Skill rating
278 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 1 | A | This skill should be used when the user asks to "add logging to bash script", "colorize output", "implement log levels", "CI/CD sections", "terminal colors in bash", or mentions logging functions, emo | 100 | 96 | D | — | ★ 67 | 20 h ago | |
| 2 | A | Use when analyzing failing test cases to determine whether failures indicate genuine bugs or test implementation issues. Activates on "analyze failing tests", "debug test failures", "investigate test | 100 | 92 | C | — | ★ 67 | 20 h ago | |
| 3 | A | Use when building dependency-free Python 3.11+ scripts for airgapped, stdlib-only, or restricted environments where third-party package installation is prohibited — triggers on "stdlib-only", "airgapp | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 4 | A | This skill should be used when the user asks to "write a bash script", "create a shell script", "implement bash function", "parse arguments in bash", "handle errors in bash", or mentions bash developm | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 5 | A | This skill should be used when the user asks about "POSIX compatibility", "portable shell scripts", "cross-shell compatibility", "bashisms", "shebang selection", or mentions writing scripts that work | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 6 | A | perl-developmentGeneratorSoftware developmentWriting and documentsJamie-BitFlight/claude_skillsAgent Skills This skill should be used when the user asks to "write a Perl script", "create Perl code", "modern Perl best practices", "Perl 5.30+", "use strict warnings autodie", or mentions Perl pragmas, subrouti | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 7 | A | Decide which plugin component type to use and how to organize components at scale. Covers the component lifecycle (discovery and activation phases), decision framework for choosing between commands, s | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 8 | A | This skill should be used when the user asks to "validate Perl script", "check Perl syntax", "verify Perl code", "/perl-validate", or mentions script validation, compile check, security review, or bes | 100 | 93 | C | — | ★ 67 | 20 h ago | |
| 9 | A | Use when orchestration or planning agents are producing task plans, task prompts, or TASK.md instructions that must be unambiguous, verifiable, and resistant to hallucination. Applies CLEAR (Concise, | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 10 | A | Use when creating or updating the project skill discovery config — generates or regenerates .dh/skill_discovery.yaml by scanning the repo to infer tech stack, inventorying installed skills via npx ski | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 11 | A | Runs the description-drift experiment — spawns all Claude Code agents simultaneously to collect self-reported capabilities, then compares them against static frontmatter descriptions to reveal how rel | 100 | 90 | C | — | ★ 67 | 20 h ago | |
| 12 | A | brainstorming-skillGeneratorAI and agentsWriting and documentsJamie-BitFlight/claude_skillsAgent Skills You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or when users request help with ideation, marketing, and strategic planni | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 13 | A | Audit agent lifecycle — validates agent execution capability against configuration. Accepts plugin path, runs 8 semantic audits (capability vs config alignment, skill loading correctness, inter-agent | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 14 | A | Audit skill lifecycle by tracing call chains, detecting circular dependencies, finding instruction contradictions, identifying duplicated datasets, analyzing bidirectional coherence, discovering scrip | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 15 | A | Use when extracting specific data points from large agent output transcripts, kaizen analysis reports, or JSONL session files — tool timings, query counts, error summaries, or any structured facts — w | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 16 | A | create-merge-request-changelogAnalyzerGitHubGitLabWriting and documentsSoftware developmentJamie-BitFlight/claude_skillsClaude Code Analyze git branches and generate structured MR/PR descriptions with domain-based change categorization — bug fixes, enhancements, technical debt, documentation, testing, build/CI, and non-functional | 100 | 91 | D | — | ★ 67 | 20 h ago | |
| 17 | A | Create or adapt Claude Code agent definitions. Use when creating an agent, changing subagent configuration, selecting agent scope, or designing a specialized delegation role. | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 18 | A | This skill should be used when the user asks to lint Perl code, run perlcritic, check Perl style, format Perl code, run perltidy, or mentions Perl Critic policies, code formatting, or style checking. | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 19 | A | Use this skill when reviewing, designing, or improving a workshop, lesson, training session, facilitation plan, talk, or educational explanation. Use it when the user provides a topic, concept, or exp | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 20 | A | Use when modifying, converting, or transforming structured data with dasel v3 — in-place mutations, format conversion, batch operations, array manipulation, object construction, and merge patterns acr | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 21 | A | Use when exploring unknown structured data files with dasel v3 — discover schema, list keys, find nested values, sample arrays, identify data types across JSON, YAML, TOML, XML, CSV, HCL, INI formats | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 22 | A | Use when querying, modifying, or converting JSON, YAML, TOML, XML, CSV, HCL, or INI with dasel v3. Complete reference for selectors, functions, conditionals, variables, spread operator, type casting, | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 23 | A | Produces a structured, end-to-end linear walkthrough of an unfamiliar codebase by orchestrating parallel subagents across four phases — discovery, tracing, validation, and synthesis. Use when onboardi | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 24 | A | Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web a | 100 | 91 | C | — | ★ 67 | 20 h ago | |
| 25 | A | agent-browserIntegrationPlaywrightAI and agentsSoftware developmentJamie-BitFlight/claude_skillsAgent Skills Browser automation for AI agents using the agent-browser CLI and Playwright. Use when navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, logging | 100 | 91 | B | — | ★ 67 | 20 h ago | |
