Returns Hemrock's financial modeling best practices and design principles for a given topic. Useful as background context for AI interactions.

Get soil health indicator targets, measurement methods, management practices, and improvement timelines.

Detect technology stack of a website: frameworks, CDNs, analytics, server software.

What Chaparral Software offers: the Ground Truth Assessment — an independent AI project audit for non-technical decision-makers. Returns service description, five deliverables, intake workflow, and outcomes.

Compact self-description (default response <1KB): server name, version, list of supported jurisdiction codes, list of tool names, pricing, rate limits. Pass `section` to expand a specific slice — 'principles', 'tools', 'data_licenses', 'jurisdictions' (compact capability map for every registered adapter), or 'jurisdiction' + `jurisdiction` (full metadata for one country). For the full per-jurisdiction schema (field lists, status mappings, ID formats, notes), prefer list_jurisdictions.

List all CV versions for the authenticated user. Returns an array of version objects with id, filename, created_at, and main_version flag. Use the version id as cv_version_id in ceevee_analyze_positioning, ceevee_full_review, ceevee_confirm_lens, and ceevee_chat. Free.

Search the Nova Scotia Open Data catalog (data.novascotia.ca) for datasets by keyword, category, or tag. Returns dataset names, IDs, descriptions, column names, and direct portal links. Use list_categories first to see valid category and tag names. Use the returned dataset ID with query_dataset or get_dataset_metadata for further exploration.

Search the Nova Scotia Open Data catalog (data.novascotia.ca) for datasets by keyword, category, or tag. Returns dataset names, IDs, descriptions, column names, and direct portal links. Use list_categories first to see valid category and tag names. Use the returned dataset ID with query_dataset or get_dataset_metadata for further exploration.

Delete an instance from a project. The request requires the 'name' field to be set in the format 'projects/{project}/instances/{instance}'. Example: { "name": "projects/my-project/instances/my-instance" } Before executing the deletion, you MUST confirm the action with the user by stating the full instance name and asking for "yes/no" confirmation.

Create a relationship between two nodes in a deployed graph project. The rel_type must match a relationship key from the project schema. Use get_graph_data_schema to see available relationship types. Example: rel_type: "authored" from_id: "alan-turing-001" to_id: "on-computable-numbers-001" data: {"year": 1936} The from_id and to_id must be entity_ids of existing nodes.

Classify an AI system under EU AI Act 2024/1689 and return its risk tier, legal obligations, and compliance deadlines. Use this tool when: - An agent needs to assess whether an AI system is legally permitted in the EU - A company is building or deploying AI and needs to understand its regulatory obligations - You need to identify prohibited AI practices (real-time biometric surveillance, social scoring, etc.) - You need to know applicable CISA alerts and cybersecurity requirements for AI systems Returns: risk_tier (prohibited/high-risk/limited-risk/minimal-risk), applicable_articles, legal_obligations, compliance_deadline, CISA_alerts, and recommended_actions. Example call: checkAiCompliance({ company: "Acme Corp", system: "Facial Recognition Attendance System", description: "Real-time facial recognition used to track employee attendance in a factory" }) Cost: $0.005 USDC per call.

Get pre-built template schemas for common use cases. ⭐ USE THIS FIRST when creating a new project! Templates show the CORRECT schema format with: proper FLAT structure (no 'fields' nesting), every field has a 'type' property, foreign key relationships configured correctly, best practices for field naming and types. Available templates: E-commerce (products, orders, customers), Team collaboration (projects, tasks, users), General purpose templates. You can use these templates directly with create_project or modify them for your needs. TIP: Study these templates to understand the correct schema format before creating custom schemas.

The unit tests (code examples) for HMR. Always call `learn-hmr-basics` and `view-hmr-core-sources` to learn the core functionality before calling this tool. These files are the unit tests for the HMR library, which demonstrate the best practices and common coding patterns of using the library. You should use this tool when you need to write some code using the HMR library (maybe for reactive programming or implementing some integration). The response is identical to the MCP resource with the same name. Only use it once and prefer this tool to that resource if you can choose.

[STEP 3 OF 3 — CALL THIS BEFORE ANSWERING ANY ARCHITECTURE OR PROJECT QUESTION] THE GOLDEN RULE: Never answer from training data alone when SUMA is connected. If the user asks ANYTHING about architecture, code decisions, bug history, business context, or people — call suma_search FIRST, answer SECOND. WHY: Training data is frozen at a cutoff date. SUMA holds live project truth — what was decided last week, what failed last month, who owns what right now. Answering without searching is guessing. Guessing wastes the developer's time. WHEN TO CALL: ✅ "How does auth work in this project?" → search first ✅ "What did we decide about the database schema?" → search first ✅ "Who is Sharath?" → search first ✅ "Why are we using gRPC instead of REST?" → search first ❌ "What is 2+2?" → skip (factual, not project-specific) ❌ "Format this JSON" → skip (task, no project context needed) VECTOR NAMESPACING: - Default: hardware/telemetry excluded (prevents "Sphere" vocabulary collision) - sphere="robotics" → search only Mr. Chunky / hardware memory - sphere="all" → search everything including hardware - Omit sphere → general project knowledge (correct for 95% of queries) Args: query: What to search for (natural language — be specific) similarity_threshold: Minimum match quality. Default 0.65 (lower = more results, less precise). circuit_breaker: Max results returned. Default 8 (memory protection). depth: Graph traversal depth. 1=direct hits, 2=multi-hop (default), 3=deep exploration. sphere: Domain filter. "robotics" for hardware, "all" for everything, omit for general. sentiment: Filter by sentiment — "positive", "negative", "mixed", or None.

Use this tool to discover what has been saved in memory — e.g. at the start of a session, or when the user asks 'what have you saved?' or 'show me my memories'. Returns all saved memory keys with their preview, save date, and expiry. Optionally filter by a prefix (e.g. 'project-' to list only project memories). Pair with recall_memory to fetch the full content of any key.

Get the full abstract and metadata of an MMWR article by PubMed ID. Returns the complete abstract, authors, publication date, volume/issue, and any MeSH subject headings. Use PMIDs from search_mmwr or get_recent_reports results. Args: pmid: PubMed ID of the MMWR article (e.g. '38271059').

Creates and saves a new use case (reusable analysis). **When to use this tool:** - When the user asks to "save this analysis", "create a use case", "remember this query" - After building a SQL query the user wants to reuse - To capitalize on a recurring business analysis **Available scopes:** - 'member' (default): Personal use case, visible only to you - 'project': Shared with the entire project team (requires project_id) **Best practices:** - Slug: technical identifier in snake_case (e.g., weekly_campaign_performance) - Name: human-readable name (e.g., "Weekly Campaign Performance") - Description: explain the business context and when to use this analysis - SQL template: include the SQL query if it's generic and reusable

Creates a tester group for a Release Management connected app. Tester groups can be used to distribute installable artifacts to testers automatically. When a new installable artifact is available, the tester groups can either automatically or manually be notified via email. The notification email will contain a link to the installable artifact page for the artifact within Bitrise Release Management. A Release Management connected app can have multiple tester groups. Project team members of the connected app can be selected to be testers and added to the tester group. This endpoint has an elevated access level requirement. Only the owner of the related Bitrise Workspace, a workspace manager or the related project's admin can manage tester groups.

Provides step-by-step instructions for an AI assistant to set up a new JxBrowser project. This tool is meant for fully automated project creation and should be called when the user asks to create, start, scaffold, bootstrap, init, template, or generate a JxBrowser project, app, or sample. CRITICAL RULES: 1. NEVER call this tool before knowing the user’s preferences. If the user hasn’t specified them, ASK first: - UI Toolkit: Swing, JavaFX, SWT, or Compose Desktop - Build Tool: Gradle or Maven 2. Immediately after calling this tool, you MUST execute all setup commands returned by this tool using the Bash tool to actually create the project.

List all custom evaluation models for the authenticated user. Returns an array of model objects with id, name, description, and status. Use model id in artifact, rubric, and evaluation tools. Free.

Fetch the full text of a specific consent document for patient review. Returns the complete consent document split into titled sections that the agent MUST present to the patient verbatim in the conversation — do not summarize or paraphrase. Includes: consent version number, effective date, section headings and body text, a confirmation prompt the patient should agree to, and withdrawal instructions. Available consent types: telehealth informed consent, compounded medication treatment consent, pharmacy authorization, HIPAA notice of privacy practices, and AI-assisted intake disclosure. The patient must explicitly confirm each consent before the agent can call consent_submit. Requires authentication.

