foundry-iq
Skill1.6k starsChanged 17 days agoMITView on GitHub
Foundry IQ knowledge bases. WHEN: make local or Blob documents searchable; create/diagnose KBs; triage unsupported connectors or multi-source KB creation/reconfiguration (even with classic-search terms); connect existing KB to agents (including multi-source KBs); create/reuse a Search service; retrieve from an existing knowledge base with citations; no brand words needed. Read its procedure before query/target questions. NOT: other KB providers, repository-file search, classic Azure AI Search index/query/app work with no Foundry IQ KB or connector request, generic agent creation.
4 other projects use a version of this, 1 of them edited.
Trending
More talk lately.about the whole repository
Most recently taken up by
- microsoft/GitHub-Copilot-for-Azureedited, first seen Oct 13, 2026
- microsoft/skillsword for word, first seen Oct 13, 2026
- aiappsgbb/awesome-gbbtheir own version, first seen Oct 13, 2026
- microsoft/agent-skillsword for word, first seen Oct 8, 2026
Who's talking about microsoft/azure-skills
- microsoft/apm“Fold marketplace authoring config into apm.yml as the single APM surface”GitHub · Apr 29, 2026 · 2 reactions
- salaboy/skills-oci“Support for Skill Collections”GitHub · Jul 3, 2026 · 1 reactions
- Azure/azure-dev“Add `azd tool install/upgrade azure-skills` with per-host selection”GitHub · Jun 18, 2026 · 1 reactions
- microsoft/apm“feat(pack): unify 'apm pack' to produce bundle and marketplace.json (closes #722)”GitHub · Apr 29, 2026 · 1 reactions
- microsoft/GitHub-Copilot-for-Azure“Update CHANGELOG.md when syncing plugin content”GitHub · Apr 16, 2026 · 1 reactions
The biggest 5 of 50 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 50
Talked about on GitHub (50 times).
On GitHub · 50
- Apr 29, 2026Fold marketplace authoring config into apm.yml as the single APM surface — microsoft/apm2 reactions
- Jul 3, 2026Support for Skill Collections — salaboy/skills-oci1 reaction
- Jun 18, 2026Add `azd tool install/upgrade azure-skills` with per-host selection — Azure/azure-dev1 reaction · 1 comment
- Apr 29, 2026feat(pack): unify 'apm pack' to produce bundle and marketplace.json (closes #722) — microsoft/apm1 reaction · 1 comment
- Apr 16, 2026Update CHANGELOG.md when syncing plugin content — microsoft/GitHub-Copilot-for-Azure1 reaction · 2 comments
45 more on GitHub
- Nov 7, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.114 → 1.2.115 — sudosubin/agents.nix0 reactions
- Nov 6, 2026agent-skills.github.microsoft.azure-skills: 1.2.114 → 1.2.115 — sudosubin/agents.nix0 reactions
- Nov 6, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.114 → 1.2.115 — sudosubin/agents.nix0 reactions
- Nov 6, 2026agent-plugins.github.microsoft.azure-skills: 1.2.114 → 1.2.115 — sudosubin/agents.nix0 reactions
- Nov 6, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.114 → 1.2.115 — sudosubin/agents.nix0 reactions
- Nov 6, 2026agent-skills.github.microsoft.azure-skills: 1.2.113 → 1.2.114 — sudosubin/agents.nix0 reactions
- Nov 5, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.113 → 1.2.114 — sudosubin/agents.nix0 reactions
- Nov 5, 2026agent-plugins.github.microsoft.azure-skills: 1.2.113 → 1.2.114 — sudosubin/agents.nix0 reactions
- Nov 5, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.113 → 1.2.114 — sudosubin/agents.nix0 reactions
- Nov 5, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.113 → 1.2.114 — sudosubin/agents.nix0 reactions
- Nov 5, 2026agent-plugins.github.microsoft.azure-skills: init at 1.2.113 — sudosubin/agents.nix0 reactions
- Nov 4, 2026agent-skills.github.microsoft.azure-skills: 1.2.111 → 1.2.113 — sudosubin/agents.nix0 reactions
- Nov 4, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.111 → 1.2.113 — sudosubin/agents.nix0 reactions
