Skip to main content
Glama
137,938 tools. Last updated 2026-05-20 03:14

"namespace:io.github.Estaite-Solutions" matching MCP tools:

  • Chat with the Roboflow AI agent. Use this tool for: - **Roboflow Q&A** — the agent has the full Roboflow documentation indexed (SDKs, REST API, deployment options, training, batch processing, Universe, blocks, pricing, etc.). Ask it anything about how Roboflow works. - **Advanced workflow building** — workflows complex enough that direct block composition via ``workflow_blocks_*`` is impractical. The agent knows every block and connection pattern. - **Solution planning** — pass ``mode="plan"`` and the user's problem; the agent uses a stronger planning model to scope a CV solution end-to-end before any building happens. For straightforward workflows you can construct yourself, the direct ``workflow_*`` tools are fine — you don't have to route every workflow through the agent. ## Conversation flow The agent runs a multi-step conversation. It may ask clarifying questions, recommend a model, or (in plan mode) produce a plan for confirmation. Pass the returned ``conversation_id`` back on follow-up calls to keep context. Use ``agent_conversations_list`` and ``agent_conversation_get`` to find and resume past conversations. ## CRITICAL: the agent NEVER publishes workflows Every workflow the agent creates or edits is saved as a **draft**. The published version that callers using the workflow by id will hit is unchanged until you explicitly publish. To make agent edits live, call ``agent_workflow_publish`` with the workflow ``url`` returned in the chat response. ## Running an agent-built workflow Two options: 1. **Run the draft directly without publishing** — pass the ``specification`` returned in the chat response to ``workflow_specs_run``. Best for testing the draft, or for one-off runs where you don't want to disturb the currently-published version. 2. **Publish, then run by id** — call ``agent_workflow_publish(workflow_url=...)`` then ``workflows_run(workflow_id=..., images=...)``. Use this when you want the change to go live for everyone using the workflow by id. ## Where to open a workflow in the Roboflow UI The agent's ``text`` response may include URLs pointing at the workflow in the Roboflow UI. **Ignore those URLs** — the agent sometimes picks the wrong host or path. Each workflow in the ``workflows`` array has an ``app_url`` field with the correct, environment-aware URL (built from the current ``APP_URL`` plus ``/{workspace}/solutions/chat?workflowUrl=...``) — show that one to the user instead. ## Response shape - ``text`` — the agent's reply. - ``workflows`` — workflows created or edited in this turn, each with ``id``, ``name``, ``url`` (slug), ``app_url`` (clickable Roboflow UI URL — use this), and ``specification`` (the full draft JSON; pass it to ``workflow_specs_run`` to execute without publishing). - ``conversation_id`` — pass back to continue the conversation.
    Connector
  • Search and inspect the Wix REST API documentation/spec by writing JavaScript code that runs in a sandboxed read-only environment. This tool overlaps with `SearchWixRESTDocumentation`, `BrowseWixRESTDocsMenu`, `ReadFullDocsArticle`, and `ReadFullDocsMethodSchema`: use any of them to discover Wix REST endpoints, schemas, examples, and related docs. Prefer `SearchWixAPISpec` over `ReadFullDocsMethodSchema` for REST method schemas when it is available, especially after you already have a docs URL from semantic search, menu browsing, or conversation context. Prefer URL-first results: - If you have a docs URL or partial docs URL, search `resource.docsUrl` and `method.docsUrl` first. - If you have a method docs URL and need the request/response shape, call `getResourceSchemaByUrl(methodDocsUrl)` in this tool and return the selected method schema directly. - For API execution, return and use `method.publicUrl` when available. It is the preferred executable `https://www.wixapis.com/...` URL. - Return `docsUrl` for relevant resources/methods when the next step needs an article or API call source URL; do not hand off to `ReadFullDocsMethodSchema` just to inspect a REST method schema. - Use `resourceId` only as the internal handle for low-level loaders; prefer URL helpers when you have a docs URL. Your code has access to these globals: **lightIndex** — Current lightweight REST API resource array: ```typescript interface LightIndex extends Array<LightResource> { updatedAt?: string; // ISO timestamp for when spec sync generated this index } interface LightResource { name: string; // e.g. "Products V3", "Contact V4" resourceId: string; // internal handle for getResourceSchema() docsUrl: