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.
git clone --depth 1 https://github.com/TIBCOSoftware/flogo-enterprise-hubnpx agentmods add skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excelWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel)<a href="https://agentmods.dev/skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel"><img src="https://agentmods.dev/badge/skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel"><img src="https://agentmods.dev/badge/skills/tibcosoftware/flogo-enterprise-hub/mapping-from-excel.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once 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 |
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.
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:
$activity[<activity_name>].output.<field>— NOT.output.output.<field> - All
set-attributecalls for schemas and mappings need the--forceflag (attributes don't pre-exist) create-trigger-handlerinline syntax:fda cth <flow-name> <trigger-id>create-activityinline syntax:fda ca <flow-name> <activity-name> <activity-type>
Step 1: Read the Excel file
Read the Excel file using Python (openpyxl). Extract:
- Column 1 → Input field names
- Column 2 → Output field names
- Column 3 → Mapping rules (source expression per output field)
python3 -c "
import openpyxl
wb = openpyxl.load_workbook('<excel-file>')
ws = wb.active
for row in ws.iter_rows(values_only=True):
print(row)
"
Step 2: Create project, flow, activities, trigger
Run all commands from your Flogo apps directory (e.g. ./Flogo_Apps/).
# Create flow (creates project file if it doesn't exist)
fda create-flow mapping_from_excel -f <AppName>.flogo
# Add activities (automatically linked in sequence)
fda ca mapping_from_excel mapper1 act_general_mapper -f <AppName>.flogo
fda ca mapping_from_excel mapper2 act_general_mapper -f <AppName>.flogo
fda ca mapping_from_excel logger act_general_log -f <AppName>.flogo
# Add timer trigger + handler
fda create-trigger timerTrigger tr_timer -f <AppName>.flogo
fda cth mapping_from_excel timerTrigger -f <AppName>.flogo
# Format flow
fda format-flow mapping_from_excel -f <AppName>.flogo
Step 3: Create JSON schemas
Create one schema for input fields and one for output fields.
fda cs InputSchema '{"$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
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.
- 10d ago First seen · 135 lines · 19 tokens per session scan A 909180e53233
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.
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