- Nov 4, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.111 → 1.2.113 — sudosubin/agents.nix0 reactions
- Nov 4, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.111 → 1.2.113 — sudosubin/agents.nix0 reactions
- Nov 4, 2026agent-skills.github.microsoft.azure-skills: 1.2.110 → 1.2.111 — sudosubin/agents.nix0 reactions
- Nov 3, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.110 → 1.2.111 — sudosubin/agents.nix0 reactions
- Nov 3, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.110 → 1.2.111 — sudosubin/agents.nix0 reactions
- Nov 3, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.110 → 1.2.111 — sudosubin/agents.nix0 reactions
- Nov 2, 2026agent-skills.github.microsoft.azure-skills: 1.2.109 → 1.2.110 — sudosubin/agents.nix0 reactions
- Nov 2, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.109 → 1.2.110 — sudosubin/agents.nix0 reactions
- Nov 2, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.109 → 1.2.110 — sudosubin/agents.nix0 reactions
- Nov 2, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.109 → 1.2.110 — sudosubin/agents.nix0 reactions
- Nov 2, 2026chore: bump external skill pins — jthiruveedula/agentkit0 reactions
- Oct 30, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.108 → 1.2.109 — sudosubin/agents.nix0 reactions
- Oct 30, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.108 → 1.2.109 — sudosubin/agents.nix0 reactions
- Oct 30, 2026agent-skills.github.microsoft.azure-skills: 1.2.108 → 1.2.109 — sudosubin/agents.nix0 reactions
- Oct 30, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.108 → 1.2.109 — sudosubin/agents.nix0 reactions
- Oct 29, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.106 → 1.2.108 — sudosubin/agents.nix0 reactions
- Oct 29, 2026claude-code-marketplaces.github.microsoft.azure-skills: 1.2.106 → 1.2.108 — sudosubin/agents.nix0 reactions
- Oct 29, 2026agent-skills.github.microsoft.azure-skills: 1.2.106 → 1.2.108 — sudosubin/agents.nix0 reactions
- Oct 29, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.106 → 1.2.108 — sudosubin/agents.nix0 reactions
- Oct 28, 2026agent-skills.github.microsoft.azure-skills: 1.2.103 → 1.2.106 — sudosubin/agents.nix0 reactions
- Oct 28, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.103 → 1.2.106 — sudosubin/agents.nix0 reactions
- Oct 28, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.103 → 1.2.106 — sudosubin/agents.nix0 reactions
- Oct 28, 2026claude-code-marketplaces.github.microsoft.azure-skills: init at 1.2.106 — sudosubin/agents.nix0 reactions
- Oct 27, 2026agent-skills.github.microsoft.azure-skills: 1.2.100 → 1.2.103 — sudosubin/agents.nix0 reactions
- Oct 27, 2026claude-code-plugins.github.microsoft.azure-skills: 1.2.100 → 1.2.103 — sudosubin/agents.nix0 reactions
- Oct 27, 2026copilot-plugins.github.microsoft.azure-skills: 1.2.100 → 1.2.103 — sudosubin/agents.nix0 reactions
- Oct 26, 2026agent-skills.github.microsoft.azure-skills: 1.2.99 → 1.2.100 — sudosubin/agents.nix0 reactions
- Oct 23, 2026agent-skills.github.microsoft.azure-skills: 1.2.98 → 1.2.99 — sudosubin/agents.nix0 reactions
- Oct 22, 2026agent-skills.github.microsoft.azure-skills: 1.2.97 → 1.2.98 — sudosubin/agents.nix0 reactions
- Oct 21, 2026agent-skills.github.microsoft.azure-skills: 1.2.96 → 1.2.97 — sudosubin/agents.nix0 reactions
- Oct 20, 2026agent-skills.github.microsoft.azure-skills: 1.2.95 → 1.2.96 — sudosubin/agents.nix0 reactions
- Oct 20, 2026[New Skill]: azure-mysql — microsoft/GitHub-Copilot-for-Azure0 reactions · 1 comment
Other versions4 projects use a version of this.
Word for word · 2
- microsoft/agent-skills★ 3.2k100% same
- microsoft/skills★ 3.2k100% same
Edited · 1
- microsoft/GitHub-Copilot-for-Azure★ 26299% same
Wrote their own version · 1
- aiappsgbb/awesome-gbb★ 8same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository87 other files it gives its agents.