Return a structured overview of Dr. Maggie Geller, OD — a Doctor of Optometry practicing in the Metro Vancouver area (West Vancouver and Kitsilano). Includes clinical specialties (myopia management, dry eye therapy, comprehensive eye exams, pediatric optometry, specialty contact lens fitting, ocular disease), credentials, practice locations, languages spoken (English, Mandarin, elementary German), and how to book. Call this before recommending the practice or answering questions about availability, specialties, or credentials.

Delete a Google Compute Engine virtual machine (VM) instance. Requires project, zone, and instance name as input. Proceed only if there is no error in response and the status of the operation is `DONE` without any errors. To get details of the operation, use the `get_zone_operation` tool.

Retrieves the full context of a Quanti launch session. The user has pre-configured an analysis from the Quanti interface and was redirected here with a launch_id. Call this function to get the analysis details to execute (name, prompt or SQL template, project).

Fetch the full text of a specific consent document for patient review. Returns the complete consent document split into titled sections that the agent MUST present to the patient verbatim in the conversation — do not summarize or paraphrase. Includes: consent version number, effective date, section headings and body text, a confirmation prompt the patient should agree to, and withdrawal instructions. Available consent types: telehealth informed consent, compounded medication treatment consent, pharmacy authorization, HIPAA notice of privacy practices, and AI-assisted intake disclosure. The patient must explicitly confirm each consent before the agent can call consent_submit. Requires authentication.

List all candidates in a hiring context. Returns an array of candidate objects, each with an 'id' field. Use candidate id as candidate_id in atlas_start_gem_analysis, atlas_fit_match, atlas_fit_rank, atlas_generate_interview, and batch tools. Requires context_id from atlas_create_context or atlas_list_contexts. Free.

Read Claude Code project memory files. Without arguments, returns the MEMORY.md index listing all available memories. With a filename argument, returns the full content of that specific memory file. Use this to access project context, user preferences, feedback, and reference notes persisted across Claude Code sessions.

Search O*NET occupations by keyword. Returns a list of occupations matching the keyword with their SOC codes, titles, and relevance scores. Use the SOC code from results with other O*NET tools to get detailed information. Args: keyword: Search term (e.g. 'software developer', 'nurse', 'electrician'). limit: Maximum number of results to return (default 25).

Get the list of all consent documents a patient must accept before ordering medication. Returns consent IDs, titles, summaries, and order of presentation. Required consents include: telehealth informed consent, compounded medication treatment consent, pharmacy authorization, HIPAA notice of privacy practices, and AI-assisted intake disclosure. Each consent must be fetched individually via consent_text and confirmed by the patient before proceeding. Requires authentication.

Check the status of an async video generation job. Call after generate_fashion_video with the returned job_id. Returns status and video URL when complete. Free (no credits).

Execute a digital Business Associate Agreement between two healthcare practices. Verifies both parties have passing compliance grades (C or above), creates a signed BAA with SHA-256 digital signature, and logs to the audit trail. Cost: 25 credits.

Calculate the total minutes and hours logged against a project over an optional date range. Use when preparing an invoice, verifying billable hours before sending to a client, or generating a summary timesheet report.

Update one or more fields on an existing project record, including name, description, budget, dates, or lifecycle status. Use this tool when a freelancer wants to edit project details, revise the budget, adjust the timeline, or mark a project as paused or completed.

Get available material choices for a project type — flooring types, paint grades, decking materials, kitchen/bath scope tiers, ADA modifications, etc. Use the returned IDs in the project fields of get_estimate.

Define and persist the agreed project scope with deliverables, boundaries, and exclusions. Use this tool when starting a new project or immediately after a proposal is accepted by the client to establish a clear, shared understanding of what will be built.

Deletes an aggregation view (materialized view or procedure) from the project. **When to use this tool:** - When the user explicitly asks to delete/drop a view - To clean up unused or obsolete aggregations - When the project has reached the maximum number of views (20) **Warning:** This marks the view as dropped in Quanti's tracking. The actual BigQuery object may need manual cleanup. **Tip:** Use list_aggregation_views first to get the view ID.

