A production-ready library of and for Claude Code — covering thinking frameworks, research, writing, design, data/ML, corporate finance, game theory, fantasy baseball, an evolutionary 10-agent FIFA...
Обзор
A production-ready library of and for Claude Code — covering thinking frameworks, research, writing, design, data/ML, corporate finance, game theory, fantasy baseball, an evolutionary 10-agent FIFA...
README
Claude Code Skills Collection
A production-ready library of 262 skills and 75 orchestrating agents for Claude Code — covering thinking frameworks, research, writing, design, data/ML, corporate finance, game theory, fantasy baseball, an evolutionary 10-agent FIFA World Cup fantasy backroom, household personal finance, a 9-agent team for growing a Substack publication, and a 9-agent learning studio for becoming a contributor to ML-driven crop genetics / genomic selection. Also included: five reusable primitives for gated, verifiable research pipelines, and a 3-agent narrative team that turns researched evidence into structured long-form nonfiction.
Install in 30 seconds:
/plugin marketplace add lyndonkl/claude
/plugin install thinking-frameworks-skills
Note: Two skills need something installed separately:
markdown-to-pdfneedspandocand a LaTeX engine, andreadability-checkneeds thetextstatPython package. See Optional dependencies below. Every other skill works out of the box.
I want to…
Pick the fastest entry point for what you’re trying to do. Most users start with an agent (which orchestrates many skills); power users invoke skills directly.
| I want to… | Start here |
|---|---|
| Value a company / analyze an M&A target / plan an IPO | company-analyst, acquisition-analyst, ipo-strategist, special-situations-analyst |
| Research a thematic macro trend cluster (AI compute cycle, demographic shift, climate transition, etc.) | macroeconomic-analyst |
| Reverse-engineer a real product’s vision / strategy / tactics / ML and system architecture from public material | product-strategist |
| Decide how to allocate capital (debt / dividends / projects) | capital-allocation-strategist |
| Manage my Yahoo Fantasy Baseball team | mlb-fantasy-coach + 6 MLB specialists |
| Run my FIFA World Cup Fantasy squad (evolutionary boards — agents propose, you decide) | wc-director + 9 team agents |
| Run my household finances from PDF statements (drop in, briefing + dashboard out) | household-cfo + 8 household specialists |
| Write a paper / grant / recommendation letter | scientific-writing-editor |
| Improve any piece of writing (blog, memo, essay) | writing-assistant |
| Turn a pile of research into structured long-form nonfiction (find the shape, then write it) | narrative-architect → scenewright, with writing-assistant |
| Make a calibrated forecast or probability estimate | superforecaster |
| Design a dashboard, viz, or UI grounded in cognition | cognitive-design-architect |
| Build a GraphRAG / knowledge-graph retrieval system | graphrag-specialist |
| Design equivariant / symmetry-aware neural networks | geometric-deep-learning-architect |
| Build geometric intuition for ML math (attention, PCA, eigenvectors, high-dim spaces) | math-intuition-coach |
| Get a weekly digest of new bioRxiv / medRxiv / PubMed / arXiv papers (life sciences + CS / ML) against my keyword watchlist | literature-scan-coach → paper-synthesizer |
| Grow my Substack / publish intuition-first ML & systems essays | librarian, intuition-builder, editor + 6 more |
| Learn ML-driven crop genetics / genomic selection (experiential study → notes → publish in public) | biostat-tutor, biostat-assessor, biostat-editor + 6 more |
| Build a personalized schedule for a conference (ingest the program → cluster themes → a few grounded questions → optimized plan) | conf-director + 5 specialists |
| Run a gated research pipeline where every number is sourced, attacked, and verified before anything is built on it | market-era-historian, series-archaeologist, mechanism-analyst, claim-verifier, stage-auditor |
| Use just one tool (no agent) | Browse the Skills Index below |
How the pieces fit together
flowchart LR
U([What do you need?]) --> D{Task}
D -->|Analyze a company| CA[company-analystacquisition-analystipo-strategist]
D -->|Analyze a product| PS[product-strategist]
D -->|Write something| WA[writing-assistantscientific-writing-editor]
D -->|Structure + write research| NA[narrative-architectscenewright]
D -->|Forecast / decide| SF[superforecaster]
D -->|Design / visualize| CD[cognitive-design-architect]
D -->|Fantasy baseball| MLB[mlb-fantasy-coach+ 6 specialists]
D -->|World Cup fantasy| WC[wc-director+ 9 team agents]
D -->|Household finances| HF[household-cfo+ 8 specialists]
D -->|Knowledge retrieval| GR[graphrag-specialist]
D -->|Symmetry-aware ML| GDL[geometric-deep-learning-architect]
D -->|Math intuition| MI[math-intuition-coach]
D -->|Weekly paper digest| LSC[literature-scan-coach→ paper-synthesizer]
D -->|Learn crop genomics| BIO[biostat-tutor+ 8 specialists]
D -->|Plan a conference| CONF[conf-director+ 5 specialists]
D -->|Gated research pipeline| RP[market-era-historianseries-archaeologistmechanism-analystclaim-verifierstage-auditor]
D -->|One-off tool| SK[Skills Index ▾]
CA & PS & WA & NA & SF & CD & MLB & WC & HF & GR & GDL & MI & LSC & BIO & CONF & RP --> S[(262 skills)]
SK --> S
Orchestrating Agents
Agents detect your need and route to the right skills. Each agent’s page documents the skills it orchestrates and the workflow it runs.
