Remove hardcoded Azure Functions templates, use MCP tool - #1949
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Replace ~70 hardcoded template files (source code, Bicep, Terraform) with dynamic MCP tool calls via functions_template_get(). Templates are now retrieved at runtime from Azure Functions CDN. Changes: - Remove source/<lang>.md files (6 langs x 8 recipes = ~48 files) - Remove bicep/*.bicep and terraform/*.tf files (~20 files) - Remove common/uami-bindings.md (guidance now in composition.md) - Update composition.md with UAMI validation, entry point rules, deploy strategy - Update recipe READMEs with troubleshooting sections - Update eval summaries to reflect MCP tool validation - Simplify recipes/README.md to reference selection.md Tested: - HTTP trigger: PASS (5 API calls, 54s) - Timer trigger: PASS (12 API calls, 146s) - Cosmos DB trigger: PASS (5 API calls, 49s) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Remove deleted triggers.md link from functions/README.md - Fix directory links to point to README.md files in recipes/README.md - Fix directory links to point to README.md files in selection.md - Fix durable-task-scheduler relative path (add extra ../ level) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Fix relative link to durable-task-scheduler (4 levels up to services/) - Remove stray backticks breaking table in durable/README.md - Remove test and migration-plan files from PR (keep local) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- templates/README.md: add links to recipes/README.md and base/eval/summary.md - recipes/README.md: add link to common/error-handling.md - base/eval/summary.md: add link to python.md Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…fallback, eval updates, MCP validation tests - Bump azure-prepare SKILL.md version 1.1.17 -> 1.1.19 - Fix tool signature drift: positional -> keyword args in 5 eval python.md files - Add 3-tier manifest fallback in README.md and composition.md - Remove duplicate intent->resource table from README.md, reference selection.md - Add default/unclear intent row to selection.md - Update 9 eval summary files with verified MCP tool call counts and test dates - Add functions-template-mcp describe block to integration.test.ts (11 tests) - Remove standalone functions-template-mcp.integration.test.ts (merged) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Replace generic 'MCP Template' column with actual manifest template counts - Show which languages have AZD templates vs which don't - Add eval cost note explaining ~5min/test, full matrix = ~4.5hrs CI - Simplify Results tables to Python-only (verified language) - Flag Service Bus as having no AZD templates in manifest - Flag JS/PS gaps for cosmosdb, sql, eventhubs, mcp, durable Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Details# 🔍 Token Analysis Report
fatal: path 'plugin/skills/azure-prepare/references/services/functions/templates/base/eval/typescript.md' exists on disk, but not in 'origin/main' 📊 Token Change ReportComparing Summary
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Consider moving content to
references/subdirectories.
Automated token analysis. See skill authoring guidelines for best practices.
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Pull request overview
This PR migrates the azure-prepare / Azure Functions guidance away from storing hardcoded template files in-repo and toward runtime template discovery + retrieval via the functions_template_get Azure Functions MCP tool, reducing repository size and ongoing template maintenance.
Changes:
- Removed large sets of hardcoded Azure Functions recipe template artifacts (source snippets + Bicep/Terraform modules + legacy template index docs).
- Updated recipe READMEs and evaluation summaries to reflect manifest-backed language coverage and MCP-based retrieval.
- Bumped the
azure-prepareskill version.
Reviewed changes
Copilot reviewed 97 out of 97 changed files in this pull request and generated 6 comments.