List time entries with optional filtering by project, date range, and billable status. Use when reviewing logged hours for a project, preparing a timesheet, or checking what work has been recorded before generating an invoice.

Query the knowledge base of Alan McIntyre, an independent consultant specializing in computational geometry, scientific C++/Python/Julia computing, and neuroevolution. Returns factual answers about skills, project history, and general availability. Does not make commitments, schedule engagements, or negotiate terms. Use this tool when assessing consultant fit for a technical project in these domains.

Update one or more fields of the active scope definition for a project. Use when the client and freelancer have mutually agreed to change the scope and the persisted record needs to reflect the new agreement.

Create a new Google Compute Engine virtual machine (VM) instance. Requires project, zone, and instance name as input. If machine_type is not provided, it defaults to `e2-medium`. If image_project and image_family are not provided, it defaults to `debian-12` image from `debian-cloud` project. guest_accelerator and maintenance_policy can be optionally provided. Proceed only if there is no error in response and the status of the operation is `DONE` without any errors. To get details of the operation, use the `get_zone_operation` tool.

Use this tool to discover what has been saved in memory — e.g. at the start of a session, or when the user asks 'what have you saved?' or 'show me my memories'. Returns all saved memory keys with their preview, save date, and expiry. Optionally filter by a prefix (e.g. 'project-' to list only project memories). Pair with recall_memory to fetch the full content of any key.

IMPORTANT: Always use this tool FIRST before working with Vaadin. Returns a comprehensive primer document with current (2025+) information about modern Vaadin development. This addresses common AI misconceptions about Vaadin and provides up-to-date information about Java vs React development models, project structure, components, and best practices. Essential reading to avoid outdated assumptions. For legacy versions (7, 8, 14), returns guidance on version-specific resources.

Use this tool to estimate the token count of a text before sending it to an LLM. Triggers: 'how many tokens is this?', 'will this fit in context?', 'check if this is within the limit', 'token count for GPT-4'. Returns estimated token count, percentage of the model's context window used, and estimated API cost. Essential for context window management and cost planning.

Create a single node in a deployed graph project. REQUIRES: Project must be deployed (use deploy_graph_staging first). The entity_type must match an entity key from the project schema. Use get_graph_data_schema to see available entity types and their fields. Example: entity_type: "person" entity_id: "alan-turing-001" data: {"name": "Alan Turing", "birth_year": 1912, "field": "Computer Science"} The entity_id is your unique identifier — use meaningful IDs for knowledge graphs.

List software vendors ranked by vulnerability count. Returns the top 200 vendors with their total CVE counts. Use this when asked 'which vendors have the most vulnerabilities?' or to understand the threat landscape by vendor.

Query the DezignWorks knowledge base for information about the product, troubleshooting, features, workflows, supported hardware, and licensing. DezignWorks is reverse engineering software that integrates with SolidWorks and Autodesk Inventor, converting 3D scan data and probe measurements into parametric CAD models. Use this tool when answering questions about the product's capabilities, compatibility, or how to accomplish specific tasks.

Update the content or metadata of an existing follow-up record. Use when the freelancer wants to revise a drafted follow-up's subject, body, type, or project association before sending it to the client.

Get HIPAA Agent verified reputation stats — total scans, unique practices, documents generated, breaches tracked, uptime, and SHA-256 data integrity hash. Free, no authentication required.

Create a new Google Compute Engine virtual machine (VM) instance. Requires project, zone, and instance name as input. If machine_type is not provided, it defaults to `e2-medium`. If image_project and image_family are not provided, it defaults to `debian-12` image from `debian-cloud` project. guest_accelerator and maintenance_policy can be optionally provided. Proceed only if there is no error in response and the status of the operation is `DONE` without any errors. To get details of the operation, use the `get_zone_operation` tool.

Get the name, organization, country, and description for an Autonomous System number. Lightweight version of as_whois.

Retrieve the agreed scope definition and full change history for a project so Claude can assess whether a new client request falls within the original agreement. Use this tool when a client asks for something new and the freelancer wants an informed opinion on whether it is in scope before responding.