| Agent | Domain |
|---|---|
| writing-assistant | Any writing task — structure, revision, stickiness, pre-publish gate |
| scientific-writing-editor | Manuscripts, grants, letters, reviewer responses, career docs |
| narrative-architect | Researched corpus → validated narrative architecture. Evidence ledger, form triage, designing principle, opposition web, beat map. Selects the structure (or reports that the material has none) and never drafts |
| scenewright | Executes an architecture into prose. SCAM scenes, POV and distance, ladder of abstraction, number handling, Hart’s nine line passes. Source-bound, and escalates what it cannot fix at its own layer |
| superforecaster | Forecasting and probability via 5-phase calibrated pipeline |
| cognitive-design-architect | Cognitive design, information architecture, D3 viz, fallacy check |
| geometric-deep-learning-architect | Symmetry discovery → group ID → equivariant architecture |
| math-intuition-coach | 3Blue1Brown-style geometric intuition for any ML/data math (attention, PCA, gradients, high-dim spaces) |
| literature-scan-coach | Single entry point for a weekly literature-scan project; routes weekly / catch-up / on-demand / re-synthesize intents and spawns paper-synthesizer per run with the right parameters |
| paper-synthesizer | Worker for literature-scan-coach. One window, one digest. Fetches bioRxiv / medRxiv / PubMed / arXiv, filters, clusters by theme, writes the layered-reasoning synthesis with paper links |
| skill-creator | Orchestrates Adler’s six-step methodology to transform a methodology document (PDF, markdown, paper, framework guide) into a properly structured Claude Code skill — SKILL.md + resources + rubric |
| graphrag-specialist | Knowledge graph construction, embedding fusion, retrieval orchestration |
| company-analyst | End-to-end company valuation → buy/sell/hold recommendation |
| special-situations-analyst | Distressed / private / high-growth / financial-firm valuation |
| macroeconomic-analyst | Deep thematic research on one trend cluster — sub-trends, value chains, beneficiary archetypes, pricing-in assessment, watch-indicators |
| product-strategist | Outside-in layered analysis of a real product — vision, strategy, tactics, operational surface, system & ML architecture map, strategist synthesis |
| capital-allocation-strategist | Financing mix, dividends/buybacks, project investment |
| acquisition-analyst | M&A standalone + synergy + max bid |
| ipo-strategist | Pre-IPO → post-IPO valuation and pricing range |
| mlb-fantasy-coach | Primary Yahoo Fantasy Baseball orchestrator; morning briefs |
| mlb-lineup-optimizer | Daily start/sit with advocate + critic variants |
| mlb-waiver-analyst | Weekly add/drop and FAAB bid sizing |
| mlb-streaming-strategist | Weekly pitching plan, two-start SPs, spot starts |
| mlb-trade-analyzer | On-demand trade offer evaluation with always-counter ladder |
| mlb-category-strategist | Weekly push/punt plan across the 10 H2H categories |
| mlb-playoff-planner | July-onward positioning for weeks 21–23 playoff window |
| wc-director | FIFA World Cup Fantasy main-thread orchestrator — runs the evolutionary generation loop, presents decision boards, the manager decides |
| wc-strategist | Population member — one archetype genotype per parallel spawn, builds a complete candidate squad/plan |
| wc-evolution-engine | Fitness, variance-clique selection, building-block crossover + repair, mutation, diversity guard |
| wc-synthesis | Lens fan-in reconciler — integrates advocate/critic verdicts, preserves residual dissent, never argmaxes |
| wc-scout | Player minutes/role/set-piece/fitness data spine via live web search |
| wc-fixture-analyst | Fixture difficulty, progression odds (2026 best-thirds math), mismatches, swing calendar |
| wc-squad-architect | Feasibility, value-per-million, transfers, Wildcard rebuild scoping, fragility scan |
| wc-matchday-tactician | XI, captain ladder, bench order by kickoff, manual-sub triggers — the in-round 20–40 pts edge |
| wc-chip-strategist | Times the five chips across the tournament horizon (deploy vs hold) |
| wc-ownership-analyst | Effective ownership, template vs differential, field over-concentration, mini-league rival leverage |
| household-cfo | Master orchestrator + synthesizer for the household finance team; runs per-drop, monthly, and ad-hoc chat |
| household-intake-classifier | Per-PDF document classification + manifest + account matching |
| household-bookkeeper | PDF → reconciled, deduplicated, categorized JSON store with append-only commit |
| household-spending-analyst | Category trends, recurring detection, 60-day cash-flow forecast, seasonal calendar |
| household-bills-vigilance | Missed bills, duplicate / fraud / anomaly / fee scans with severity-tagged alerts |