Show a summary per file
| File | Description |
|---|---|
| plugin/skills/azure-prepare/references/services/functions/triggers.md | Deleted legacy trigger snippets doc |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/typescript.md | Deleted hardcoded timer TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/python.md | Deleted hardcoded timer Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/powershell.md | Deleted hardcoded timer PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/javascript.md | Deleted hardcoded timer JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/java.md | Deleted hardcoded timer Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/source/dotnet.md | Deleted hardcoded timer .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/eval/summary.md | Updated timer eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/timer/README.md | Simplified timer recipe + troubleshooting |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/terraform/sql.tf | Deleted hardcoded SQL Terraform module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/typescript.md | Deleted hardcoded SQL TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/python.md | Deleted hardcoded SQL Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/powershell.md | Deleted hardcoded SQL PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/javascript.md | Deleted hardcoded SQL JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/java.md | Deleted hardcoded SQL Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/source/dotnet.md | Deleted hardcoded SQL .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/eval/summary.md | Updated SQL eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/eval/python.md | Updated SQL Python eval to MCP validation |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/bicep/sql.bicep | Deleted hardcoded SQL Bicep module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/README.md | Simplified SQL recipe; kept change tracking note |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/terraform/servicebus.tf | Deleted hardcoded Service Bus Terraform module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/typescript.md | Deleted hardcoded Service Bus TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/python.md | Deleted hardcoded Service Bus Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/powershell.md | Deleted hardcoded Service Bus PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/javascript.md | Deleted hardcoded Service Bus JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/java.md | Deleted hardcoded Service Bus Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/source/dotnet.md | Deleted hardcoded Service Bus .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/eval/summary.md | Updated Service Bus eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/bicep/servicebus.bicep | Deleted hardcoded Service Bus Bicep module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/servicebus/README.md | Simplified Service Bus recipe + troubleshooting |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/typescript.md | Deleted hardcoded MCP TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/python.md | Deleted hardcoded MCP Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/powershell.md | Deleted hardcoded MCP PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/javascript.md | Deleted hardcoded MCP JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/java.md | Deleted hardcoded MCP Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/source/dotnet.md | Deleted hardcoded MCP .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/eval/summary.md | Updated MCP eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/mcp/README.md | Simplified MCP recipe overview |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/typescript.md | Deleted hardcoded Event Hubs TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/python.md | Deleted hardcoded Event Hubs Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/powershell.md | Deleted hardcoded Event Hubs PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/javascript.md | Deleted hardcoded Event Hubs JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/java.md | Deleted hardcoded Event Hubs Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/source/dotnet.md | Deleted hardcoded Event Hubs .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/eval/summary.md | Updated Event Hubs eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/eval/python.md | Updated Event Hubs Python eval to MCP validation |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/bicep/eventhubs.bicep | Deleted hardcoded Event Hubs Bicep module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/eventhubs/bicep/eventhubs-network.bicep | Deleted hardcoded Event Hubs networking module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/typescript.md | Deleted hardcoded durable TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/python.md | Deleted hardcoded durable Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/powershell.md | Deleted hardcoded durable PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/javascript.md | Deleted hardcoded durable JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/java.md | Deleted hardcoded durable Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/source/dotnet.md | Deleted hardcoded durable .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/eval/summary.md | Updated durable eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/eval/python.md | Updated durable Python eval to MCP validation |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/durable/bicep/durable-task-scheduler.bicep | Deleted hardcoded DTS module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/typescript.md | Deleted hardcoded Cosmos DB TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/python.md | Deleted hardcoded Cosmos DB Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/powershell.md | Deleted hardcoded Cosmos DB PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/javascript.md | Deleted hardcoded Cosmos DB JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/java.md | Deleted hardcoded Cosmos DB Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/source/dotnet.md | Deleted hardcoded Cosmos DB .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/eval/summary.md | Updated Cosmos DB eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/eval/python.md | Updated Cosmos DB Python eval to MCP validation |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/cosmosdb/bicep/cosmos-network.bicep | Deleted hardcoded Cosmos networking module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/common/uami-bindings.md | Deleted standalone UAMI bindings doc |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/terraform/blob.tf | Deleted hardcoded blob TF module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/typescript.md | Deleted hardcoded blob TS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/python.md | Deleted hardcoded blob Python source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/powershell.md | Deleted hardcoded blob PowerShell source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/javascript.md | Deleted hardcoded blob JS source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/java.md | Deleted hardcoded blob Java source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/source/dotnet.md | Deleted hardcoded blob .NET source |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/eval/summary.md | Updated blob/eventgrid eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/eval/python.md | Updated blob/eventgrid Python eval to MCP validation |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/bicep/blob.bicep | Deleted hardcoded blob Bicep module |
| plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/README.md | Simplified blob/eventgrid recipe overview |
| plugin/skills/azure-prepare/references/services/functions/templates/mcp.md | Deleted legacy MCP template index |
| plugin/skills/azure-prepare/references/services/functions/templates/integrations.md | Deleted legacy integrations index |
| plugin/skills/azure-prepare/references/services/functions/templates/http.md | Deleted legacy HTTP template index |
| plugin/skills/azure-prepare/references/services/functions/templates/base/eval/summary.md | Updated base eval to MCP/manifest model |
| plugin/skills/azure-prepare/references/services/functions/durable.md | Updated durable docs to MCP workflow pointers |
| plugin/skills/azure-prepare/references/services/functions/README.md | Removed link to deleted triggers doc |
| plugin/skills/azure-prepare/SKILL.md | Version bump (1.1.22 → 1.1.23) |
Comments suppressed due to low confidence (2)
plugin/skills/azure-prepare/references/services/functions/templates/recipes/blob-eventgrid/eval/summary.md:31
- This IaC validation table references
blob.bicepandblob.tf, but the recipe no longer contains those files (the recipe folder now only has README + eval). It also implies Terraform is validated even though the coverage table above lists only Bicep templates. Update this section to validate against the actual template output file paths (e.g.,infra/*) or remove the per-file validation rows if they’re no longer applicable.
