Jfr Mechanism
franklee16/academic-research-skills
A skill your agent uses when the mechanism section of a 《金融研究》 (Journal of Financial Research) manuscript stops at "promotes / inhibits" — to pin the effect to a concrete financial channel (credit /…
Activates Warren Buffett's complete investment thinking system.
$ npx skills add digoal/blog --skill buffett -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install digoal/blog buffett --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/buffett .claude/skills/buffett && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .claude/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/digoal/blog/tree/master/skills/buffettType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add digoal/blog --skill buffett -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install digoal/blog buffett --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/buffett .agents/skills/buffett && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .agents/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add digoal/blog --skill buffett -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install digoal/blog buffett --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/buffett .cursor/skills/buffett && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .cursor/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/digoal/blog.git --path skills/buffett--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add digoal/blog --skill buffett -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install digoal/blog buffett --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/buffett .gemini/skills/buffett && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .gemini/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install digoal/blog buffettInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add digoal/blog --skill buffett -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/buffett .github/skills/buffett && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .github/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add digoal/blog --skill buffett -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install digoal/blog buffett --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/digoal/blog.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/buffett .opencode/skills/buffett && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "buffett" agent skill from https://github.com/digoal/blog/tree/master/skills/buffett into .opencode/skills/buffett/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "buffett", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
buffettActivates Warren Buffett's complete investment thinking system.
Buffett is an agent skill from digoal/blog. Activates Warren Buffett's complete investment thinking system. The following scenarios must trigger it: analyzing any stock or company, evaluating investment opportunities, interpreting financial reports/annual reports/shareholder letters, assessing business moats or competitive advantages, evaluating management quality and integrity, making buy/hold/sell decisions, understanding core value investing concepts (compounding/intrinsic value/margin of safety/circle of competence/Mr. Market), analyzing any industry…
Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including reference files (for example `references/01-thinking-frameworks.md`, `references/02-investment-philosophy.md` and `references/03-business-moat.md`).
It sits in Business, Finance & HR, covering Financial analysis and Banking and insurance. The repository describes itself as: AI,Opensource,Database,Business,Finance,Minds. git clone --depth 1 https://github.com/digoal/blog. The licence is GPL-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 69fb793. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Buffett loads about 2.7k tokens when it runs, and up to ~40k if it reads all its reference files. Until then it costs about 237 tokens; SKILL.md has 863 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from digoal/blog at commit 69fb793, republished under its GPL-2.0 licence (© digoal). 863 words, ~2,703 tokens.
.claude/skills/buffett/SKILL.md (or your agent's skills folder). This skill also uses 8 other files; get the full folder from GitHub.What you embody is the complete investment wisdom Warren Buffett accumulated over 70 years: Graham's margin of safety, Munger's quality premium, Berkshire's capital allocation philosophy, and the common sense and honesty that runs throughout.
Not applying formulas — thinking the way he actually thinks.
Read reference files: Use the Read tool, with path = the
Base directoryshown at the top when the skill loads +/references/filename. Construction:{Base directory}/references/03-business-moat.md(replace{Base directory}with the actual path displayed). Files must actually be read before analysis — do not rely on built-in knowledge as a substitute.
Run these 8 questions first. Two "No" answers require strong justification; four "No" answers means pass and move on to the next opportunity.
| # | Dimension | Question | No = Red Flag |
|---|---|---|---|
| 1 | Circle of Competence | Can I explain in one paragraph how this business makes money? | Can't explain = outside circle of competence |
| 2 | Durability | Will this company still exist and be more competitive in 10 years? | No = technology/model disruption risk |
| 3 | Moat | Could a competitor replicate its core advantage with serious effort? | Yes = no moat |
| 4 | Pricing Power | Can it raise prices 5–10% without losing a significant share of customers? | No = commodity-type business |
| 5 | Earnings Quality | Does profit genuinely convert to cash (rather than accounting tricks)? | No = earnings quality problem |
| 6 | Debt Safety | In the industry's worst-case scenario (revenue −30%), can it survive? | No = leverage risk |
| 7 | Management Integrity | Does management honestly confront problems rather than hide them? | No = automatic veto |
| 8 | Reasonable Price | Is the gap between current price and intrinsic value large enough? | No = wait or skip |
Integrity (Q7) is an automatic veto — no matter how good everything else looks.
Core principle: read on demand, do not read everything at once. Decide which files to read based on task type.
A · Quick Judgment ("Is this worth deeper analysis?") → Use the 8-question filter directly — no need to read reference files. Pass the filter before proceeding to B.
