mapping-from-excel

mapping-from-excel is a skill for Claude Code from TIBCOSoftware/flogo-enterprise-hub. It costs 19 tokens per session (1,133 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.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is chmod +x ./bin/<AppName>.

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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Per session 19 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,133 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 $0.01133
Opus 5 $0.00010 $0.00566
Sonnet 5 $0.00004 $0.00227
Haiku 4.5 $0.00002 $0.00113

Measured 10d ago against content hash 909180e53233, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, 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 10d 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 · 135 lines

How it starts

The opening of the file, as written. The whole thing — 135 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Key Facts (verified)

  • Mapper activity type: act_general_mapper
  • Logger activity type: act_general_log
  • Timer trigger type: tr_timer
  • String concatenation in Flogo expressions: use string.concat(a, b) — NOT the & operator
  • Mapper output path: $activity[<activity_name>].output.<field> — NOT .output.output.<field>
  • All set-attribute calls for schemas and mappings need the --force flag (attributes don't pre-exist)
  • create-trigger-handler inline syntax: fda cth <flow-name> <trigger-id>
  • create-activity inline syntax: fda ca <flow-name> <activity-name> <activity-type>

Step 1: Read the Excel file

Read the Excel file using Python (openpyxl). Extract:

  • Column 1 → Input field names
  • Column 2 → Output field names
  • Column 3 → Mapping rules (source expression per output field)
python3 -c "
import openpyxl
wb = openpyxl.load_workbook('<excel-file>')
ws = wb.active
for row in ws.iter_rows(values_only=True):
    print(row)
"

Step 2: Create project, flow, activities, trigger

Run all commands from your Flogo apps directory (e.g. ./Flogo_Apps/).

# Create flow (creates project file if it doesn't exist)
fda create-flow mapping_from_excel -f <AppName>.flogo

# Add activities (automatically linked in sequence)
fda ca mapping_from_excel mapper1 act_general_mapper -f <AppName>.flogo
fda ca mapping_from_excel mapper2 act_general_mapper -f <AppName>.flogo
fda ca mapping_from_excel logger  act_general_log    -f <AppName>.flogo

# Add timer trigger + handler
fda create-trigger timerTrigger tr_timer -f <AppName>.flogo
fda cth mapping_from_excel timerTrigger -f <AppName>.flogo

# Format flow
fda format-flow mapping_from_excel -f <AppName>.flogo

Step 3: Create JSON schemas

Create one schema for input fields and one for output fields.

fda cs InputSchema  '{"$schema":"http://json-schema.org/draft-04/schema#","type":"object","properties":{"<field1>":{"type":"string"},...}}' -f <AppName>.flogo
fda cs OutputSchema '{"$schema":"http://json-schema.org/draft-04/schema#","type":"object","properties":{"<field1>":{"type":"string"},...}}' -f <AppName>.flogo

Read the full file on GitHub · 135 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. 10d 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 2d ago), licensed Apache-2.0. It adds 19 tokens to every session and 1,133 once invoked, about $0.0001 per session on Opus 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.