| household-savings-debt | Goals, emergency fund, debt strategy, mortgage prepay math, rewards optimization |
| household-investment-retirement | Portfolio drift, contribution optimization, TLH with wash-sale awareness, retirement projection |
| household-tax-compliance | Document tracking, deduction tracker, HSA receipt vault, year-end packet for CPA |
| household-dashboard-designer | Weekly static HTML dashboard with cognitive-design + storytelling + fallacy guard |
| librarian | Ingest + tag + index a Substack writer’s corpus; topic ledger maintenance |
| intuition-builder | 5 distinct framings (everyday / physical / contrarian / historical / counterfactual) per technical topic |
| editor | Two-pass voice + structural review of drafts; voice gate before publish |
| distribution-translator | Turn published essays into Substack Note / X thread / LinkedIn post / cross-post blurb |
| growth-analyst | Weekly Substack CSV → rolling baseline → attribution → per-section report |
| trend-scout | Weekly ML/systems signal digest from ~35 curated intuition-first sources |
| technical-reviewer | Pre-publish claim check — simplified / wrong / contested / overclaim classification with primary sources |
| curator | Every 4-6 weeks: section map maintenance; active + reactive; handles per-section voice overlays |
| growth-strategist | Quarterly (rolling 13-week) strategic zoomout with uncomfortable questions and kill list |
| biostat-tutor | Socratic experiential (Kolb) tutor for one learning module; never summarizes — draws the claim out and routes it to an evergreen note |
| biostat-assessor | Closed-book Bloom-tagged probing; mastery banding; expanding-interval spaced-repetition scheduling |
| biostat-lab | Lab + project mentor; designs and reviews experiential genomics projects; enforces cross-validation and predict-then-check |
| biostat-coach | Curriculum coach; tracks phase/module progress and pacing; surfaces the spaced-repetition queue |
| biostat-scribe | Generative vault-style note/post writer from the learner’s own evergreen claims (provenance-tracked) |
| biostat-editor | Advisory-only editor for dictated essays — directs structure, flags grammar, suggests language; never rewrites unless told (read-only by design) |
| biostat-emergence | Bottom-up clustering of evergreen notes into structure notes (4+ to form a cluster, >12 to split) |
| biostat-health | Vault + curriculum health audit — orphans, duplicate claims, weak titles, status drift, overdue reviews |
| biostat-viz | Interactive D3 genetics/genomics visualizations for the docs/ site; delegates design review to cognitive-design-architect |
| conf-director | Conference-schedule pipeline orchestrator — runs ingest → cluster → elicit → schedule, gates on per-stage confidence, guards its invariants, surfaces conflicts, never auto-commits (reusable across conferences) |
| conf-program-ingestor | Stage 1 — parses a conference program into confidence-scored event records + axes; fans out enrichment |
| conf-enrichment-researcher | Isolated web-research sub-worker — thickens one thin abstract with provenance + confidence |
| conf-theme-cartographer | Stage 2 — embed-then-label clustering into 6–8 themes + outlier bucket + soft multi-membership affinities |
| conf-preference-elicitor | Stage 3 (interactive) — a few grounded, choice-based questions over an uncertainty region, with deliberate outlier probes; builds the preference profile |
| conf-schedule-optimizer | Stage 4 — constraint optimization under user-owned weights; protects contiguous free time; surfaces unbreakable conflicts |
| market-era-historian | Reconstructs how a market worked in one bounded period — fills a provided field schema with sourced, calibrated claims; built for parallel fan-out across periods |
| series-archaeologist | Assembles decades-long datasets from incompatible sources — per-point provenance, a concordance of definitional breaks, documented bridges, no silent splices |
| mechanism-analyst | Worked-number analysis of a market mechanism or deal economics vs named rivals — machine-checkable arithmetic plus a simulation-ready parameterization |
| claim-verifier | Refute-first adversarial verification of a claim batch — independent re-sourcing, re-derivation, interval and grade challenge; confirmed / adjusted / rejected / unverified |
| stage-auditor | The automated gate between pipeline stages — runs a contract’s deterministic checks, judges the rest, emits pass/fail plus a remediation payload; audits, never repairs |
Optional native dependencies
A small number of skills wrap native command-line tools and only work if those tools are installed on the user’s machine. All such skills are optional. If a required tool is missing, the skill exits immediately with the exact install commands; nothing breaks silently and the rest of the library continues to work normally.