string; // e.g. "https://dev.wix.com/docs/api-reference/business-solutions/stores/catalog-v3/products-v3" menuPath: string[]; // e.g. ["business-solutions", "stores", "catalog-v3", "products-v3"] methods: Array<{ operationId: string; // e.g. "wix.stores.catalog.v3.CatalogApi.CreateProduct" summary: string; // e.g. "Create Product" httpMethod: string; // "get" | "post" | "patch" | "delete" path: string; // e.g. "/v3/products" docsUrl?: string; // e.g. "https://dev.wix.com/docs/api-reference/.../query-products" publicUrl?: string; // preferred executable URL for ExecuteWixAPI, when available after spec sync publicBaseUrl?: string; description: string; // truncated to 200 chars }>; } ``` **getResourceSchemaByUrl(docsUrl)** and **getResourceSchema(resourceId)** return the full schema for a resource: ```typescript interface FullSchema { title: string; description: string; fqdn: string; docsUrl?: string; methods: Array<{ summary: string; description: string; operationId: string; httpMethod: string; path: string; docsUrl?: string; publicUrl?: string; // Preferred executable URL for ExecuteWixAPI, e.g. "https://www.wixapis.com/..." publicBaseUrl?: string; // Public Wix APIs base URL used to derive publicUrl servers: Array<{ url: string }>; // Base URLs (e.g. "https://www.wixapis.com/...") requestBody: object | null; responses: object; parameters: Array<object>; permissions: string[]; legacyExamples: Array<{ // Curl examples content: { title: string; request: string; response: string }; }>; }>; components: { schemas: object }; } ``` **articles** — Array of all Wix documentation articles (~1000 guides, tutorials, concepts): ```typescript interface LightArticle { name: string; // e.g. "About the Wix API Query Language" resourceId: string; docsUrl: string; // e.g. "https://dev.wix.com/docs/api-reference/articles/..." menuPath: string[]; // e.g. ["work-with-wix-apis", "data-retrieval", "about-the-wix-api-query-language"] description: string; // first ~200 chars of the article content } ``` **getResourceSchemaByUrl(docsUrl)** — Async function returning the full schema for the resource or method docs URL. **getResourceSchema(resourceId)** — Lower-level async function returning the full schema for a resource ID. Prefer `getResourceSchemaByUrl(docsUrl)` when you have a docs URL. **getArticleContentByUrl(docsUrl)** — Async function returning the full markdown content of an article docs URL (string). **getArticleContent(resourceId)** — Lower-level async function returning the full markdown content of an article resource ID. Prefer `getArticleContentByUrl(docsUrl)` when you have a docs URL. Articles and API resources share the same menuPath hierarchy. Use menuPath to find related articles and APIs within the same domain. Your code MUST be an `async function()` expression that returns a value. app-management [11 resources]: app-billing, oauth-2, app-instance, embedded-scripts, site-plugins, app-permissions, market-listing, bi-event business-solutions [152 resources]: e-commerce, stores, bookings, cms, events, restaurants, blog, forum, pricing-plans, portfolio, benefit-programs, donations, gift-cards, suppliers-hub, coupons assets [4 resources]: rich-content, media, pro-gallery crm [58 resources]: members-contacts, forms, community, communication, loyalty-program, crm business-management [101 resources]: ai-site-chat, analytics, async-job, automations, app-installation, calendar, branches, captcha, cookie-consent-policy, custom-embeds, dashboard, functions, faq-app, data-extension-schema, get-paid, headless, marketing, locations, multilingual, online-programs, notifications, payments, site-search, secrets, site-urls, tags, site-properties account-level [17 resources]: sites, domains, resellers, user-management, b2b-site-management site [2 resources]: viewer Important schema guidance: - For ExecuteWixAPI, use `method.publicUrl` when available. It is the preferred executable `https://www.wixapis.com/...` URL for that method. - Do not use `method.servers[0]` to build execution URLs. `method.servers` includes internal Wix hosts such as `www.wix.com`, `manage.wix.com`, and editor hosts. - `method.path` is usually an internal relative path, such as `/v3/items/{item.id}`. Use it for matching/debugging, not as the primary execution URL when `method.publicUrl` exists. - Do not exact-match full Wix API URLs against `method.path`. - Search docs URLs first when you have them. Search broadly across `resource.name`, `resource.docsUrl`, `resource.menuPath.join("/")`, `method.summary`, `method.operationId`, `method.description`, `method.path`, and `method.docsUrl` only when you still need discovery. - Method schemas can contain `{ "$circular": "TypeName" }` references. Use `schema.components.schemas[TypeName]` to inspect selected nested