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IRQL Graph Functions -- Query Results to Visualization · microsoft | DecimalAI

databy microsoft

IRQL Graph Functions -- Query Results to Visualization

microsoft/azure-kusto-irql-graph

Source microsoft/skills ↗License MIT

Apply IRQL graph functions to KQL or IRQL query results for Kusto Explorer visualization. Generates Lift_To_Graph mappings and composes Graph_Render_View, Graph_Fold_By_Property, Extract_Node_*, Enrich_Node_*, and Enrich_Graph_* calls. Accepts a supplied query or limited basic natural-language source request; it is not a general natural-language-to-KQL/IRQL skill. WHEN: Lift_To_Graph, Graph_Render_View, Graph_Fold_By_Property, IRQL graph enrichment, graph mapping for existing query results, icon

SkillScore92Maintained

Automatic

Data Analyst pack

Last verified 9/8/2026

What it changes

Passed 23 of 25 test cases with the skill, and 6 of 25 without it.

Without skill23%

With skill92%

Checks it passed that the model alone missed

Uses DNS-Zones.svg in the icon URL path.
Uses Virtual-Machine.svg in the icon URL path.
Ends the query pipeline with Graph_Render_View.

and 19 more in the full report

18 fixed6 passed either way2 still failing0 broke

Pass-rate lift: +69 pp
Tokens: +163%
Agent turns: 0%
Response time: -36%

Model gemini-3.6-flashMeasured 9/8/2026v124 of 26 cases passed with skill · 25 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/microsoft-azure-kusto-irql-graph/SKILL.md https://app.decimal.ai/s/microsoft-azure-kusto-irql-graph/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add microsoft-azure-kusto-irql-graph, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/microsoft-azure-kusto-irql-graph/ and pins it in .decimal/skills.lock

decimalai skills add microsoft-azure-kusto-irql-graph

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/microsoft-azure-kusto-irql-graph/SKILL.md https://app.decimal.ai/s/microsoft-azure-kusto-irql-graph/SKILL.md

Raw file: /s/microsoft-azure-kusto-irql-graph/SKILL.md ↗ · machine-readable summary at /s/microsoft-azure-kusto-irql-graph.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 18

Prompt

What icon file name from the azure-cds repository should be assigned for email address nodes in the graph mapping JSON?

What was checked, without and with the skill
Checked	Without skill	With skill
Uses command-1070-Mail.svg in the email node icon path.	Missed	Passed

case-24 · gemini-3.6-flash · 9/8/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md291 lines4 files

IRQL Graph Functions -- Query Results to Visualization

Apply the IRQL graph function family to tabular results. Given a KQL or IRQL query and the user's graph description, generate a Lift_To_Graph mapping and compose only the stored graph functions needed to visualize, fold, extract, or enrich the graph in Kusto Explorer. The source query does not need to use IRQL.

Scope and Routing

Request	Use
Turn supplied KQL/IRQL rows into an icon-decorated visual graph	This skill: `Lift_To_Graph` + `Graph_Render_View`
Fold nodes or apply `Extract_Node_`, `Enrich_Node_`, or `Enrich_Graph_*`	This skill
Use `make-graph`, `graph-match`, shortest paths, connected components, graph models, or snapshots	`azure-kusto-graph`
Author a non-trivial KQL/IRQL investigation from natural language	A Kusto or IRQL query-generation skill, then this skill

If a request mixes visualization and native graph analysis, use this skill for the lift/render portion and azure-kusto-graph for operator semantics. Do not replace graph-lift functions with a hand-built edges-first graph unless the user asks for native graph operators.

Input Contract

Preferred input: a working KQL/IRQL query that produces tabular results, plus a natural-language description of the desired nodes, edges, labels, icons, extracts, enrichments, or folds.
This skill is not a natural-language-to-KQL or NL-to-IRQL converter. It transforms existing query results into graph visualizations. For general NL-to-KQL or NL-to-IRQL conversion, use a dedicated query-generation skill (available separately).
Preserve the supplied query's retrieval, joins, filters, and aggregations. Add only projections or synthetic IDs required by the graph mapping.
A basic natural-language source request is supported only when it maps directly to one known table or IRQL Get_* selector with obvious columns and simple filters. State the assumed source, and do not invent joins, schema, or investigation logic.
For non-trivial query construction, use a separate Kusto/IRQL query-generation skill first, then apply this skill to its output.
If no query or output schema is available and the source is not trivial, request the KQL query or its result columns before generating a mapping.

Activation Triggers

Use this skill when the user:

Supplies KQL/IRQL results and asks for an IRQL graph visualization or mapping
Mentions Lift_To_Graph, Graph_Render_View, or Graph_Fold_By_Property
Asks for icon-decorated node/edge mappings in Kusto Explorer
Wants to fold/collapse nodes by a shared property
Requests graph extraction or enrichment through Extract_Node_*, Enrich_Node_*, or Enrich_Graph_*

Do not activate this skill solely for graph-match, graph paths/components, persistent graphs, or generic make-graph construction; those belong to azure-kusto-graph.

Not a natural-language-to-KQL/IRQL converter. The input should generally be a working KQL or IRQL query whose results need graph visualization. Basic NL source requests work only for trivial single-table/selector cases. For general NL-to-KQL or NL-to-IRQL, use a dedicated query-generation skill (available separately).

Environment

Cluster: https://kc7001.eastus.kusto.windows.net

Track record

Benchmark

23 / 25

test cases passed, vs 6 / 25 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 8/17/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

microsoft / skills

.github/plugins/azure-kusto-graph-skills/skills/azure-kusto-irql-graph/SKILL.md

View on GitHub ↗

License MITImported 8/17/2026Version v1Bundled 3 files

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

microsoft/azure-kusto-graphBuild and query Kusto graphs from natural language. Covers transient graphs (make-graph), persistent graph models/snapshots, pattern matching (graph-match), shortest paths, connected components, and graph-to-table export. Generates the edges-first thinking: define edges, define node lookups, union, make-graph. WHEN: make-graph, graph-match, graph-shortest-paths, graph-to-table, graph-mark-components, persistent graph, graph model, graph snapshot, build a graph from data, find paths between nodesClose match+55 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

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What's inside

IRQL Graph Functions -- Query Results to Visualization

Scope and Routing

Input Contract

Activation Triggers

Environment

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills