AIDiveForge AIDiveForge

Skill Forge

A skill is a portable skill.md file — YAML frontmatter plus a markdown body — that you drop into Claude Code, Cursor, Windsurf, Copilot, or any other AI tool that reads project instructions. Every entry here downloads in the format you need, and carries a community-verified compatibility matrix showing which tools it actually works with.
Browse by category below, or contribute a skill you've built.

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Research & Analysis Intermediate

Literature Map Builder

Cluster a set of papers into a topic map with methodology and findings per cluster, then surface the whitespace where nobody is working yet.

📊
Research & Analysis Beginner

Competitor Feature Matrix

Turn a list of competitor URLs into a normalized feature and pricing matrix you can paste into a deck — without the 'plan names mean different things at each company' problem.

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Research & Analysis Advanced

Statistical Claim Checker

Validate every quantitative claim in an article against the source data it cites, flagging numbers that are unsupported, outdated, or selectively quoted.

✂️
Writing & Editing Beginner

Draft Tightener

Cut 20 percent of a draft while preserving the argument, using sentence-level surgery instead of paragraph deletion.

🎭
Writing & Editing Intermediate

Tone Translator

Rewrite the same content across four target tones — formal, casual, authoritative, friendly — while preserving every fact and callout, for multi-channel posting from a single source.

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Writing & Editing Advanced

Fact-and-Source Annotator

Annotate every factual claim in a draft with a source URL and confidence level, blocking publication until each claim is cited or marked opinion.

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Code & Development Intermediate

Migration Plan Writer

Draft an incremental database migration plan with rollback gates from a before/after schema diff — no single-shot migrations that can't be reversed.

🕳️
Code & Development Advanced

Test Gap Finder

Combine coverage data with mutation-testing survivors to produce a ranked list of untested behaviors — the ones most likely to ship bugs.

📜
Code & Development Beginner

API Changelog Generator

Diff two OpenAPI specs into a human-readable changelog with breaking-change flags, ready for release notes.

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Data Extraction & Parsing Beginner

Receipt OCR Normalizer

Extract vendor, line items, tax, and total from a photo of a receipt into a single clean JSON row — ready for expense systems.

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Data Extraction & Parsing Intermediate

HTML-to-Dataset Extractor

Turn a repetitive HTML listing page (directory, catalog, search result) into a flat CSV with a self-verifying schema — no per-site selectors to maintain.

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Data Extraction & Parsing Intermediate

Email Thread Reducer

Collapse a long email thread into a deduped timeline of decisions, open questions, and action items — for when you're added to a 40-message chain.

📣
Productivity & Ops Beginner

Standup Note Synthesizer

Merge individual standup bullets from multiple people into a single team digest with blockers surfaced to the top.

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Productivity & Ops Intermediate

Runbook Skeleton

Produce a first-draft runbook from a postmortem — detection, diagnosis, mitigation, rollback — so the next incident has a template to follow.

🎯
Productivity & Ops Advanced

OKR Draft Critiquer

Score draft OKRs against SMART criteria and the outcome-not-output rule, with suggested rewrites for each failing key result.

🗣️
Design & Media Intermediate

Brand Voice Extractor

Sample existing marketing copy to produce a voice guide — do/don't, vocabulary, rhythm rules — that new drafts can be checked against.

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Design & Media Beginner

Accessibility Contrast Audit

Walk a page's color tokens and flag every pair that fails WCAG AA, with a suggested minimal adjustment to pass.

📢
Design & Media Intermediate

Ad Creative Variant Generator

Generate headline and body variants respecting platform character limits and style rules, then rank them on a clarity and hook rubric.

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Search & Retrieval Advanced

Vector Index Health Check

Probe a vector index for near-duplicate embeddings, orphaned chunks, and stale source docs — the three silent killers of RAG quality.

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Search & Retrieval Intermediate

Query Reformulation Expander

Expand a user query into 3-5 rewrites plus a HyDE-style synthetic passage, then aggregate retrieval results for measurably better recall.

🕸️
Search & Retrieval Advanced

Citation Neighborhood Walker

Given a seed paper, build a 2-hop citation graph and rank neighbors by relevance to a given thesis — a literature survey that's actually grounded.