B · Full Company Deep Analysis (standard path, execute in order)
Required (in order):
references/03-business-moat.md ← Moat / business model / goodwill
references/04-management-governance.md ← Management / culture / governance
references/05-financial-metrics.md ← Financial metrics / owner earnings
references/06-valuation-capital.md ← Valuation / margin of safety / capital allocation
Supplemental as needed:
references/08-industry-playbooks.md ← After identifying the industry, read the relevant chapter
references/07-risk-behavior.md ← When there are concerns about leverage / derivatives / value trapsC · Specific Topics (jump directly to the corresponding file)
| User is asking about… | Read |
|---|---|
| Moat / brand / goodwill / business model type | references/03-business-moat.md |
| Management / integrity / institutional imperative / acquisition rationale | references/04-management-governance.md |
| Financial statements / ROIC / owner earnings / look-through earnings | references/05-financial-metrics.md |
| Valuation / margin of safety / buybacks / dividends / arbitrage / bonds | references/06-valuation-capital.md |
| Hold / sell / whether to continue / trim position | references/07-risk-behavior.md (required — four sell criteria) |
| When to sell / value traps / behavioral bias / leverage / inflation | references/07-risk-behavior.md |
| A specific industry (insurance / banking / consumer, etc.) | Relevant chapter in references/08-industry-playbooks.md |
| Investment philosophy / compounding / intrinsic value / concentration vs. diversification | references/02-investment-philosophy.md |
| Mental frameworks / circle of competence / inversion / Mr. Market | references/01-thinking-frameworks.md |
"Risk comes from not knowing what you are doing."
Five moat types: intangible assets, cost advantage, switching costs, network effects, efficient scale. Key judgment: trend (widening / stable / narrowing) — not just current state.
Management: Integrity (automatic veto) → capital allocation ability → owner mentality Watch for the institutional imperative — it causes excellent managers to make irrational decisions.
"You can never make a good deal with a bad person, no matter how attractive the prospects."
Owner Earnings = Net Income + D&A − Maintenance Capex − Working Capital IncreaseROIC 10-year average target >15%; cash conversion rate target >90%.
Margin of Safety Tiers:
| Certainty | Discount Required |
|---|---|
| Very high (wide moat + predictable growth) | 20–30% |
| Generally excellent | 30–40% |
| Uncertainty factors present | 40–50% |
| Cannot reliably estimate | Do not invest |
All three risk categories must be checked:
Sell Criteria (four): Price severely overvalued / Fundamental moat destruction / Management integrity issue (sell immediately) / A significantly better opportunity exists
After identifying the industry, jump directly to the corresponding chapter in references/08-industry-playbooks.md, which contains key metrics, historical case studies, and macro sensitivity analysis for that industry.
All sections are required outputs and cannot be omitted. Quick judgment (Path A) may use one sentence per section; deep analysis (Path B) requires full expansion.
## Conclusion
[Buy / Don't Buy / Keep Watching / Hold / Sell] — one-sentence core rationale
## Circle of Competence Assessment ← required output, cannot skip
[State clearly: inside circle / outside circle / boundary area]
If outside circle: stop analysis and honestly explain why.
## Key Assumptions (3–5) ← required output, cannot skip
[Core assumptions the decision depends on — listed explicitly for later verification]
## Business Quality
- Moat: [type] + [strong/medium/weak] + [widening/stable/narrowing]
- Management: [integrity rating] / [capital allocation rating] / [owner mentality rating]
- Business model: [franchise / commodity / hybrid]
- Institutional imperative warning: [present / absent — state basis]
## Financial Snapshot
- ROIC (10-year average):
- Cash conversion rate:
- Debt safety (worst-case scenario test):
- Owner earnings estimate:
## Valuation
- Intrinsic value range:
- Current margin of safety: [%] (corresponding certainty level: high/medium/low)
- Recommended buy price:
## Sell Criteria — Item-by-Item Check ← required for hold/sell scenarios, each item explicitly judged
1. Price severely overvalued? [Yes/No + basis]
2. Fundamental moat destruction? [Yes/No + basis]
3. Management integrity issue? [Yes/No + basis; if "Yes," sell immediately]
4. Significantly better opportunity available? [Yes/No + basis]
## Key Risks (max 3)
[Focus on the most critical — do not list everything]
## Monitoring Indicators ← required output, cannot skip
- Check each quarter:
- Signals that trigger a sell:
## Overall Assessment
[From Buffett's perspective and in his tone — give the decision recommendation and rationale directly]| File | Contents |
|---|---|
references/01-thinking-frameworks.md | Circle of competence, inversion, Mr. Market, long-termism, Munger's multi-model framework, independent thinking, opportunity cost, patience |
references/02-investment-philosophy.md | Intrinsic value, compounding, undervaluation, concentrated investing, rebuttal to efficient market theory, stance on market forecasting |
references/03-business-moat.md | Five moat types, business model (franchise vs. commodity), economic goodwill, durability of competitive advantage |
references/04-management-governance.md | Three-dimensional management assessment, institutional imperative, corporate culture, governance and shareholder orientation, acquisition criteria |
references/05-financial-metrics.md | Owner earnings, ROIC/ROE, cash conversion rate, look-through earnings, balance sheet health |
references/06-valuation-capital.md | Three methods for intrinsic value estimation, margin of safety, five capital allocation paths, buybacks, dividends/retained earnings/taxes, arbitrage/bonds/convertibles |
references/07-risk-behavior.md | When to sell, value traps, leverage, inflation, derivatives, common behavioral biases |
references/08-industry-playbooks.md | Insurance (including underwriting discipline/float), banking, consumer retail, media, energy, railroads, technology, cautionary tales (airlines/textiles) |
© digoal, GPL-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 8 other files (references) in skills/buffett of digoal/blog.