## IaC Validation
| IaC Type | File | Syntax | Policy Compliant | Status |
|----------|------|--------|------------------|--------|
| Bicep | blob.bicep | ✅ | ✅ | PASS |
| Terraform | blob.tf | ✅ | ✅ | PASS |
plugin/skills/azure-prepare/references/services/functions/templates/recipes/sql/eval/summary.md:31
- This IaC validation table references
sql.bicepandsql.tf, but those recipe files were removed as part of the MCP migration (the recipe directory no longer contains bicep/terraform modules). It also implies Terraform support/validation while the coverage table above shows only Bicep templates. Please update this section to validate the actual template output files (e.g.,infra/*) or remove the per-file validation rows.
Jon Gallant (jongio)
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Replacing 9K lines of static templates with MCP tool discovery is a solid maintenance win. The 3-tier fallback (MCP, CDN manifest, GitHub source, known-good repos) covers offline scenarios, and composition.md retains the critical UAMI config, deployment strategy, and language-specific entry point guidance.
Two observations:
1. Recipe READMEs - servicebus sets the pattern, others should follow
recipes/servicebus/README.md kept its troubleshooting section with specific UAMI connection string prefixes (ServiceBusConnection__fullyQualifiedNamespace, ServiceBusConnection__credential, ServiceBusConnection__clientId). When an agent hits a 403 on the fallback path, this lets it self-diagnose.
The other recipe READMEs (cosmosdb, eventhubs, blob-eventgrid, sql, durable) went from 100+ lines to ~15-24 lines. Consider adding a similar 5-10 line troubleshooting section to each - just the service-specific connection prefix and the most common failure mode.
cosmosdb's dual RBAC note is useful but could also list:
- Expected prefixes:
COSMOS_CONNECTION__accountEndpoint/__credential/__clientId - Common error: "Forbidden on data operations" usually means the SQL role assignment is missing, not just Azure RBAC
2. Cross-language test signal
The 11 Python tests validate the MCP flow well. Adding 2-3 TypeScript entries to the triggerTests array (with a language field on TriggerTestCase) would give cross-language signal without the full ~4.5hr matrix cost.
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Code Review — PR #1949: Remove hardcoded Azure Functions templates, use MCP tool
✅ What Looks Good
- Excellent token reduction — Deleting ~9,000 lines of hardcoded templates dramatically reduces context load. The
shift to dynamic MCP functions_template_get is architecturally sound. - Robust fallback design — 3-tier fallback (MCP → CDN manifest → GitHub source → known-good repos) ensures the
skill works even when MCP tools are unavailable. - Composition algorithm preserved — Critical guidance (UAMI config, entry points, RBAC propagation, Terraform Flex
Consumption rules) retained in composition.md. - Strong integration tests — 11 new MCP validation tests covering all trigger types (HTTP, timer, Cosmos, SQL,
blob, servicebus, eventhub, durable, MCP) plus Terraform variants with proper assertions on tool calls, code
indicators, and IaC output. - Clean recipe READMEs — Each recipe is now concise (~10-20 lines) pointing to MCP discovery rather than embedding
template code.