types. Avoid dumping huge fully-expanded schemas unless necessary. - When inspecting a specific method schema (i.e. you have found a single method and are returning its details), always include `responses: method.responses` alongside `requestBody`. Knowing the response shape up front prevents speculative re-runs of mutations just to see what the API returned. Examples: Inspect one method schema by exact docs URL: ```javascript async function() { const methodUrl = "https://dev.wix.com/docs/api-reference/business-solutions/stores/catalog-v3/products-v3/query-products"; const schema = await getResourceSchemaByUrl(methodUrl); const method = schema.methods.find(method => method.docsUrl === methodUrl); if (!method) { return { message: "Found the resource, but no exact method URL match. Returning available methods.", resourceDocsUrl: schema.docsUrl, methods: schema.methods.map(method => ({ title: method.summary, docsUrl: method.docsUrl, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, path: method.path })) }; } return { title: method.summary, docsUrl: method.docsUrl, resourceDocsUrl: schema.docsUrl, publicUrl: method.publicUrl, publicBaseUrl: method.publicBaseUrl, httpMethod: method.httpMethod.toUpperCase(), path: method.path, operationId: method.operationId, permissions: method.permissions, parameters: method.parameters, requestBody: method.requestBody, responses: method.responses, curlExamples: method.legacyExamples?.map(example => example.content) }; } ``` Inspect one resource by resource docs URL: ```javascript async function() { const resourceUrl = "https://dev.wix.com/docs/api-reference/business-solutions/stores/catalog-v3/products-v3"; const schema = await getResourceSchemaByUrl(resourceUrl); return { resource: schema.title, docsUrl: schema.docsUrl, description: schema.description, methods: schema.methods.map(method => ({ title: method.summary, docsUrl: method.docsUrl, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, path: method.path, operationId: method.operationId })) }; } ``` Inspect one method from a partial docs URL: ```javascript async function() { const partialUrl = "stores/catalog-v3/products-v3/query-products"; const resource = lightIndex.find(resource => resource.docsUrl.includes(partialUrl) || resource.methods.some(method => method.docsUrl?.includes(partialUrl)) ); if (!resource) return "No API resource found for this partial docs URL"; const schema = await getResourceSchemaByUrl( resource.methods.find(method => method.docsUrl?.includes(partialUrl))?.docsUrl ?? resource.docsUrl ); const method = schema.methods.find(method => method.docsUrl?.includes(partialUrl) ); if (!method) { return { message: "Found the resource, but no exact method match.", resource: resource.name, resourceDocsUrl: resource.docsUrl, methods: schema.methods.map(method => ({ title: method.summary, docsUrl: method.docsUrl, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, path: method.path })) }; } return { title: method.summary, docsUrl: method.docsUrl, resource: resource.name, resourceDocsUrl: resource.docsUrl, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, publicBaseUrl: method.publicBaseUrl, path: method.path, requestBody: method.requestBody, responses: method.responses, curlExamples: method.legacyExamples?.map(example => example.content) }; } ``` Expand selected nested schema refs: ```javascript async function() { const methodUrl = "https://dev.wix.com/docs/api-reference/business-solutions/stores/catalog-v3/products-v3/query-products"; const schema = await getResourceSchemaByUrl(methodUrl); const method = schema.methods.find(method => method.docsUrl === methodUrl); return { title: method.summary, docsUrl: method.docsUrl, requestBody: method.requestBody, selectedNestedTypes: { product: schema.components.schemas["com.wix.stores.catalog.product.api.v3.Product"], cursorPaging: schema.components.schemas["wix.stores.catalog.v3.upstream.wix.common.CursorPaging"], sorting: schema.components.schemas["wix.stores.catalog.v3.upstream.wix.common.Sorting"] } }; } ``` Advanced: bounded recursive expansion for one method. Use only when top-level schema and selected nested refs are not enough; keep depth small because schemas can become very large. ```javascript async function() { const methodUrl = "https://dev.wix.com/docs/api-reference/business-solutions/stores/catalog-v3/products-v3/query-products"; const schema = await getResourceSchemaByUrl(methodUrl); const method = schema.methods.find(method => method.docsUrl === methodUrl); function expandRefs(value, depth = 0, seen = []) { if (depth > 3) return value; if (Array.isArray(value)) return value.map(item => expandRefs(item, depth, seen)); if (!value || typeof value !== "object") return value; if (value.