💾
Agents & Workflows Advanced

Long-Running Task Checkpointer

Wrap an agent loop so every step snapshots state to disk, letting a crashed agent resume from the last good state instead of restarting from scratch.

🛑
Agents & Workflows Intermediate

Tool-Call Budget Guard

Cap an agent's tool calls with per-tool budgets and graceful degradation when exhausted — so runaway agents don't blow through API quotas.

🧩
Agents & Workflows Advanced

Self-Correcting Schema Agent

An agent that retries JSON generation with schema violation feedback until the output validates — or a budget is exhausted.

📻
Voice & Audio Intermediate

Podcast Chapter Generator

From an episode transcript, produce timestamped chapter markers with topic labels ready for Apple Podcasts and YouTube chapters.

🎚️
Voice & Audio Advanced

Speaker Diarization Cleanup

Correct auto-diarized transcripts by merging short speaker swaps and relabeling anonymous speakers from known-voice samples.

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Voice & Audio Beginner

Audio Silence Trimmer

Find and remove long silences, ums, and ahs in raw audio with configurable thresholds — for podcast and voiceover cleanup.

🎞️
Image & Video Intermediate

B-Roll Gap Finder

Scan a video edit for long talking-head stretches without visual variety and suggest b-roll clips by topic.

🖼️
Image & Video Beginner

Thumbnail A/B Generator

Generate 5 thumbnail variants for a single video using a brand template and a topic prompt — ready for YouTube multi-variant testing.

🪄
Image & Video Intermediate

Product-Shot Background Swap

Replace a product photo's background using a reference palette while preserving the product's reflections and shadows.

🎯
Design & Media Intermediate

Landing Page Copy Audit

Score landing page copy on clarity, CTA strength, and conversion fundamentals — deliver a prioritized rewrite plan in one pass.

Data Extraction & Parsing Intermediate

PDF Structure Extraction

Parse a PDF into a structured outline (sections, tables, footnotes) without losing layout semantics.

✓ 1 verified with Claude, ChatGPT
Code & Development Intermediate

SQL Query Writer

Turn natural-language questions into validated, safe SQL against a known schema — with dry-run support.

✓ 1 verified with Cursor, GitHub Copilot, Cody (Sourcegraph)
Research & Analysis Intermediate

Academic Paper Review

Structured critical review of a paper (method, claims, threats to validity) in the voice of a third reviewer.

✓ 1 verified with Claude, Gemini
Code & Development Advanced

Codebase Map

Compress an entire repo into a single LLM-digestible context bundle with an import graph and hot-file list.

✓ 1 verified with Claude, Cursor, Windsurf
Productivity & Ops Beginner

Meeting Summary Template

Turn a raw transcript into a decision-focused recap: outcomes, owners, deadlines, open threads.

✓ 1 verified with Notion AI, Claude, ChatGPT
Research & Analysis Advanced

Prompt A/B Evaluator

Run two prompt variants against a fixed test set, score with a rubric LLM, and tell you which wins (and why).

✓ 1 verified with Claude, Gemini
Data Extraction & Parsing Intermediate

JSON Schema Builder

Generate a valid JSON Schema from example data, with nullability and enum detection baked in.

✓ 1 verified with Claude, ChatGPT
Voice & Audio Advanced

Voice Clone Safety Check

Run a set of consent + provenance checks before a voice cloning job is accepted.

✓ 1 verified with ElevenLabs, Whisper
Agents & Workflows Advanced

Browser Testing Agent Loop

Agentic loop that exercises a web app like a new user, files bug reports with screenshots + reproduction steps.

✓ 1 verified with Claude
Image & Video Beginner

Diffusion Prompt Library

A curated, tagged prompt library for diffusion models with negative-prompt presets and CFG/sampler defaults.

✓ 1 verified with Midjourney, Stable Diffusion, Flux
Search & Retrieval Intermediate

Quote Attribution Verifier

Check every quoted sentence in a draft against the original source to catch misattribution and paraphrasing.

✓ 1 verified with Perplexity, Claude
Writing & Editing Beginner

Editorial Style Matcher

Rewrite a draft to match a target publication's house style (sentence length, voice, diction) without changing meaning.

✓ 1 verified with Claude, Notion AI