mapping-from-excel

mapping-from-excel is a skill for Claude Code from TIBCOSoftware/flogo-enterprise-hub. It costs 19 tokens per session (6,146 once invoked), scanned A, original, Apache-2.0.

A guide for creating a Flogo workflow from an Excel mapping, where spreadsheet rows describe how input fields become output fields.

In plain words
What is it for?
Use it to read field mappings from Excel and build a Flogo project with a flow, timer trigger, mapper, logger, schemas, and field transformations.
Why use it?
It translates a business mapping document into the exact Flogo activities, expressions, and commands needed for the workflow, avoiding common path and syntax errors.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter. Also seen: reads .claude/ paths.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is wb = openpyxl.load_workbook('<excel-file>') # full path or ../ExcelFile.xlsx if in <FLOGO_APPS_DIR>.

Good fit Use it to read field mappings from Excel and build a Flogo project with a flow, timer trigger, mapper, logger, schemas, and field transformations.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/TIBCOSoftware/flogo-enterprise-hub
agentmods
npx agentmods add skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel

Made for: Claude Code.

Wrote this? Show the measurements

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README.md
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Your own site · 80×15
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Per session 19 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,146 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00019 $0.06146
Opus 5.5 $0.00008 $0.02458
Sonnet 5.5 $0.00004 $0.01229
Haiku 4.5 $0.00002 $0.00615

Measured 13d ago against content hash 7054bce0f631, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

mapping-from-excel scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills-library/.claude/skills/mapping-from-excel/SKILL.md · 282 lines

How it starts

The opening of the file, as written. The whole thing — 282 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Preflight: run python -c "import openpyxl" first (pip install openpyxl if the import fails). flogobuild version && flogobuild list-context && go version are only needed when building the generated app — flogobuild from the TIBCO downloads page, Go from go.dev/dl (see AGENT.md → Prerequisites and preflight).

Build a Flogo app that performs the field mappings described in an Excel file. The number of mapper activities matches the number of sheets in the workbook — one mapper per sheet, chained in declaration order — and they all feed a log activity fired by a timer trigger.

For mapping mechanics — mm, sms, source syntax ($activity / $property / $flowctx / $loop), @foreach, function packages — defer to the fda-mapping skill. For the underlying fda command reference and the full "Things to avoid" list, defer to the fda skill. This skill is just the per-Excel workflow.

Before you start

  1. Read config.md first (the one next to this skill under .claude/skills/) for FLOGOBUILD_CONTEXT_NAME, the Flogo apps folder, and CLI paths. Never hardcode a context name or a secret.
  2. Print the CLI tool path and version before running any commands — e.g. fda version and flogobuild version from their configured paths (neither CLI accepts --version).
  3. Working directory: run all fda / flogobuild commands from the Flogo apps directory named by FLOGO_APPS_DIR in config.md — resolved relative to config.md (which lives at skills-library/.claude/skills/config.md); the default ../../Flogo_Apps points at skills-library/Flogo_Apps/, the same folder whether you opened the hub root or skills-library (create apps there, never in skills-library/). The .flogo files are created here; executables go to <FLOGO_APPS_DIR>/../bin (i.e. skills-library/bin/).
  4. Windows / Git Bash: prefix any fda call whose value starts with / (or contains a URL) with MSYS_NO_PATHCONV=1 so paths aren't mangled. Harmless on Linux/Mac. See the fda skill for details.

Read the full file on GitHub · 282 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago Changed · +147 lines 7054bce0f631
  2. 2mo ago First seen · 135 lines · 19 tokens per session scan A 909180e53233

Subscribe to this mod's changes

mapping-from-excel is a skill published in the GitHub repository TIBCOSoftware/flogo-enterprise-hub (14 stars, last pushed 13d ago), licensed Apache-2.0. It adds 19 tokens to every session and 6,146 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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