Agents can sign plugins, rotate credentials without losing identity, and publicly attest to behavior.
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Build auditable Excel workbooks headless with openpyxl — blue/black/green cell conventions, formulas over hardcodes, named ranges, balance checks, sensitivity tables. Use for financial models, audit outputs, reconciliations.
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Produce an .xlsx file on disk using openpyxl. Follow the banker-grade conventions below so the model is auditable, flexible, and reviewable by someone other than the person who built it.
Adapted from Anthropic's xlsx-author and audit-xls skills in the anthropics/financial-services repo. The MCP / Office-JS / Cowork-specific branches of the originals are dropped — this skill assumes headless Python.
./out/<name>.xlsx. Create ./out/ if it does not exist.pip install "openpyxl>=3.0"
Font(color="0000FF")) — hardcoded input a human entered. Revenue drivers, WACC inputs, terminal growth, market data.Font(color="006100")) — link to another sheet or external file.A reviewer can then scan the sheet and immediately see what's an assumption vs. what's computed.
Every calculation cell MUST be a formula string, never a number computed in Python and pasted as a value.
# WRONG — silent bug waiting to happen
ws["D20"] = revenue_prior_year * (1 + growth)
# CORRECT — flexes when the user changes the assumption
ws["D20"] = "=D19*(1+$B$8)"
The only hardcoded numbers permitted:
If you catch yourself computing a value in Python and writing the result, stop.
Use named ranges for any figure referenced from another sheet, a deck, or a memo.
from openpyxl.workbook.defined_name import DefinedName
wb.defined_names["WACC"] = DefinedName("WACC", attr_text="Inputs!$C$8")
# then elsewhere:
calc["D30"] = "=D29/WACC"
Include a Checks tab that ties everything and surfaces TRUE/FALSE:
Example:
checks = wb.create_sheet("Checks")
checks["A2"] = "BS balances"
checks["B2"] = "=IS!D20-IS!D21-IS!D22"
checks["C2"] = "=ABS(B2)<0.01" # TRUE/FALSE
Add the comment AS you create the cell, not later.
from openpyxl.comments import Comment
ws["C2"] = 1_250_000_000
ws["C2"].font = Font(color="0000FF")
ws["C2"].comment = Comment("Source: 10-K FY2024, p.47, revenue line", "analyst")
Format: Source: [System/Document], [Date], [Reference], [URL if applicable].
Never defer sourcing. Never write TODO: add source.
from openpyxl import Workbook
from openpyxl.styles import Font, PatternFill, Alignment, Border, Side
from openpyxl.comments import Comment
from openpyxl.utils import get_column_letter
from pathlib import Path
BLUE = Font(color="0000FF")
BLACK = Font(color="000000")
GREEN = Font(color="006100")
BOLD = Font(bold=True)
HEADER_FILL = PatternFill("solid", fgColor="1F4E79")
HEADER_FONT = Font(color="FFFFFF", bold=True)
wb = Workbook()
# --- Inputs tab ---
inp = wb.active
inp.title = "Inputs"
inp["A1"] = "MARKET DATA & KEY INPUTS"
inp["A1"].font = HEADER_FONT
inp["A1"].fill = HEADER_FILL
inp.merge_cells("A1:C1")
inp["B3"] = "Revenue FY2024"
inp["C3"] = 1_250_000_000
inp["C3"].font = BLUE
inp["C3"].comment = Comment("Source: 10-K FY2024 p.47", "model")
inp["B4"] = "Growth Rate"
inp["C4"] = 0.12
inp["C4"].font = BLUE
# --- Calc tab ---
calc = wb.create_sheet("DCF")
calc["B2"] = "Projected Revenue"
calc["C2"] = "=Inputs!C3*(1+Inputs!C4)" # formula, black
# --- Checks tab ---
chk = wb.create_sheet("Checks")
chk["A2"] = "BS balances"
chk["B2"] = "=ABS(BS!D20-BS!D21-BS!D22)<0.01"
Path("./out").mkdir(exist_ok=True)
wb.save("./out/model.xlsx")
openpyxl quirk: when you merge, set the value on the top-left cell and style the full range separately.