If you do not want to install the tools below, simply do not invoke the skills that need them. Every other skill in this repository, and every agent that does not include one of these skills in its pipeline, works without any additional native dependencies.
Skills with native dependencies
| Skill | Native dependency | Why it’s needed | Install (macOS) | Install (Linux / Debian) |
|---|---|---|---|---|
markdown-to-pdf |
pandoc and a LaTeX engine (xelatex) |
Renders a finished markdown report to an analyst-style PDF. The LaTeX engine produces the typography. Without these tools the skill cannot run; it has no fallback rendering path. | brew install pandoc basictex``sudo tlmgr update --self``sudo tlmgr install xetex |
sudo apt install pandoc texlive-xetex texlive-fonts-recommended |
readability-check |
textstat (Python package) |
Computes the five readability formulas. Without it the skill prints the exact install command and exits; it does not guess scores. | python3 -m pip install --user textstat |
python3 -m pip install --user textstat |
basictex on macOS is about 90 MB. Do not install mactex unless you specifically need the full LaTeX stack (~5 GB).
Agents that invoke these skills
Currently only one agent pipeline includes a dependency-requiring skill:
product-strategistcallsmarkdown-to-pdfin its final step to render the finished strategist report.
If you run product-strategist without pandoc or xelatex installed, the agent still produces its primary markdown report; only the PDF rendering step is affected, and the agent will surface the install instructions in that case. You can install the tools later and re-render any past markdown report on demand.
Skills Index
262 skills across 8 super-categories. Every skill’s full methodology, templates, and evaluation rubric live in its SKILL.md — click any entry to drill in.
Installation
Option 1 — Plugin (recommended)
/plugin marketplace add lyndonkl/claude
/plugin install thinking-frameworks-skills
All 261 skills become available immediately. Claude invokes them automatically based on your request and each skill’s trigger description.
Using Skills
Skills activate automatically when you use matching trigger phrases — no manual invocation needed.
"Help me decide between three options..." → decision-matrix
"I need to run user interviews..." → discovery-interviews-surveys
"Value this company for acquisition..." → acquisition-analyst (agent)
"What should I stream at pitcher this week?" → mlb-streaming-strategist (agent)
"My chicken keeps coming out dry..." → chef-assistant
Contributing
Fork, branch, and PR. Follow the skill structure above — SKILL.md under 300 lines, self-assess against the rubric (target ≥ 3.5), and include trigger phrases in the YAML description so Claude can auto-invoke.
Resources
License
Open source; use freely with Claude Code. Individual skills carry their own attributions.
Acknowledgments
Skills draw on established frameworks and practitioners:
- Thinking: Bayesian reasoning, causal inference, dialectics, first principles
- Research: Jobs-to-be-done (Christensen), design of experiments (Box, Taguchi), user research (Torres, Ulwick)
- Decision-making: Multi-criteria analysis, expected value, risk analysis
- Corporate finance: Damodaran’s valuation curriculum
- Writing: Story structure (McKee, McPhee), clarity (Zinsser, Pinker, King), SUCCESs (Heath)
- Culinary: Technique (Pépin, Child, López-Alt), food science (McGee, Sharma), cultural cooking (Bourdain, Chang, Ottolenghi)
Рекомендуемые инструменты
Попробуйте другой запрос или уберите фильтр.
Установка
npx skillfish add lyndonkl/claude