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Final submission gate combining full verification, score enforcement, and submission checklist.

Plan reproducible ML experiment runs with parameters and metrics tracking

Systematic prompt engineering methods for AI-assisted academic research workf...

8 finance skills. Trigger: financial modeling, market data, risk analysis, quantitative finance. Design: data sources, quantitative methods, and regulatory frameworks.

Apply linear algebra concepts to research computing and data analysis

Core methods for empirical social science research including surveys and expe...

Set up RSS feeds and alerts to track new publications in your research area

AI-powered scientific writing workflow from outline to polished draft

Checklist-driven academic English polishing and Chinglish correction

Implement user skill change requests with optimization pattern evaluation

Identify EMERGING trends by connecting dots across unrelated sources. Monitor niche communities, academic research, GitHub, patents, funding, regulatory changes. Predict what will trend in 3-6 months based on weak signals.

Measure what matters with proper event tracking, funnels, cohorts, and metrics. Use when setting up analytics, tracking features, or understanding behavior.

1. [Purpose](#purpose)

This skill provides an AI-driven workflow for analyzing SRT subtitle files and adding contextual reference cards below subtitle text blocks. Cards are intelligently selected based on content context a

This skill provides an AI-driven workflow for enhancing SRT subtitle files by comparing them with an original reference document (`origin.md`). The enhancement process corrects typos, standardizes pro

Status: Backlog

Creates a Jobs to be Done canvas capturing the functional, emotional, and social dimensions of a customer job. Use when deeply understanding customer motivations, designing for jobs, or reframing product positioning.

Creates a clear problem framing document with user impact, business context, and success criteria. Use when starting a new initiative, realigning a drifted project, or communicating up to leadership.

Documents the reasoning behind design decisions including alternatives considered, trade-offs evaluated, and principles applied. Use when making significant UX decisions, aligning with stakeholders on design direction, or preserving design context for future reference.

Produces a topic-segmented post-meeting summary for attendees with decisions highlighted and actions captured inline per topic (plus a consolidated action view at the end). Auto-populates topic skeleton from a sibling meeting-agenda when available and reconciles planned vs. actual topics. Accepts transcripts from Zoom, Meet, Otter, Fireflies, Krisp MCP, or manual notes; runs on variable-quality input without blocking.

Cross-meeting archaeology skill. Consumes multiple meeting recaps (or raw notes) over a period and surfaces patterns invisible in any single meeting. Shows how decisions evolved, who has been saying what, where threads are stalling, and where contradictions have emerged. Produces a plain-text timeline, themes with confidence markers, stakeholder position tracking, consolidated decision list, contradiction flags, open items, narrative summary, and prioritized follow-ups.

Documents a strategic pivot or persevere decision with the evidence, analysis, and rationale. Use when evaluating whether to change direction on a product, feature, or strategy based on market feedback.

Audits an existing pm-skills skill against structural conventions and quality criteria. Produces a structured validation report with pass/fail checks, severity-graded findings, and actionable recommendations. Use when checking whether a skill meets repo standards before shipping or after making changes.

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(project) Use when editing any file under plugins/hal-skills/ or plugins/hal-voice/ to bump the plugin version before committing

Encrypt and decrypt files or streams using age — a simple, modern, and secure encryption tool with small explicit keys, passphrase support, SSH key support, post-quantum hybrid keys, and UNIX-style composability. No config options, no footguns.

Publish operational logs over Nostr with public events and private admin messages for sensitive logs.

Post notes, send encrypted messages, and interact with relays using the Nostr protocol.

Score content against the 10 GEO criteria with evidence and prioritized fixes. Use when users ask to score, rate, evaluate, or estimate ranking strength.

Watch subreddits for people describing the problem you solve. Score their relevance. Draft a helpful reply for each match.

Take a competitor's public GitHub repo. Fetch their open issues. Filter noise locally. Cluster into 6 demand categories. Score by real engagement. Output a ranked demand gap report and GTM messaging b

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Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing good results'

Use when writing Go code that returns, wraps, or handles errors — choosing between sentinel errors, custom types, and fmt.Errorf (%w vs %v), structuring error flow, or deciding whether to log or return. Also use when propagating errors across package boundaries or using errors.Is/As, even if the user doesn't ask about error strategy. Does not cover panic/recover patterns (see go-defensive).

Use when deciding whether to use Go generics, writing generic functions or types, choosing constraints, or picking between type aliases and type definitions. Also use when a user is writing a utility function that could work with multiple types, even if they don't mention generics explicitly. Does not cover interface design without generics (see go-interfaces).

Interactive conversational setup wizard for instar. Walks users through initial configuration and identity bootstrapping conversationally.

Spawn, monitor, and communicate with persistent Claude Code sessions running in the background. Use when a task needs to run without blocking the current session, when the user asks to do something in the background, or when a long-running task needs its own context window. Trigger words: background task, spawn session, persistent, run in background, parallel, separate session, async task.

Automatically triggered when Tapestry is first launched on a new environment or lacks dependencies. Intelligently detects environment and installs Tapestry dependencies with user confirmation.

Find the most relevant external agent skills for the current task, then submit grounded feedback about which skills were actually used and useful in the same session. Whenever you start a task, use this skill first.

Simplify code while preserving behavior, public contracts, and side effects. Favor explicit code and local clarity over clever or compressed constructs.

Create atomic commits by staging the right files, analyzing the staged diff, composing a conventional commit message, and optionally pushing.

This skill should be run only when the user explicitly invokes it. Orchestrates end-to-end task implementation — understands the task, assesses complexity, implements directly or via a team of subagents for complex work, and always finishes with a code-polish pass.

**Company:** Series B Healthcare SaaS (80 people)

**Company context:** Series B healthcare SaaS, ~80 employees

This is an in-product profiling survey designed to run during a new user's first session. It routes signups to the correct onboarding path and flags whether the account is a potential buyer or a non-c

A product leader trapped in back-to-back meetings faces a compounding problem: every meeting demands decisions, and every decision depletes a finite cognitive resource. The result is decision fatigue