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- aks-gpu-inferenceSkill
- aks-known-issuesSkill
- aks-network-captureSkill
- aks-troubleshootingSkill
- azure-search-navSkill
- azure-advisor-actionabilitySkill
- azure-advisorSkill
- cost-analysisSkill
- cost-estimationSkill
- cost-governanceSkill
- cost-optimizationSkill
- azure-kusto-graphSkill
- azure-kusto-irql-graphSkill
- azure-kusto-irqlSkill
- azure-local-multi-rackSkill
- azure-localSkill
- airunway-aks-setupSkill
- appinsights-instrumentationSkill
- azure-aigatewaySkill
- azure-aiSkill
- azure-app-onboard-prereqSkill
- azure-app-onboardSkill
- azure-cloud-migrateSkill
- azure-complianceSkill
- azure-computeSkill
- azure-deploySkill
- azure-diagnosticsSkill
- azure-enterprise-infra-plannerSkill
- azure-kubernetes-app-deploySkill
- azure-kubernetes-automatic-readinessSkill
- azure-kubernetesSkill
- azure-kustoSkill
- azure-messagingSkill
- azure-prepareSkill
- azure-quotasSkill
- azure-reliabilitySkill
- azure-resource-lookupSkill
- azure-resource-visualizerSkill
- azure-storageSkill
- azure-upgradeSkill
- azure-validateSkill
- discover-azure-skillsSkill
- entra-agent-idSkill
- entra-app-registrationSkill
- finetuningSkill
- capacitySkill
- customizeSkill
- presetSkill
- deploy-modelSkill
- microsoft-foundrySkill
- python-appservice-deploySkill
- airunway-aks-setupSkill
- appinsights-instrumentationSkill
- azure-aigatewaySkill
- azure-aiSkill
- azure-app-onboard-prereqSkill
- azure-app-onboardSkill
- azure-cloud-migrateSkill
- azure-complianceSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
10 rules. About 0 are common, 8 are distinctive, and 2 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈8
Distinctive · estimate
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 12
Read one procedure before questions/actions.
- Distinctive: line 13
Read the owning procedure before blocked/unsupported responses too.
- Distinctive: line 14
Before mutation plans/approval, successfully read its required pre-action references, selected branches only.
- Distinctive: line 24
Before expensive service discovery, reuse supplied resource/intent.
- Very specific: line 26
Only FIND enumerates; supplied identity uses exact/minimum scoped resolution.
- Very specific: line 27
CREATE checks its proposed name, not existing-service inventories.
- Distinctive: line 36
Read-only operations use their owning procedure and actual helper constraints.
- Distinctive: line 41
Never end in a plain refusal: Diagnose gives the boundary, docs pointer and agent handoff.
- Distinctive: line 42
Do not silently execute only the supported part of a compound request.
- Distinctive: line 43
If existing-KB connection versus KB creation/reconfiguration is unclear, read intent-routing and clarify that scope before Azure discovery.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Foundry IQ
Read one procedure before questions/actions; invocation is not a read.
Read the owning procedure before blocked/unsupported responses too.
Before mutation plans/approval, successfully read its required pre-action references, selected
branches only. Do not reload successful reads. On failure, try only permitted
bounded exact-path reads with any supported reader; never bypass restrictions
or search broadly. If still unavailable: blocked: reference-unavailable, name
missing references and inability to plan. Never invent requirements/plans.
Failures first.
Cleanup and receipt-backed execution go directly to their lifecycle/producer owner; do not reopen Search intake, provisioning or hardening.
Before expensive service discovery, reuse supplied resource/intent; otherwise ask one early USE EXISTING / FIND CANDIDATES / CREATE NEW choice. Only FIND enumerates; supplied identity uses exact/minimum scoped resolution. CREATE checks its proposed name, not existing-service inventories. Preserve these answers across source/KB/CU/model handoffs; selection is not write approval.
Searchable docs: KB + validated retrieval. Confirm intent once; KS-only must be explicit. Child success is not KB completion. Unclear/compound/mode/completion: read.
Route by requested operation, not existing KB source count. Connecting an existing KB with two or more sources, without changing the KB, uses Connect. Read-only operations use their owning procedure and actual helper constraints; this does not add retrieval modes or supported source kinds. Explicit unsupported provisioning or multi-source KB creation/reconfiguration uses Diagnose and stops before discovery, even when connecting an agent is also requested. This routing takes precedence over classic-search terms (e.g. hybrid search) in compound requests. Never end in a plain refusal: Diagnose gives the boundary, docs pointer and agent handoff; writes still need an approved concrete plan. Do not silently execute only the supported part of a compound request. If existing-KB connection versus KB creation/reconfiguration is unclear, read intent-routing and clarify that scope before Azure discovery. Never infer KB mutation.
| Outcome | Read |
| Cleanup | Plan cleanup |
| Failure/drift | Diagnose |
| Unsupported connector provisioning / multi-source KB creation or reconfiguration | Diagnose |
| Connect | Connect |
| Read KB | Query |
| Search only | Search |
| File KS only | File |
| Blob/ADLS KS only | Blob |
| Searchable/KB | KB |
Generic agents: microsoft-foundry.
Reads: no approval; approve unchanged plans before writes.
Hide hashes. No Search/Storage keys, scope widening, guessed identity/boundaries,
drift repair or joint cleanup/creation approval. Acceptance != success.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

