toolkit bump.
- The filename (`<pattern-name>.md`) is the identity used by `--promote` and `--remove`. Renaming files manually breaks those flags until the user reopens the review UI.
When NOT to Use
- To **auto-extract** instincts from a session — not implemented. No Stop hook writes instinct files; author them by hand (or via a future extraction tool). This skill curates existing files, it does not generate them.
- To search past session memory — use `/mem-search`
- To edit global toolkit memory files — those live in `~/.claude/projects/*/memory/` and are managed by the auto-memory system, not this skill
- To stop instincts from loading — delete the files with `--clear`, or set `AI_TOOLKIT_HOOK_QUIET=1` to suppress all session-start output. There is no extraction process to disable.
Read more
name: instinct-review description: "Reviews/promotes/removes instincts from `.claude/instincts/*.md`. Triggers: instinct review, curate instincts, manage instincts, promote instinct." effort: low user-invocable: true argument-hint: "[--list | --promote <id> | --remove <id> | --clear]" allowed-tools: Bash, Read, Write, Glob
/instinct-review - Manage Learned Instincts
$ARGUMENTS
What This Does
Manages the instinct system: project-local behavioral notes that Claude loads at the start of a session.
Instincts are markdown files in `.claude/instincts/`, loaded at session start by `session-start.sh` whenever any exist (set `AI_TOOLKIT_HOOK_QUIET=1` to suppress).
Commands
List all instincts
/instinct-review --list
Shows all instincts with confidence scores and source sessions.
Review and curate
/instinct-review
Interactive review: shows each instinct and asks promote/remove/keep.
Promote instinct (always apply)
/instinct-review --promote <filename>
Remove instinct
/instinct-review --remove <filename>
Clear all instincts
/instinct-review --clear
How Instincts Work
1. **Authoring**: Instinct files are written by hand — one markdown file per pattern in `.claude/instincts/`. There is no automatic session-end extractor today (see [When NOT to Use](#when-not-to-use)). 2. **Storage**: `.claude/instincts/<pattern-name>.md`, each carrying a confidence score (see format below). 3. **Loading**: At session start, `session-start.sh` loads every instinct file into context whenever any exist. No instincts on disk means nothing is loaded; set `AI_TOOLKIT_HOOK_QUIET=1` to suppress. 4. **Curation**: Use `/instinct-review` to list, promote, remove, or clear them.
Instinct Format
# Pattern: [pattern name] Confidence: 0.85 Sessions: 3 Last seen: 2026-03-25 [Description of the pattern or preference]
Steps
1. Run `ls .claude/instincts/ 2>/dev/null || echo "No instincts yet"` 2. For each instinct file, read it and display confidence/summary 3. Based on `$ARGUMENTS`:
- `--list`: display table of all instincts
- `--promote <id>`: set confidence to 1.0, add "pinned" tag
- `--remove <id>`: delete the file
- `--clear`: delete all files in `.claude/instincts/`
- no args: interactive review of each instinct
4. Report summary of changes made
Rules
- **MUST** list instincts with their source (session ID or date) so the user can judge provenance — anonymous instincts cannot be curated
- **MUST** confirm before `--clear` — this action is irreversible without a backup
- **NEVER** invent or edit instinct content — this skill curates existing files, it does not generate new ones
- **NEVER** promote an instinct with confidence < 0.7 without explicit user approval — low-confidence patterns are often one-off noise
- **CRITICAL**: the user owns the instinct list. Propose changes in interactive mode; apply silently only for explicit `--promote`, `--remove`, `--clear` flags.
- **MANDATORY**: after any destructive operation, print the deleted or modified filenames so the user has an audit trail
Gotchas
- Instincts live in **project-local** `.claude/instincts/`, not in `~/.softspark/ai-toolkit/`. Running this skill in a different project sees a different set — do not treat the list as global state.
- Every instinct file loads into session context by default (whenever the directory is non-empty), so each one costs startup tokens. This is why curation matters — prune aggressively and keep the set small.
- Promoted instincts (confidence = 1.0) load into every session's context, costing tokens. Too many pinned instincts bloat startup. Keep ≤10 pinned.
- Instinct files are plain markdown following the format above. If you accumulate many, a `--clear` and re-author is often cleaner than migrating stale notes after a major toolkit bump.
- The filename (`<pattern-name>.md`) is the identity used by `--promote` and `--remove`. Renaming files manually breaks those flags until the user reopens the review UI.
When NOT to Use
- To **auto-extract** instincts from a session — not implemented. No Stop hook writes instinct files; author them by hand (or via a future extraction tool). This skill curates existing files, it does not generate them.
- To search past session memory — use `/mem-search`
- To edit global toolkit memory files — those live in `~/.claude/projects/*/memory/` and are managed by the auto-memory system, not this skill
- To stop instincts from loading — delete the files with `--clear`, or set `AI_TOOLKIT_HOOK_QUIET=1` to suppress all session-start output. There is no extraction process to disable.
Professional-grade AI coding toolkit with multi-platform support. Machine-enforced safety, 109 skills, 44 agents, expanded lifecycle hooks, persona presets, experimental opt-in plugin packs, and benchmark tooling — works with Claude Code, Claude Chat/Cowork,
Repo: softspark/ai-toolkit
Other skills on ai-toolkit.
- /ai-toolkit-rules
Mandatory engineering, security, testing, git, performance, quality, and response rules. Claude MUST load this skill for every technical, coding, debugging, review, architecture, DevOps, data, or file-editing task in Chat or Cowork.
Open skill - /mem-search
Search past coding sessions using natural language. Finds relevant observations, decisions, and context from previous work.
Open skill - /a11y-validate
Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. Triggers: a11y, accessibility, WCAG, EAA, ARIA, contrast, keyboard, screen reader.
Open skill - /agent-creator
Creates new specialized agents with frontmatter, tools, delegation. Triggers: new agent, create agent, agent scaffold, specialized agent.
Open skill - /analyze
Analyzes code quality, complexity, patterns across codebase. Triggers: quality report, hotspot scan, code analysis, architecture signal.
Open skill - /api-patterns
REST/GraphQL API design: naming, versioning, pagination, idempotency, OpenAPI. Triggers: API design, REST, GraphQL, OpenAPI, Swagger, idempotency, rate limit.
Open skill