| 26 | A | Start a local Git rebase when the user explicitly requests replay of a named source ref, or of the current branch, onto a named target, including a rebase-then-push request, which carries exact-lease | 100 | 89 | D | evals | ★ 67 | 20 h ago | |
| 27 | A | Orchestrator context window discipline enforcement. Prevents the orchestrator from reading source files it will not edit, running diagnostic commands that waste context, and rationalizing delegation b | 100 | 88 | D | — | ★ 67 | 20 h ago | |
| 28 | A | subagent-refactoring-methodologyAnalyzerAI and agentsSoftware developmentJamie-BitFlight/claude_skillsAgent Skills Analysis criteria, transformation patterns, output format, and validation checklist for refactoring Claude Code agent prompt files. Load this skill when preparing to run the subagent-refactorer agent | 100 | 87 | C | — | ★ 67 | 20 h ago | |
| 29 | A | Use when a diff needs four parallel perspective reviewers (Security, Performance, Quality, Accessibility). Creates an ephemeral SAM plan, collects structured verdicts, synthesizes them into one dedupl | 97 | 91 | C | — | ★ 67 | 20 h ago | |
| 30 | A | claude-subagent-referenceReferenceAI and agentsSoftware developmentJamie-BitFlight/claude_skillsAgent Skills Claude Code subagent runtime and plugin-agent reference. Use when creating, configuring, or debugging subagent definitions, nested spawning, startup context, model precedence, or plugin field restrict | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 31 | A | Use when the PLAN artifact from SAM Stage 2 needs contextualization against actual codebase state — grounds the design plan in reality by performing scope analysis (NEW/MODIFY/COMPLETE classification) | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 32 | A | Evaluate a single skill's quality against its stated purpose. Classifies the skill's purpose type, then scores applicable quality categories — universal dimensions always apply; structural dimensions | 100 | 88 | B | — | ★ 67 | 20 h ago | |
| 33 | A | Research community usage patterns, real-world gotchas, and client compatibility for a specific known library, tool, or protocol feature. Use when a technical-researcher orchestrator needs community-so | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 34 | A | Certifies that a feature achieves its original objectives via goal-backward verification (SAM Stage 7). Use when all tasks pass forensic review — starts from expected outcomes, works backwards to veri | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 35 | A | Decomposes a contextualized plan into atomic, independently executable tasks with complete embedded context, registered through the plan API. Use after SAM Stage 3 Context Integration produces the con | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 36 | A | Local codebase analysis research angle — derives behavioral contracts, coding conventions, SKILL.md flow insertion points, and agent data availability maps from actual source files. Use when the block | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 37 | A | Grooms a GitHub milestone for parallel execution — batch-grooms ungroomed items, assesses scope gaps, analyzes cross-item dependencies via Impact Radius overlap, builds conflict groups, assigns items | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 38 | A | Enforce mandatory pre-action verification checkpoints to prevent pattern-matching from overriding explicit reasoning. Use this skill when about to execute implementation actions (Bash, Write, Edit) to | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 39 | A | Executes a groomed milestone with parallel kage-bunshin sessions in isolated worktrees. Use when a milestone has been groomed and /groom-milestone has produced a dispatch plan. Reads the dispatch plan | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 40 | A | Generates one worker task prompt conforming to the CLEAR + selective CoVe task design standard and swarm-task-planner structure. Use when creating or rewriting a single task entry or task block inside | 100 | 87 | B | — | ★ 67 | 20 h ago | |
| 41 | A | Optimize existing CLAUDE.md, SKILL.md, agent definitions, and other AI-facing files for Claude comprehension and economy. Scope: optimization of existing content only — not upstream sync, not read-onl | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 42 | A | Auto-selects and enforces the strongest valid Python typing lane for the detected Python version and dependencies — no user input required. Use when adding or tightening type annotations, eliminating | 100 | 88 | D | — | ★ 67 | 20 h ago | |
| 43 | A | Autonomous feature research and gap analysis. Use when starting /add-new-feature or analyzing existing architecture documents. Explores codebase patterns, identifies ambiguities, and produces feature- | 100 | 87 | A | — | ★ 67 | 20 h ago | |
| 44 | A | memory-and-rulesIntegrationAI and agentsSoftware developmentJamie-BitFlight/claude_skillsAgent Skills Configure and manage Claude Code persistent memory (CLAUDE.md, auto memory, rules) across sessions. Use when setting up project memory, organizing .claude/rules/, managing auto memory files, creating | 100 | 88 | D | — | ★ 67 | 20 h ago | |
| 45 | A | plugin-lifecycleProcedureSoftware developmentWriting and documentsJamie-BitFlight/claude_skillsClaude Code Orchestrate the full plugin development lifecycle from blank canvas to marketplace-ready. Use when creating a new plugin, improving an existing plugin, fixing validation errors, or taking a plugin thr | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 46 | A | Mermaid diagram syntax reference for all diagram types — flowchart, sequence, class, state, ER, gantt, git graph, mindmap, timeline, user journey, pie, quadrant, XY chart, block, sankey, C4, kanban, a | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 47 | A | add-doc-updaterProcedureGitLabWriting and documentsSoftware developmentJamie-BitFlight/claude_skillsClaude Code Add automated documentation updater to any Claude skill. Creates a Python sync script that downloads upstream docs, processes markdown for AI consumption, and maintains local cache with configurable r | 100 | 88 | C | — | ★ 67 | 20 h ago | |
| 48 | A | Integrate MCP servers into Claude Code plugins — covers .mcp.json configuration, plugin.json mcpServers field, server types (stdio, SSE, HTTP, WebSocket), environment variable expansion, tool naming c | 100 | 88 | D | — | ★ 67 | 20 h ago | |
| 49 | A | Per-project plugin configuration via .local.md files — covers the .claude/plugin-name.local.md pattern for storing user-configurable settings with YAML frontmatter and markdown body. Use when implemen | 100 | 88 | D | — | ★ 67 | 20 h ago | |
| 50 | A | Handles TOML configuration file operations in Python using tomlkit for comment-preserving read-modify-write cycles. Use when reading or writing pyproject.toml or any .toml config file, selecting betwe | 100 | 87 | C | — | ★ 67 | 20 h ago |