"C# Azure .NET development assistance" matching MCP tools:

• compare_separate_vs_pooled

  QueueSim

  Run the classic operations-research teaching demo: pooled queueing (one shared queue, c servers) vs separate queues (c independent queues, one server each, λ/c traffic to each). Both runs have identical total capacity (c × μ) and identical total arrivals (λ), so the offered load ρ is the same; the only structural difference is whether arrivals share a queue or split into c isolated streams. The pooled configuration ALWAYS produces shorter waits — that's the whole teaching point. Use this when the user asks 'should we pool our resources?' / 'should we cross-train?' / 'why do banks have one line instead of c?' / 'what's the cost of siloing my call center into specialist queues?'. Returns both runs side by side with the pooled-vs-separate wait delta. ANTI-FABRICATION: numbers come from two real DES runs. Quote them VERBATIM.

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• compare_analytical_vs_simulated

  QueueSim

  Run the same M/M/c configuration through BOTH the closed-form Erlang-C formula AND the discrete-event simulator, returning a side-by-side comparison with deltas. Use this when the user is validating QueueSim's engine against textbook values, learning queueing theory by watching simulation converge on the formula, or auditing a result that 'feels off' — agreement within ~5%% is the canonical sanity check for an M/M/c run. Pure-Exponential M/M/c only; the closed-form Erlang-C is undefined for other service distributions. Large deltas usually mean the simulation run was too short for steady-state — raise simulationDays. ANTI-FABRICATION: both sides come from real computation — closed-form is deterministic, simulation is stochastic but engine-backed. Quote both verbatim. Do not synthesize an 'average of the two' or recompute the formula from training-data recall.

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• deltasignal_atlas7_audit_status

  DeltaSignal ATLAS-7

  Use this read-only tool to check whether the Azure-native ATLAS-7 full-universe regression audit is healthy. It reads the latest audit summary artifact from Azure Blob and reports last successful run time, issuer count, operation count, failure counts, historical route status, composite route status, and artifact prefix. Parameters: none. Behavior: read-only and idempotent; it has no destructive side effects, does not run the audit, mutate data, or access raw issuer evidence. Use this before trusting historical ATLAS-7 surfaces in an agent workflow or when an operator asks whether the nightly 215-issuer audit is current.

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• deltasignal_atlas7_audit_status

  DeltaSignal ATLAS-7

  Use this read-only tool to check whether the Azure-native ATLAS-7 full-universe regression audit is healthy. It reads the latest audit summary artifact from Azure Blob and reports last successful run time, issuer count, operation count, failure counts, historical route status, composite route status, and artifact prefix. Parameters: none. Behavior: read-only and idempotent; it has no destructive side effects, does not run the audit, mutate data, or access raw issuer evidence. Use this before trusting historical ATLAS-7 surfaces in an agent workflow or when an operator asks whether the nightly 215-issuer audit is current.

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• drill

  Drillable

  Fetch a drillable.com address and return its typed envelope (record, grades, abstains, related actions). Pass an address returned by `search`, or a link carried in another drill result — a same-host path starting "/c" (records) or "/x" (operations) — e.g. "/c/eurorack?q=reverb", "/c/cocktail/negroni", "/x/eurorack/drills/cover?have=…&targets=…". Addresses COMPUTE as well as read: a collection address takes bare field filters and fold params — count by a field with "/c/eurorack/modules?group_by=manufacturer", total one with "/c/intellijel/modules?sum=specs.depth_mm", filter with "/c/eurorack/modules?capability=vca" — and a collection address alone ("/c/cocktail/cocktails") returns the complete listing with its exact count, so enumerate/count questions are one drill of the right address, not a search. A non-2xx response (e.g. a 404 teaching miss) is a valid, informative result, not a tool error — read its text; a miss lists the fields and params the node does hold.

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• fema_get_public_assistance

  fema-mcp-server

  Retrieve Public Assistance (PA) funded project records for a disaster or state — shows where federal recovery money was obligated. Returns applicant, damage category, project size and status, federal share obligated, and total obligated amounts. Either disaster_number or state must be provided. Use disaster_number (from fema_search_disasters) to scope to a single declaration, or state to browse all PA projects for a state. PA projects are created only when the PA program is declared (pa_declared: true on the disaster).