ws["A7"] = "CASH FLOW PROJECTION"
ws["A7"].font = HEADER_FONT
ws.merge_cells("A7:H7")
for col in range(1, 9): # A..H
ws.cell(row=7, column=col).fill = HEADER_FILL
Build with loops, not hardcoded formulas per cell. Rules:
"BDD7EE") and bold.# 5x5 WACC (rows) x terminal growth (cols) sensitivity
wacc_axis = [0.08, 0.085, 0.09, 0.095, 0.10] # center row = base 9.0%
term_axis = [0.02, 0.025, 0.03, 0.035, 0.04] # center col = base 3.0%
start_row = 40
ws.cell(row=start_row, column=1).value = "Implied Share Price ($)"
ws.cell(row=start_row, column=1).font = BOLD
for j, g in enumerate(term_axis):
ws.cell(row=start_row+1, column=2+j).value = g
ws.cell(row=start_row+1, column=2+j).font = BLUE
for i, w in enumerate(wacc_axis):
r = start_row + 2 + i
ws.cell(row=r, column=1).value = w
ws.cell(row=r, column=1).font = BLUE
for j, g in enumerate(term_axis):
c = 2 + j
# Full DCF recalc formula (simplified for illustration).
# In a real model this references the full projection block.
ws.cell(row=r, column=c).value = (
f"=SUMPRODUCT(FCF_range,1/(1+{w})^year_offset) + "
f"FCF_terminal*(1+{g})/({w}-{g})/(1+{w})^terminal_year"
)
# Highlight center cell (base case)
center = ws.cell(row=start_row+2+len(wacc_axis)//2,
column=2+len(term_axis)//2)
center.fill = PatternFill("solid", fgColor="BDD7EE")
center.font = BOLD
openpyxl writes formula strings but does not compute them. Excel recalculates on open, but downstream consumers (auto-check scripts, CI) need computed values.
Run LibreOffice or a dedicated recalc step before delivery:
# LibreOffice headless recalc
libreoffice --headless --calc --convert-to xlsx ./out/model.xlsx --outdir ./out/
Or use a Python recalc helper (see scripts/recalc.py in this skill).
Before writing any formula:
This prevents the cascading-formula-breakage pattern where inserting a header row after formulas are written shifts every downstream reference.
For large models (DCFs, 3-statement, LBO), stop and show the user intermediate artifacts before continuing. Catching a wrong margin assumption before you've built downstream sensitivity tables saves an hour.
Checkpoint pattern:
csv or pandas.to_excel is simpler.Conventions (blue/black/green, formulas-over-hardcodes, named ranges, sensitivity rules) adapted from Anthropic's Claude for Financial Services plugin suite, Apache-2.0 licensed. Original: https://github.com/anthropics/financial-services/tree/main/plugins/vertical-plugins/financial-analysis/skills/xlsx-author
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Agents can sign plugins, rotate credentials without losing identity, and publicly attest to behavior.
日本語の概要は準備中です。原文の説明を表示しています。
专为追求倍速增长的初建学校设计的教师选、育、用、留四环节体系。基于科德高中融合部真实管理经验,结合十部AI Agent架构,将人才管理从校长个人经验升级为可继承、可协同、可沉淀的组织能力。
日本語の概要は準備中です。原文の説明を表示しています。
115 网盘智能管理:扫码登录、文件浏览、搜索、转存、离线下载、智能整理。适用于"登录 115"、"查看文件"、"搜索 xxx"、"转存链接"、"磁力链接"、"整理文件"等场景。
日本語の概要は準備中です。原文の説明を表示しています。
12306-specific knowledge for booking train tickets via the Android app. Covers UC WebView virtual list behavior, proven booking flow, and common pitfalls. Uses appium-android-adb bridge OR direct uiautomator2 for all interaction.
日本語の概要は準備中です。原文の説明を表示しています。
Connect to 163/126/yeah.net (Coremail) email via IMAP, read inbox, search emails, and send emails via SMTP. Activate when user asks to check email, read mail, send email, or monitor inbox on 163/126/yeah.net accounts. Handles the Coremail-specific IMAP ID command requirement that causes "Unsafe Login" errors in standard clients.
日本語の概要は準備中です。原文の説明を表示しています。
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands.
日本語の概要は準備中です。原文の説明を表示しています。