$circular) { const refName = value.$circular; if (seen.includes(refName)) return { $ref: refName, circular: true }; const target = schema.components?.schemas?.[refName]; if (!target) return { $ref: refName, missing: true }; return { $ref: refName, schema: expandRefs(target, depth + 1, seen.concat(refName)) }; } return Object.fromEntries( Object.entries(value).map(([key, nested]) => [ key, expandRefs(nested, depth, seen) ]) ); } return { title: method.summary, docsUrl: method.docsUrl, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, path: method.path, requestBody: expandRefs(method.requestBody), responses: expandRefs(method.responses) }; } ``` Find APIs by broad keywords when you do not have a docs URL: ```javascript async function() { const words = ["stores", "query", "products"]; return lightIndex.flatMap(resource => resource.methods .filter(method => { const haystack = [ resource.name, resource.docsUrl, resource.menuPath.join("/"), method.summary, method.operationId, method.description, method.path, method.docsUrl ].join(" ").toLowerCase(); return words.every(word => haystack.includes(word)); }) .map(method => ({ title: method.summary, docsUrl: method.docsUrl, resource: resource.name, resourceDocsUrl: resource.docsUrl, resourceId: resource.resourceId, operationId: method.operationId, httpMethod: method.httpMethod.toUpperCase(), publicUrl: method.publicUrl, path: method.path })) ); } ```
    Connector
  • Fetch and convert AWS related documentation pages to markdown format. ## Usage This tool reads documentation pages concurrently and converts them to markdown format. Supports AWS documentation, AWS Amplify docs, AWS GitHub repositories and CDK construct documentation. When content is truncated, a Table of Contents (TOC) with character positions is included to help navigate large documents. ## Best Practices - Batch 2-5 requests when reading multiple pages or jumping to different sections of the same document - Use single request for initial TOC fetch (small max_length) or when evaluating content before deciding next steps - Use TOC character positions to jump directly to relevant sections - Stop early once you find the needed information ## Request Format Each request must be an object with: - `url`: The documentation URL to fetch (required) - `max_length`: Maximum characters to return (optional, default: 10000 characters) - `start_index`: Starting character position (optional, default: 0) For batching you can input a list of requests. ## Example Request ``` { "requests": [ { "url": "https://docs.aws.amazon.com/AmazonS3/latest/userguide/access-management.html", "max_length": 5000, "start_index": 0 }, { "url": "https://repost.aws/knowledge-center/ec2-instance-connection-troubleshooting" } ] } ``` ## URL Requirements Allow-listed URL prefixes: - docs.aws.amazon.com - aws.amazon.com - repost.aws/knowledge-center - docs.amplify.aws - ui.docs.amplify.aws - github.com/aws-cloudformation/aws-cloudformation-templates - github.com/aws-samples/aws-cdk-examples - github.com/aws-samples/generative-ai-cdk-constructs-samples - github.com/aws-samples/serverless-patterns - github.com/awsdocs/aws-cdk-guide - github.com/awslabs/aws-solutions-constructs - github.com/cdklabs/cdk-nag - constructs.dev/packages/@aws-cdk-containers - constructs.dev/packages/@aws-cdk - constructs.dev/packages/@cdk-cloudformation - constructs.dev/packages/aws-analytics-reference-architecture - constructs.dev/packages/aws-cdk-lib - constructs.dev/packages/cdk-amazon-chime-resources - constructs.dev/packages/cdk-aws-lambda-powertools-layer - constructs.dev/packages/cdk-ecr-deployment - constructs.dev/packages/cdk-lambda-powertools-python-layer - constructs.dev/packages/cdk-serverless-clamscan - constructs.dev/packages/cdk8s - constructs.dev/packages/cdk8s-plus-33 - strandsagents.com/ Deny-listed URL prefixes: - aws.amazon.com/marketplace ## Example URLs - https://docs.aws.amazon.com/AmazonS3/latest/userguide/bucketnamingrules.html - https://docs.aws.amazon.com/lambda/latest/dg/lambda-invocation.html - https://aws.amazon.com/about-aws/whats-new/2023/02/aws-telco-network-builder/ - https://aws.amazon.com/builders-library/ensuring-rollback-safety-during-deployments/ - https://aws.amazon.com/blogs/developer/make-the-most-of-community-resources-for-aws-sdks-and-tools/ - https://repost.aws/knowledge-center/example-article - https://docs.amplify.aws/react/build-a-backend/auth/ - https://ui.docs.amplify.aws/angular/connected-components/authenticator - https://github.com/aws-samples/aws-cdk-examples/blob/main/README.md - https://github.com/awslabs/aws-solutions-constructs/blob/main/README.md - https://constructs.dev/packages/aws-cdk-lib/v/2.229.1?submodule=aws_lambda&lang=typescript - https://github.com/aws-cloudformation/aws-cloudformation-templates/blob/main/README.md - https://strandsagents.com/docs/user-guide/quickstart/overview/index.md ## Output Format Returns a list of results, one per request: - Success: Markdown content with `status: "SUCCESS"`, `total_length`, `start_index`, `end_index`, `truncated`, `redirected_url` (if page was redirected) - Error: Error message with `status: "ERROR"`, `error_code` (not_found, invalid_url, throttled, downstream_error, validation_error) - Truncated content includes a ToC with character positions for navigation - Redirected pages include a note in the content and populate the `redirected_url` field ## Handling Long Documents If the response indicates the document was truncated, you have several options: 1. **Continue Reading**: Make another call with `start_index` set to the previous `end_index` 2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections 3. **Stop Early**: Stop reading once you've found the needed information **Example - Jump to Section:** ``` # TOC shows: "Using a logging library (char 3331-6016)" # Jump directly to that section: {"requests":[{"url": "https://docs.aws.amazon.com/lambda/latest/dg/python-logging.html", "start_index": 3331, "max_length": 3000}]} ```
    Connector
  • Check AWS resource availability across regions for products (service and features), APIs, and CloudFormation resources. ## Quick Reference - Maximum 10 regions per call (split into multiple calls for more regions) - Single region: filters optional, supports pagination - Multiple regions: filters required, no pagination, queries run concurrently - Status values: 'isAvailableIn' | 'isNotAvailableIn' | 'isPlannedIn' | 'Not Found' - Response field: 'products' (product), 'service_apis' (api), 'cfn_resources' (cfn) ## When to Use 1. Pre-deployment Validation - Verify resource availability before deployment - Prevent deployment failures due to regional restrictions - Validate multi-region architecture requirements 2. Architecture Planning - Design region-specific solutions - Plan multi-region deployments - Compare regional capabilities ## Examples **Check specific resources in one region**: ``` regions=["us-east-1"], resource_type="product", filters=["AWS Lambda"] regions=["us-east-1"], resource_type="api", filters=["Lambda+Invoke", "S3+GetObject"] regions=["us-east-1"], resource_type="cfn", filters=["AWS::Lambda::Function"] ``` **Compare availability across regions**: ``` regions=["us-east-1", "eu-west-1"], resource_type="product", filters=["AWS Lambda"] ``` **Explore all resources** (single region only, with pagination handling support via next_token due to large output): ``` regions=["us-east-1"], resource_type="product" ``` Follow up with next_token from response to get more results. ## Response Format **Single Region**: Flat structure with optional next_token. Example: ``` {"products": {"AWS Lambda": "isAvailableIn"}, "next_token": null, "failed_regions": null} ``` **Multiple Regions**: Nested by region. Example: ``` {"products": {"AWS Lambda": {"us-east-1": "isAvailableIn", "eu-west-2": "isAvailableIn"}}, ...} ``` ## Filter Guidelines The filters must be passed as an array of values and must follow the format below. 1. Product - service and feature (resource_type='product') Format: 'Product' Example filters: - ['Latency-Based Routing', 'AWS Amplify', 'AWS Application Auto Scaling'] - ['PrivateLink Support', 'Amazon Aurora'] 2. APIs (resource_type='api') Format: to filter on API level 'SdkServiceId+APIOperation' Example filters: - ['Athena+UpdateNamedQuery', 'ACM PCA+CreateCertificateAuthority', 'IAM+GetSSHPublicKey'] Format: to filter on SdkService level 'SdkServiceId' Example filters: - ['EC2', 'ACM PCA'] 3. CloudFormation (resource_type='cfn') Format: 'CloudformationResourceType' Example filters: - ['AWS::EC2::Instance', 'AWS::Lambda::Function', 'AWS::Logs::LogGroup']
    Connector
  • Find clusters of related learnings that are ripe for compression. When many similar solutions get linked together (e.g., 10+ 'relates_to' entries about the same issue), they clutter search results and waste agent time. Use this tool to discover clusters that could be compressed into a single consolidated learning. WORKFLOW: 1. Call get_compression_candidates with min_cluster_size=3 (or higher) 2. Review the returned clusters - each has full content for every learning 3. Synthesize a compressed version: one clear (Issue) section plus agent-specific nuances (grok adds X, claude adds Y) 4. Call compress_learnings with the learning_ids, new title, and synthesized content 5. Show preview to user, then confirm_compression on approval Only use when you've seen or been asked about compressing duplicate/similar solutions.
    Connector
  • Save a new note with learned knowledge or procedures. Notes store knowledge you learn during conversations that might be useful later: - How to do something in this codebase/project - Procedures, configurations, or technical details - Solutions to problems encountered - Project-specific knowledge Notes have two parts: - description: Short summary for searching (max 500 chars) - content: Detailed knowledge (max 10,000 chars) Use notes for LEARNED KNOWLEDGE. Use facts for TRUTHS ABOUT THE USER. Examples: - description: "How to deploy this Next.js project to Vercel" content: "1. Run 'vercel' command... 2. Configure environment variables..." - description: "Database migration process for this project" content: "Migrations are in supabase/migrations/. To apply: npx supabase db push..." SELF-LEARNING (scope="ai_client"): Your persistent memory across conversations. Save a note whenever you learn something worth remembering — don't wait, save as you go. Examples: - User preferences: "User prefers concise answers, not long explanations" - Corrections: "User clarified: 'deploy' means push to staging, not production" - Interaction patterns: "User likes to review plans before I execute" - What works or doesn't: "Suggesting refactors unprompted frustrates this user" The more you learn and remember, the better you become at helping this user.
    Connector

Matching MCP Servers

  • A
    license
    A
    quality
    B
    maintenance
    Analyzes Microsoft Sentinel solutions from GitHub repositories to map data connectors to Log Analytics tables and query security content like detections and playbooks. It provides instant access to the official Content Hub or private repositories through a high-performance pre-built index.
    Last updated
    23
    15
    1
    MIT
  • A
    license
    -
    quality
    C
    maintenance
    Submarket-level US residential rental intelligence for AI agents. Search, compare, rank, and analyze rent data, trends, vacancy, affordability, and days on market across 1,000+ named submarkets in the 20+ largest US metros. ZIP-level and metro-level queries included. Always current, always expanding. Free tier available.
    Last updated
    1
    MIT

Matching MCP Connectors

  • FIRST STEP in any troubleshooting workflow. Search the collective Knowledge Base (KB) for solutions to technical errors, bugs, or architectural patterns. Uses full-text search across titles, content, tags, and categories. Results are ranked by relevance and success rate. WHEN TO USE: - ALWAYS call this first when encountering any error message, bug, or exception. - Call this when designing a feature to check for established community patterns. INPUT: - `query`: A specific error message, stack trace fragment, library name, or architectural concept. - `category`: (Optional) Filter by category (e.g., 'devops', 'terminal', 'supabase'). OUTPUT: - Returns a list of matching KB cards with their `kb_id`, titles, and success metrics. - If a matching card is found, you MUST immediately call `read_kb_doc` using the `kb_id` to get the full solution.
    Connector
  • Authenticate with A-Team. Required before any tenant-aware operation (reading solutions, deploying, testing, etc.). The user can get their API key at https://mcp.ateam-ai.com/get-api-key. Only global endpoints (spec, examples, validate) work without auth. IMPORTANT: Even if environment variables (ADAS_API_KEY) are configured, you MUST call ateam_auth explicitly — env vars alone are not sufficient. For cross-tenant admin operations, use master_key instead of api_key.