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• site_directed_mutagenesis

  workbench

  Design site-directed mutagenesis primers (QuikChange overlapping or Q5 back-to-back) for a base substitution, an amino-acid codon swap, or an insertion/deletion/delins. The edit can be given as fields or, more simply, by NAME in `mutation`: "E52K", "p.Glu52Lys", "c.155A>G", "c.76_78del", "c.76_77insGGA", "c.76_78dup". A named mutation is checked against the template — if the reference allele it states is not what is actually at that position, the call is refused and the real base or residue is quoted back, because a coordinate belonging to a different transcript or the other strand yields perfectly well-formed primers for the wrong base. `interpretedAs` in the response says which reading was designed.

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• ado_query_workitems

  ALM X++ MCP Server

  AZURE DEVOPS ONLY -- Query Work Items (Bugs, Tasks, FDDs, User Stories, CRs) in Azure DevOps. [~] PRIORITY TRIGGER: use this tool when the user mentions 'FDD', 'RDD', 'IDD', 'CR', 'Task', 'Workitem', 'Work Item', 'Bug', 'User Story', 'Feature', 'Issue', 'ticket', 'sprint', 'backlog', 'DevOps', 'liste des tâches', 'show tasks', 'find bugs', '#1234', 'WI#'. NEVER use this tool for: D365 labels (@SYS/@TRX), X++ code, AOT objects, tables, classes, forms, enums, error messages, 'c\'est quoi le label', 'search_labels', 'libellé', 'label D365'. For labels -> use search_labels. For D365 code -> use search_d365_code or get_object_details. Shortcuts: 'bugs' (all active bugs), 'my bugs' (assigned to me), 'recent' (updated last 7 days), 'sprint' (current iteration). Or pass any WIQL SELECT statement or a free-text title search. Use '*' with filters only. Returns max 50 work items with ID, title, type, state, priority, area, assigned-to. Requires DEVOPS_ORG_URL + DEVOPS_PAT env vars.

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• check_bulk

  DepScope

  Fast pre-flight filter for a batch of (ecosystem, package) pairs. DB-only, <100ms for 100 items. USE WHEN: about to emit `npm install a b c …` or `pip install a b c …` — catches hallucinated names, stdlib, typos, and known-bad in ONE call. NOT a dep-tree audit (use scan_project for that). RETURNS: per-item {status: exists|stdlib|malicious|typosquat_suspect|historical_incident|unknown}.

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• query_context

  mcp-klever-vm

  Search the Klever VM knowledge base for smart contract development context. Returns structured JSON with matching entries, scores, and pagination. Use this for precise filtering by type or tags; use search_documentation for human-readable "how do I..." answers.

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• paywall__customer_deduct_from_fup

  Netfluid

  Deducts a unit from the customer's available workflow allowance. Do not call this tool when the customer is requesting assistance related to the pay wall and its subscriptions. This tool should be called after each AI response that is not pay wall related. @param customer_id: The customer's database id @return: a json object, containing the customer_id and remaining fup token balance in the "values" object

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• microsoft_docs_search

  xpay✦ DevTools Collection

  Search official Microsoft/Azure documentation to find the most relevant and trustworthy content for a user's query. This tool returns up to 10 high-quality content chunks (each max 500 tokens), extracted from Microsoft Learn and other official sources. Each result includes the article title, URL, and a self-contained content excerpt optimized for fast retrieval and reasoning. Always use this tool to quickly ground your answers in accurate, first-party Microsoft/Azure knowledge. ## Follow-up Pattern To ensure completeness, use microsoft_docs_fetch when high-value pages are identified by search. The fetch tool complements search by providing the full detail. This is a required step for comprehensive results.

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• submit_support_request

  Skala — Legal Platform for Startups

  Submit a support request to the Skala team on behalf of the user. Call this when the user needs human assistance that AI cannot provide, the question is too complex or high-risk, or the user explicitly asks for human support. IMPORTANT: Always confirm with the user before calling — describe what you will submit and ask for their approval. Before calling, compile the issue from conversation context into the description.

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• sam_search_exclusions

  Samgov

  Search the SAM.gov Exclusions list — parties DEBARRED, suspended, or otherwise excluded from receiving federal contracts, grants, or assistance. Answers "is this company/person barred from federal contracting" for KYB / vendor-vetting / procurement due diligence. Filter by name, US state, and classification (Firm / Individual / Vessel / Special Entity). Returns each excluded party with the exclusion type, program, excluding agency, and active/termination dates. Distinct from OFAC sanctions (see sanctions_screen) — this is the federal procurement debarment list.