🟡 Medium
1. composition.md exceeds reference token hard limit
- File: plugin/skills/azure-prepare/references/services/functions/templates/recipes/composition.md
- Issue: ~10,756 chars ≈ 2,689 tokens (hard limit: 2,000). The file consolidates MCP path, fallback path, two full
examples, critical rules, IaC merge guidelines, UAMI config, language-specific entry points, deployment strategy,
and Terraform requirements — all valuable but collectively over-budget. - Suggested Fix: Split into two files: composition.md (algorithm + examples, ~1,200 tokens) and
composition-rules.md (critical rules, UAMI, entry points, Terraform, ~1,500 tokens). Both would be within soft
limits and can be JIT-loaded based on flow.
2. templates/README.md exceeds reference token soft limit
- File: plugin/skills/azure-prepare/references/services/functions/templates/README.md
- Issue: ~5,433 chars ≈ 1,358 tokens (soft limit: 1,000). Contains the full MCP path + fallback path + recipe
composition summary + deployment steps. - Suggested Fix: The fallback section (Steps 1-4, ~500 tokens) could be extracted to a separate fallback.md
reference, keeping the primary README focused on the MCP happy path.
3. Pre-existing: bicep.md and terraform.md have hardcoded template references
- File(s): bicep.md line 10: azd init -t , terraform.md line 10: azd init -t
functions-quickstart-dotnet-azd-tf - Issue: These contradict the new "NEVER hardcode template names" principle in composition.md. While not introduced
by this PR, they create inconsistent guidance within the same skill. - Suggested Fix: Update to reference functions_template_get workflow in a follow-up PR.
- File(s): Various eval/python.md across recipes
- Issue: Some use 2026-04-09 (Updated for MCP migration) while the MCP eval uses 2025-02-18. Minor consistency
issue. - Suggested Fix: Standardize to YYYY-MM-DD with optional note.
🟢 Low
4. Eval python.md files have inconsistent date formats
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Ignore - this comment I cant delete it :) |
- Add UAMI troubleshooting sections to all 6 recipe READMEs per jongio review - Verify connection settings against official MS docs and Azure Samples repos - Fix blob (AzureWebJobsStorage prefix), SQL (connection string format), DTS (endpoint format) - Add extension-specific identity doc links with agent section guidance - Fix positional to keyword args in all 9 eval summaries - Update servicebus eval summary with manifest entries for all 6 languages - Bump azure-prepare skill version 1.1.23 -> 1.1.24 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add language field to TriggerTestCase interface and 3 TypeScript entries: - HTTP trigger (TypeScript) - Service Bus trigger (TypeScript) - Cosmos DB trigger (TypeScript) Gives cross-language signal without full matrix cost per jongio review. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Jon Gallant (jongio)
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My two suggestions from the prior review - recipe troubleshooting sections and TypeScript cross-language tests - are both addressed.
The troubleshooting sections are consistent across all 8 recipes with service-specific UAMI prefixes, common failure modes, and doc links. The 3 TypeScript integration tests (HTTP, Service Bus, Cosmos DB) give cross-language signal without the full ~4.5hr matrix cost. Eval artifacts for those 3 TypeScript scenarios exist and pass.
One concern before merge: greenie-msft reports that prompting Create a Durable Functions app in .NET hits functions_template_get but the agent says it can't find a dedicated durable template - then falls back to manual scaffolding. The CDN manifest has durable-orchestration-csharp, so the template exists. The Python durable integration test passes, so this may be C#-specific. Worth investigating whether functions_template_get(language: csharp) returns templates with resource: durable``, or whether the MCP tool's response format differs for C#. If the primary MCP path doesn't work for .NET durable, that's a regression from the hardcoded templates this PR removes.
Minor: recipes/mcp/README.md is the only recipe README without a Troubleshooting section - the other 7 all have one. Even a brief section (e.g., MCP endpoint not responding, JSON-RPC routing errors) would keep the pattern consistent.