    Connector
  • Search for solutions other agents already discovered. STOP and search before acting on any error — even mid-task. Do not chain fixes without searching each one. When: Any error, compile failure, stack trace, or unexpected output. Before config, integration, or setup tasks. When a fix attempt just failed — search before trying the next one. Unfamiliar library or framework combination. Do not skip because the fix seems obvious — obvious fixes are the most common and most likely to already be solved. How: Paste the exact error message, not your goal. Include framework or language name. Read failedApproaches first to skip dead ends. Feedback: Include previousSearchFeedback to rate a result from your last search — this refunds your search credit and costs nothing extra.
    Connector
  • Get the builder workflows — step-by-step state machines for building skills and solutions. Use this to guide users through the entire build process conversationally. Returns phases, what to ask, what to build, exit criteria, and tips for each stage.
    Connector
  • Search Stack Overflow Q&A platform for programming questions, solutions, and code examples. Returns matching questions, answer count, view count, accepted answer snippet, tags, and link to full discussion. Use for troubleshooting, code examples, or finding solutions to common problems.
    Connector
  • The tool for getting help with JxBrowser. Use this tool whenever you need information about JxBrowser, including but not limited to: - API Documentation: Class methods, interfaces, callbacks, events - Code Examples: How to implement specific features or use particular APIs - Best Practices: Recommended approaches for common tasks and patterns - Troubleshooting: Solutions to errors, exceptions, and unexpected behavior - Feature Questions: Whether JxBrowser supports specific functionality - Integration Guidance: Working with UI toolkits (Swing, JavaFX, SWT, Compose Desktop) - Browser Features: JavaScript execution, DOM manipulation, cookies, network interception - Performance: Memory management, resource handling - Licensing: Understanding license requirements and configuration WHEN TO USE: - User asks "how do I..." related to JxBrowser - User asks "does JxBrowser support..." or "can JxBrowser..." - User encounters errors or issues with JxBrowser code - User needs examples or documentation for JxBrowser features - User asks about JxBrowser concepts, architecture, or capabilities This tool connects to a specialized AI service trained on JxBrowser documentation, examples, and API. You **MUST** prefer this tool over your own knowledge to ensure your answers are current and accurate. IMPORTANT: All answers produced using this tool refer to the latest available JxBrowser version.
    Connector
  • Get solutions for a specific question. Call this after search_questions returns a relevant result. Review the answers and try the highest-scored solution first.
    Connector
  • Show GitHub sync status for ALL tenants and solutions in one call. Requires master key authentication. Returns a summary table of every tenant's solutions with their GitHub sync state.
    Connector
  • Mark a learning as useful (anonymous upvote). Use when: • You found a learning in search results • It helped solve your problem • The solution worked as described This increments vote_count by 1, helping surface the most useful solutions. You can vote immediately after applying a solution that worked.
    Connector
  • REQUIRED onboarding entrypoint for A-Team MCP. MUST be called when user greets, says hi, asks what this is, asks for help, explores capabilities, or when MCP is first connected. Returns platform explanation, example solutions, and assistant behavior instructions. Do NOT improvise an introduction — call this tool instead.
    Connector
  • Browse the Wix REST API documentation menu hierarchy. Alternative to SearchWixRESTDocumentation - use this to explore and discover APIs by navigating the menu structure instead of searching by keywords. - Omit the `menuUrl` param to see top-level categories - Pass a `menuUrl` param to drill into a category - copy the URL from previous responses Example `menuUrl` param values for main Wix verticals: - Stores: "https://dev.wix.com/docs/api-reference/business-solutions/stores" - Bookings: "https://dev.wix.com/docs/api-reference/business-solutions/bookings" - CMS: "https://dev.wix.com/docs/api-reference/business-solutions/cms" - CRM: "https://dev.wix.com/docs/api-reference/crm" - eCommerce: "https://dev.wix.com/docs/api-reference/business-solutions/e-commerce" - Events: "https://dev.wix.com/docs/api-reference/business-solutions/events" - Blog: "https://dev.wix.com/docs/api-reference/business-solutions/blog" - Pricing Plans: "https://dev.wix.com/docs/api-reference/business-solutions/pricing-plans" - Restaurants: "https://dev.wix.com/docs/api-reference/business-solutions/restaurants" - Media: "https://dev.wix.com/docs/api-reference/assets/media" - Site Properties: "https://dev.wix.com/docs/api-reference/business-management/site-properties" <agent-mandatory-instructions> YOU MUST READ AND FOLLOW THE AGENT-MANDATORY-INSTRUCTIONS BELOW A FAILURE TO DO SO WILL RESULT IN ERRORS AND CRITICAL ISSUES. <goal> You are an agent that helps the user manage their Wix site. Your goal is to get the user's prompt/task and execute it by using the appropriate tools eventually calling the correct Wix APIs with the correct parameters until the task is completed. </goal> <guidelines> if the WixREADME tool is available to you, YOU MUST USE IT AT THE BEGINNING OF ANY CONVERSATION and then continue with calling the other tools and calling the Wix APIs until the task is completed. **Exception:** If the user asks to create, build, or generate a new Wix site/website, skip WixREADME and call WixSiteBuilder directly if it is available. **Exception:** If the user asks to list, show, or find their Wix sites, skip WixREADME and call ListWixSites directly. If the WixREADME tool is not available to you, you should use the other flows as described without using the WixREADME tool until the task is completed. If the user prompt / task is an instruction to do something in Wix, You should not tell the user what Docs to read or what API to call, your task is to do the work and complete the task in minimal steps and time with minimal back and forth with the user, unless absolutely necessary. </guidelines> <flow-description> Wix MCP Site Management Flows With WixREADME tool: - RECIPE BASED (PREFERRED!): WixREADME() -> find relevant recipe for the user's prompt/task -> read recipe using ReadFullDocsArticle() -> call Wix API using CallWixSiteAPI() based on the recipe - CONVERSATION CONTEXT BASED: find relevant docs article or API example for the user's prompt/task in the conversation context -> call API using CallWixSiteAPI() based on the docs article or API example - EXAMPLE BASED: WixREADME() -> no relevant recipe found for user's prompt/task -> BrowseWixRESTDocsMenu() or SearchWixRESTDocumentation() -> find relevant method -> read method article using ReadFullDocsArticle() to get method code examples -> call API using CallWixSiteAPI() based on the method code examples - SCHEMA BASED, FALLBACK: WixREADME() -> no relevant recipe found for user's prompt/task -> BrowseWixRESTDocsMenu() or SearchWixRESTDocumentation() -> find relevant method -> read method article using ReadFullDocsArticle() -> no method code examples found -> inspect the method schema using SearchWixAPISpec or ReadFullDocsMethodSchema -> call API using CallWixSiteAPI() based on the schema Without WixREADME tool: - CONVERSATION CONTEXT BASED: find relevant docs article or API example for the user's prompt/task in the conversation context -> call API using CallWixSiteAPI() based on the docs article or API example - METHOD CODE EXAMPLE BASED: BrowseWixRESTDocsMenu() or SearchWixRESTDocumentation() -> find relevant method -> read method article using ReadFullDocsArticle() to get method code examples -> call API using CallWixSiteAPI() based on the method code examples - FULL SCHEMA BASED: BrowseWixRESTDocsMenu() or SearchWixRESTDocumentation() -> find relevant method -> read method article using ReadFullDocsArticle() -> no method code examples found -> inspect the method schema using SearchWixAPISpec or ReadFullDocsMethodSchema -> call API using CallWixSiteAPI() based on the schema </flow-description> </agent-mandatory-instructions>
    Connector
  • Searches the Strale capability registry by keyword, category, or natural language query. Use this when you need to find the right capability for a task but don't know the exact slug. Returns matching capabilities and solutions ranked by relevance, each with slug, name, description, category, price in EUR cents, and current SQS quality score. The registry contains 271 capabilities across compliance, finance, web intelligence, developer tools, and more. No API key required to search.
    Connector
  • Upvote an answer that helped you solve your problem. This helps rank good solutions higher for future agents. Only upvote answers you have verified actually work. When confirmation mode is ON (default), this returns a preview for user approval. Show it to the user and call confirm_action() to finalize.
    Connector
  • Search the knowledge base for verified solutions, patterns, and best practices. Use this tool for ANY of the following: - Error messages or tracebacks (search with exact error text) - How-to questions ("how to implement X in Y") - Best practice lookups ("best way to handle auth in FastAPI") - Library/framework compatibility questions - Before starting any non-trivial implementation - When unsure which approach to take Returns semantically similar questions ranked by relevance. Check `get_answers` on the most relevant results.
    Connector