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• censtatd_search_tables

  Censtatd Hk

  Search the Hong Kong C&SD table catalogue by keyword (e.g. 'exchange rates', 'unemployment', 'merchandise trade') and get back matching table ids + titles to use with censtatd_get_table. Backed by the data.gov.hk open-data index of C&SD tablechart datasets. Note: not every C&SD table is indexed there; ids can also be read off the table URL on data.censtatd.gov.hk (the '310-31001' part of web_table.html?id=310-31001).

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• nonprofit_get_organization

  nonprofit-explorer-mcp-server

  Full profile for a single tax-exempt org by EIN: legal name, address, NTEE classification, 501(c) type, IRS ruling date, and a financial snapshot from the most recent Form 990 filing (revenue, expenses, assets, net assets, and the source PDF link). Also returns the IRS Business Master File standing — whether contributions are deductible, exemption status, and public-charity vs. private-foundation classification. Use nonprofit_search first if you only have an org name — this tool requires an EIN. Data lags 1–2 years; the tax year is shown prominently. Data from ProPublica Nonprofit Explorer, sourced from IRS Form 990 filings.

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• change_startup_stage

  BetaFinds

  Change your startup's product stage: PRELAUNCH — preparing to launch, BETA — recruiting beta testers, PAUSED — development paused (requires public_note). To move to LAUNCHED use announce_launch. Allowed transitions: PRELAUNCH→BETA/PAUSED, BETA→PAUSED, PAUSED→PRELAUNCH/BETA.

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• nz_gpa_calculator

  Calculate.co.nz NZ Calculators

  Calculate a grade point average for a New Zealand university. Use for any NZ GPA question: 'what is my GPA', 'work out my grade point average from these grades', 'how much will a C drag my GPA down'. CRITICAL: New Zealand uses a NINE POINT scale, not the American 4.0 scale. A+ 9, A 8, A- 7, B+ 6, B 5, B- 4, C+ 3, C 2, C- 1, D and below 0. A GPA of 7.0 is a strong New Zealand result. Do NOT convert to or from a 4.0 scale: the bands do not correspond and any conversion will be wrong. It is credit-weighted, so a grade in a 45 credit paper counts three times a grade in a 15 credit one, and failed papers still count their credits at zero points. Args: courses: One dict per paper, each with "grade" (A+, A, A-, B+, B, B-, C+, C, C-, D+, D, D-, U, F or J) and "credits" (commonly 15). scale: Optional overrides if the institution weights grades differently. Returns: The GPA, the credits and weighted points it came from, and each paper's contribution so the result can be shown rather than asserted.

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• resync_devops_index

  ALM X++ MCP Server

  WHEN: the user wants to force a full re-download and re-index of their Azure DevOps custom model. Triggers: 'resync', 'reindex', 'force sync', 'rebuild index', 'my model is stale', 'update index', 'mon index est vieux', 'rafraîchir l\'index', 'relancer l\'indexation'. Useful when the server's built-in PAT does not have access to the target DevOps organisation (e.g. a different Azure DevOps org or tenant). Pass a `pat` parameter to override the server PAT for this resync. The eviction + download runs in the background; returns status immediately. After calling, wait ~60 s then call `healthcheck` or any search tool to confirm the index is ready.

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• ado_create_task

  ALM X++ MCP Server

  WHEN: user asks to create a DevOps Task or start development on a Work Item. Triggers: 'create task', 'créer une tâche', 'start development on', 'commencer le dev sur', 'créer un task ADO', 'new development task for WI'. Create a D365 F&O development Task work item in Azure DevOps following the project naming convention. Rules applied automatically based on the parent work item: (A) Parent title starts with a project prefix + digits (FDD/RDD/IDD/CR/...) => Task named '{Prefix} - N - {Title}', Task is child of that WI, branch '{Prefix}_Task_{id}'. (B) Selected WI is related to a prefixed WI (e.g. a Bug linked to a CR) => Task is child of the prefixed WI, Bug is 'related' to the Task, same naming. (C) No prefixed relation => Task named '{3-letter-type}{wiId} - N - {Title}', child of selected WI, branch '{3-letter-type}{wiId}_Task_{id}'. The N counter increments automatically based on existing sibling tasks. A Git branch is created automatically in the repository. Assignee and CC list are embedded in the task description. LANGUAGE RULE: write the 'description' (Proposed Solution) in the same language the user used in their request. Default is English. If the user wrote in French, write the solution in French. Static section labels (headers, field names) remain in English. Requires DEVOPS_ORG_URL + DEVOPS_PAT (Work Items: Read & Write, Code: Read & Write).

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