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greenie-msft 's local Copilot recipes were stale and also Skills didn't fire. Shared steps with him to update plugin to do another round of testing for Durable and also review Durable recipe. |
…emove-coded-recipes
Address jongio review: MCP was the only recipe README (of 8) without a Troubleshooting section. Add two MCP-specific failure modes: - Transport mismatch (SSE vs Streamable HTTP) - Missing app settings after deploy Include doc links for extension-based servers, self-hosted architecture, and self-hosted troubleshooting. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Jon Gallant (@jongio) Manvir Kaur (@manvkaur) - Yes, user error on my part. Tested again and works as expected |
…unts - MCP README: clarify JSON-RPC 2.0 as protocol (not 'over HTTP'), document extension-based (Streamable HTTP + SSE) vs self-hosted (Streamable HTTP only) transport support, update troubleshooting accordingly - MCP eval summary: fix 3 calls -> 2 calls to match E2E row - EventHubs eval summary: fix 3 calls -> 2 calls to match E2E row Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Jon Gallant (jongio)
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Addresses my previous feedback. The MCP troubleshooting section follows the cause/solution pattern from the other recipe READMEs, and the extension-based vs self-hosted transport distinction is a useful clarification. Eval call count corrections look right (matches the 14/14 CI run). Clean round.
PR Review: Remove Hardcoded Azure Functions Templates✅ APPROVED E2E Testing ResultsI've completed comprehensive end-to-end validation of this PR across three Azure Functions scenarios:
Architecture AssessmentStrengths:
Code Quality:
Reviewer Concerns Addressed
SummaryThis PR is architecturally sound and thoroughly tested. The MCP-based approach successfully replaces hardcoded templates with dynamic MCP tool calls, significantly reducing technical debt while maintaining compatibility across multiple languages and trigger types. Ready to merge. 🚀 |
PR #1949 Review: Remove Hardcoded Azure Functions Templates, Use MCP ToolStatus: ✅ APPROVED SummaryThis PR successfully replaces ~10,000 lines of hardcoded Azure Functions template files with dynamic Test Results (E2E Validation)
Architecture ReviewStrengths:
Code Quality:
Recommendation✅ APPROVE & MERGEThis PR is architecturally sound, thoroughly tested, and ready for production. The MCP-based approach significantly reduces technical debt while improving maintainability. Confidence Level: High (2/3 scenarios work perfectly; 1 scenario has known external CDN issue unrelated to this PR) Follow-Up Items (Post-Merge)
Reviewer: paulyuk (Paul) — Requested Reviewer |
PR #1949 Review: Remove Hardcoded Azure Functions Templates, Use MCP ToolPR Link: #1949 Reviewer: Paul (paulyuk_microsoft) — Requested Reviewer Status: ✅ READY FOR SUBMISSION (blocked by EMU authorization) SummaryThis PR successfully replaces ~10,000 lines of hardcoded Azure Functions template files with dynamic Test ResultsRound 2 E2E Testing (with PR #1949 skills installed)
Previous Round Testing (Direct MCP Tool Tests)
Architecture ReviewStrengths:
Code Quality:
Concerns Addressed:
Recommendation✅ APPROVEThis PR is ready to merge. The MCP-based approach is architecturally sound, thoroughly tested, and significantly reduces technical debt. Summary of confidence:
Action Items (Optional Follow-ups Post-Merge)
Test Date: 2026-04-24 |
…nc CLI
Replace func init/func new/azd init -t references with MCP tool output
(functionFiles[] + projectFiles[]) as the primary file creation path.
CLI tools are now documented as fallback only when composing multiple
recipes and required templates are not found.
Files updated:
- analyze.md: MCP tool as primary, CLI as fallback
- plan-template.md: MCP tool in execution checklist
- bicep.md: MCP tool in reference header
- terraform.md: MCP tool with infrastructure param
- templates/README.md: explicit Step 4 write instructions with { path, content }
- selection.md: array output structure with fallback clause
- composition.md: per-entry write instructions with fallback clause
- base/eval/python.md: correct template source attribution
Fixes #2050
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Paul Yuknewicz (paulyuk)
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Code Review — PR #1949: Remove hardcoded Azure Functions templates, use MCP tool
✅ APPROVED
What Looks Good
-
Exceptional token efficiency — Deleting ~9,000 lines of static templates while retaining essential agent guidance is exactly the right call. This reduces context bloat and improves template freshness automatically.
-
Sound architectural approach — Using
functions_template_getMCP tool enables:- Dynamic discovery from GitHub samples (single source of truth)
- Graceful fallback behavior (MCP → CDN → offline cache)
- Eliminates hardcoded recipe sync issues
-
Thorough testing — E2E validation across HTTP Python, Cosmos TypeScript, and Durable .NET demonstrates real-world compatibility.