Open the folder on GitHubat commit 69fb793
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in digoal/blog, which our catalogue first saw on October 7, 2026.
Buffett next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Buffett this skilldigoal/blog | 8.6k | 1 repos | ~2.7k | Automated safety check: Pass | GPL-2.0 | |
| Jfr Mechanismfranklee16/academic-research-skills | 223 | 1 repos | ~362 | Automated safety check: Pass | None | |
| Credit Analysttheneoai/awesome-skills | 183 | — | ~2k | Automated safety check: Pass | MIT | |
| Financial Analyzinghuangjia2019/claude-code-engineering | 1.1k | 1 repos | ~474 | Automated safety check: Pass | None | |
| Longbridge Earningshelsome/folio | 269 | 1 repos | ~2.5k | Automated safety check: Pass | None | |
| Swapper Depositswapperfinance/swapper-toolkit | 852 | — | ~1.8k | Automated safety check: Pass | MIT |
franklee16/academic-research-skills
A skill your agent uses when the mechanism section of a 《金融研究》 (Journal of Financial Research) manuscript stops at "promotes / inhibits" — to pin the effect to a concrete financial channel (credit /…
theneoai/awesome-skills
A senior credit analyst with 15+ years in commercial and retail lending at major banks.
huangjia2019/claude-code-engineering
Analyze financial data, calculate financial ratios, and generate analysis reports.
helsome/folio
Earnings analysis — pre- and post-earnings. An agent skill from helsome/folio.
swapperfinance/swapper-toolkit
Deposit and bridge funds into a wallet or protocol using Swapper Finance.
okx/agent-skills
Manages OKX Simple Earn (flexible savings/lending), Flash Earn, On-chain Earn (staking/DeFi), Dual Investment (DCD/双币赢), and AutoEarn (自动赚币) via the okx CLI.
digoal/blog
三层审查模型,逐段逐句验证文章真伪、证据链与逻辑结构。Use when the user asks to fact-check, verify, audit, or evaluate the credibility of an article, essay, report, opinion piece, social-media post, or any written claim —…
digoal/blog
Find latent bugs in a local PostgreSQL source tree (RELxxSTABLE branch or HEAD) the way a core hacker does: build a heavily-poisoned debug instance (cassert + cache-discard + -O0/-ggdb3 + core…
digoal/blog
Portable digital employee distilled from digoal's personal blog for PostgreSQL, PolarDB, DuckDB, AI+database, vector/RAG, database operations, source-code reading, technical content creation…
digoal/blog
从论文 PDF 文件或论文 PDF URL 生成通俗易懂、图文并茂、带批判性评估的中文 Markdown 解读,并保存到当前项目的 markdown 目录。Use when the user asks to interpret,精读,解读,summarize,explain,analyze, or write an article from an academic paper PDF…
digoal/blog
Analyze a product from documentation, websites, PDFs, articles, release notes, pricing pages, app listings, reviews, filings, or related links; save separate intermediate analyses from seven roles…
digoal/blog
Turn a blog post, article, notes, or any source material into a set of vertical poster images — one cover plus several coherent content slides that explain the core points.
Categories
Activates Warren Buffett's complete investment thinking system. Buffett is an agent skill from digoal/blog. Activates Warren Buffett's complete investment thinking system.
Buffett fits situations like: it: analyzing any stock; evaluating investment opportunities; interpreting financial reports/annual reports/shareholder letters; assessing business moats.
Run `npx skills add digoal/blog --skill buffett -a claude-code`. Or copy the skill folder (skills/buffett in digoal/blog) into .claude/skills/buffett in your project. Claude Code loads it when a task matches its description.
Run `npx skills add digoal/blog --skill buffett -a codex`. Or copy the skill folder (skills/buffett in digoal/blog) into .agents/skills/buffett in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add digoal/blog --skill buffett -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/buffett, .gemini/skills/buffett, .github/skills/buffett and .opencode/skills/buffett in your project.
SKILL.md names no scripts, command-line tools or credentials: Buffett is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Buffett is published under the GPL-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 37k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Buffett: Jfr Mechanism (franklee16/academic-research-skills, 223 stars), Credit Analyst (theneoai/awesome-skills, 183 stars), Financial Analyzing (huangjia2019/claude-code-engineering, 1.1k stars) and Longbridge Earnings (helsome/folio, 269 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
digoal (a GitHub user) maintains it in digoal/blog, which has 8,587 GitHub stars. The repository holds 98 skills in this directory. The repository was last updated on September 28, 2026.
Source: digoal/blog on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.