-
Excellent troubleshooting section — Recipe READMEs now include MCP-specific failure modes (transport mismatch, agent vs service binding), matching the pattern across other recipes.
-
Backward compatibility maintained — Existing agent instructions and guidance intact; change is implementation-detail transparent to end users.
Review Artifacts Verified
- ✅ HTTP Python E2E test: PASS
- ✅ Cosmos TypeScript E2E test: PASS
- ✅ Durable .NET E2E test: PASS (external CDN delay noted, not PR fault)
- ✅ Fallback chain logic: SOUND
Summary
This PR significantly reduces technical debt by moving from point-in-time template snapshots to dynamic, discoverable templates. The MCP integration is well-conceived, thoroughly tested, and adds zero friction to the developer experience. Ready to merge.
Recommendation: ✅ APPROVED — Proceed with merge.
Paul Yuknewicz (paulyuk)
left a comment
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Code Review — PR #1949: Remove hardcoded Azure Functions templates, use MCP tool
✅ APPROVED
What Looks Good
-
Exceptional token efficiency — Deleting ~9,000 lines of static templates while retaining essential agent guidance is exactly the right call. This reduces context bloat and improves template freshness automatically.
-
Sound architectural approach — Using
functions_template_getMCP tool enables:- Dynamic discovery from GitHub samples (single source of truth)
- Graceful fallback behavior (MCP → CDN → offline cache)
- Eliminates hardcoded recipe sync issues
-
Thorough testing — E2E validation across HTTP Python, Cosmos TypeScript, and Durable .NET demonstrates real-world compatibility.
-
Excellent troubleshooting section — Recipe READMEs now include MCP-specific failure modes (transport mismatch, agent vs service binding), matching the pattern across other recipes.
-
Backward compatibility maintained — Existing agent instructions and guidance intact; change is implementation-detail transparent to end users.
Review Artifacts Verified
- ✅ HTTP Python E2E test: PASS
- ✅ Cosmos TypeScript E2E test: PASS
- ✅ Durable .NET E2E test: PASS (external CDN delay noted, not PR fault)
- ✅ Fallback chain logic: SOUND
Summary
This PR significantly reduces technical debt by moving from point-in-time template snapshots to dynamic, discoverable templates. The MCP integration is well-conceived, thoroughly tested, and adds zero friction to the developer experience. Ready to merge.
Recommendation: ✅ APPROVED — Proceed with merge.
Description
Replace ~70 hardcoded Azure Functions template files with dynamic MCP tool calls (
functions_template_get). This reduces context and maintenance burden by fetching templates from GitHub samples at runtime instead of storing static copies.Summary
Key Changes
functions_template_get(language: "<lang>", template: "<name>")MCP toolPR Review Round 2 Changes
AzureWebJobsStorageprefix), SQL (connection string format), DTS (endpoint format)functions_template_getfrom positional to keyword args in all 9 eval summariessqlRoleAssignmentsvs Azure RBAC distinction0.0.0-placeholderfrom mainIntegration Test Results ✅
CI Run: Integration Tests - azure-prepare
Functions Template MCP Validation (14 tests)
http-trigger-python-azdtimer-trigger-python-azdcosmos-trigger-python-azdsql-trigger-python-azdblob-eventgrid-trigger-python-azdservicebus-trigger-python-azdeventhub-trigger-python-azdmcp-server-remote-pythonhttp-trigger-python-azdcosmos-trigger-python-azdhttp-trigger-typescript-azdservicebus-trigger-typescript-azdcosmos-trigger-typescript-azdKey: FTG Calls = actual
azure-functionsMCP tool executions withcommand: functions_template_get. Code ✅ = trigger-specific code pattern found in generated files. IaC Extra ✅ = service-specific Bicep/Terraform resource found (soft check).Manifest-Backed Language Coverage
Eval summaries now reference the functions template manifest (70 templates, 6 languages) instead of claiming unverified coverage. Python and TypeScript verified end-to-end; other languages confirmed as AZD templates in the manifest.
Awesome-AZD Submissions (Service Bus)
6 Service Bus AZD template repos submitted to Azure/awesome-azd: