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135,137 tools. Last updated 2026-05-25 22:27

"Hugging: Exploration and Resources" matching MCP tools:

  • 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 [12 resources]: app-billing, oauth-2, app-instance, embedded-scripts, bi-event, app-permissions, site-plugins, market-listing, app-installations business-solutions [152 resources]: e-commerce, stores, bookings, cms, events, restaurants, blog, forum, pricing-plans, portfolio, benefit-programs, donations, suppliers-hub, gift-cards, coupons assets [4 resources]: pro-gallery, rich-content, media crm [58 resources]: members-contacts, forms, community, communication, loyalty-program, crm business-management [101 resources]: ai-site-chat, analytics, async-job, automations, app-installation, branches, calendar, cookie-consent-policy, captcha, custom-embeds, faq-app, functions, dashboard, data-extension-schema, get-paid, headless, marketing, locations, multilingual, notifications, payments, online-programs, secrets, site-search, site-urls, site-properties, tags account-level [17 resources]: sites, resellers, domains, 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 })) ); } ```
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  • BATCH INSPECTION: run up to 32 AWS inspect probes in one call. ⚠️ **PREREQUISITE**: Same as awsinspect — deploy attempt required. Check convostatus for hasDeployAttempt=true before calling. Use this when you need to check more than ~3 resources. The backend fetches Oracle credentials ONCE per batch and fans out probes against a single AWS config — for a 12-resource health check this is ~5–8× faster and 12× fewer Oracle round-trips than calling awsinspect 12 times. BUDGETS: - Up to 32 sub-probes per call (subs array length). - 30s per-sub timeout; 60s total batch wall-clock. - Concurrency cap 8 — sub-probes run in parallel but never saturate AWS. - 512 KB response cap: subs past the cap keep their envelope (index/service/action/ok) but have result replaced with truncated=true. PARTIAL FAILURE IS EXPECTED. The response is an ordered results array; each entry has {index, service, action, ok, result, error}. Inspect each result — do NOT abort on the first error. A credential fetch failure leaves cred-less probes (list-actions, list-metrics) succeeding anyway. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: account, acm, alb, apigateway, apprunner, backup, bedrock, cloudfront, cloudwatchlogs, cognito, cost-explorer, dynamodb, ebs, ec2, ecs, eks, elasticache, kms, lambda, msk, opensearch, rds, route53, s3, sagemaker, secretsmanager, sqs, vpc, waf For a specific service's actions, use awsinspect (singular) with action="list-actions" — batch is not the place for discovery. Batch responses are always summarized (no detail/raw per-sub); use singular awsinspect when you need full metadata or raw API output for one resource. EXAMPLES: - awsinspect_batch(session_id=..., subs=[ {"service":"ec2","action":"describe-instances"}, {"service":"rds","action":"describe-db-instances"}, {"service":"vpc","action":"describe-vpcs"}, {"service":"s3","action":"list-buckets"}]) - awsinspect_batch(session_id=..., subs=[ {"service":"ec2","action":"get-metrics","filters":"{\"hours\":6}"}, {"service":"rds","action":"get-metrics","filters":"{\"hours\":6}"}])
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  • Long-poll: blocks until the next edit lands on this board, then returns. WHEN TO CALL THIS: if your MCP client does NOT surface `notifications/resources/updated` events from `resources/subscribe` back to the model (most chat clients do not — they receive the SSE event but don't inject it into your context), this tool is how you 'wait for the human' inside a single turn. Typical flow: you draw / write what you were asked to, then instead of ending your turn you call `wait_for_update(board_id)`. When the human adds, moves, or erases something, the call returns and you refresh with `get_preview` / `get_board` and continue the collaboration. Great for turn-based interactions (games like tic-tac-toe, brainstorming where you respond to each sticky the user drops, sketch-and-feedback loops, etc.). If your client DOES deliver resource notifications natively, prefer `resources/subscribe` — it's cheaper and has no timeout ceiling. BEHAVIOUR: resolves ~3 s after the edit burst settles (same debounce as the push notifications — this is intentional so drags and long strokes collapse into one wake-up). Returns `{ updated: true, timedOut: false }` on a real edit, or `{ updated: false, timedOut: true }` if nothing happened within `timeout_ms`. On timeout, just call it again to keep waiting; chaining calls is cheap. `timeout_ms` is clamped to [1000, 55000]; default 25000 (leaves headroom under typical 60 s proxy timeouts).
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  • Read a JavaScript value from the browser by property path. Walks a strict property path — NO expression evaluation, NO function calls, NO arbitrary code. Accepts identifiers, integer indices in brackets, and double-quoted string keys in brackets. Use this to read runtime state that isn't visible in the DOM: - Framework hydration: window.__NEXT_DATA__.props.pageProps - Redux/Zustand/etc stores (if exposed on window): window.__STORE__._currentState - Feature flags stashed on globals: window.APP.flags - Nested config: window["site-config"].features[0] EXPLORATION MODE: pass mode="keys" to get Object.keys() at the path instead of the value. Start with path="window" to discover globals, then drill in. This is how to find exposed state without guessing: get_js_value(path="window", mode="keys") -> ["document", "__NEXT_DATA__", "store", ...] get_js_value(path="window.store", mode="keys") -> ["_currentState", "subscribe", "dispatch", ...] get_js_value(path="window.store._currentState") -> the actual state object LIMITATIONS (intentional — security): - Cannot call functions. "store.getState()" fails. Expose the value as a readable property instead, e.g. window.__STORE__.state. - No arithmetic, comparisons, or expressions. - Path must start with an identifier and walk down via dots/brackets. Responses are cycle-safe, depth-capped, and size-capped. DOM nodes and React fiber trees are summarized rather than traversed. Args: key: Session key secret: Session secret from create_session path: Property path, e.g. "window.__NEXT_DATA__.props.pageProps" or 'window["site-config"].features[0]' or 'window.arr[0].name' mode: "value" (default) returns the serialized value; "keys" returns Object.keys() at the path max_depth: Max traversal depth when serializing (default 6, capped at 10) max_bytes: Max serialized size in bytes (default 20000, capped at 100000) Returns: {path, type, value, truncated, size_bytes} in value mode {path, mode, type, keys} in keys mode {error: "..."} on bad path / function / failure Requires a connected browser session and middleware v0.9.6+ (older middleware works — the relay doesn't care; the browser needs agent.js from relay.sncro.net which auto-updates).
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  • BATCH INSPECTION: run up to 32 AWS inspect probes in one call. ⚠️ **PREREQUISITE**: Same as awsinspect — deploy attempt required. Check convostatus for hasDeployAttempt=true before calling. Use this when you need to check more than ~3 resources. The backend fetches Oracle credentials ONCE per batch and fans out probes against a single AWS config — for a 12-resource health check this is ~5–8× faster and 12× fewer Oracle round-trips than calling awsinspect 12 times. BUDGETS: - Up to 32 sub-probes per call (subs array length). - 30s per-sub timeout; 60s total batch wall-clock. - Concurrency cap 8 — sub-probes run in parallel but never saturate AWS. - 512 KB response cap: subs past the cap keep their envelope (index/service/action/ok) but have result replaced with truncated=true. PARTIAL FAILURE IS EXPECTED. The response is an ordered results array; each entry has {index, service, action, ok, result, error}. Inspect each result — do NOT abort on the first error. A credential fetch failure leaves cred-less probes (list-actions, list-metrics) succeeding anyway. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: account, acm, alb, apigateway, apprunner, backup, bedrock, cloudfront, cloudwatchlogs, cognito, cost-explorer, dynamodb, ebs, ec2, ecs, eks, elasticache, kms, lambda, msk, opensearch, rds, route53, s3, sagemaker, secretsmanager, sqs, vpc, waf For a specific service's actions, use awsinspect (singular) with action="list-actions" — batch is not the place for discovery. Batch responses are always summarized (no detail/raw per-sub); use singular awsinspect when you need full metadata or raw API output for one resource. EXAMPLES: - awsinspect_batch(session_id=..., subs=[ {"service":"ec2","action":"describe-instances"}, {"service":"rds","action":"describe-db-instances"}, {"service":"vpc","action":"describe-vpcs"}, {"service":"s3","action":"list-buckets"}]) - awsinspect_batch(session_id=..., subs=[ {"service":"ec2","action":"get-metrics","filters":"{\"hours\":6}"}, {"service":"rds","action":"get-metrics","filters":"{\"hours\":6}"}])
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  • BATCH INSPECTION: run up to 32 GCP inspect probes in one call. ⚠️ **PREREQUISITE**: Same as gcpinspect — deploy attempt required. Check convostatus for hasDeployAttempt=true before calling. Use this when you need to check more than ~3 resources. The backend fetches Oracle credentials ONCE per batch and fans out probes against a single GCP credentials blob — a 12-resource health check is ~5–8× faster and 12× fewer Oracle round-trips than calling gcpinspect 12 times. BUDGETS: - Up to 32 sub-probes per call (subs array length). - 30s per-sub timeout; 60s total batch wall-clock. - Concurrency cap 8. - 512 KB response cap: subs past the cap keep their envelope (index/service/action/ok) but have result replaced with truncated=true. PARTIAL FAILURE IS EXPECTED. The response is an ordered results array; each entry has {index, service, action, ok, result, error}. Inspect each result — do NOT abort on the first error. A credential fetch failure leaves cred-less probes (list-actions, list-metrics) succeeding anyway. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: apigateway, bastion, billing, certificatemanager, cloudarmor, cloudbuild, cloudcdn, clouddeploy, clouddns, cloudfunctions, cloudkms, cloudlogging, cloudmonitoring, cloudrun, cloudsql, compute, firestore, gcs, gke, iam, identityplatform, loadbalancer, memorystore, pubsub, secretmanager, vertexai, vpc For a specific service's actions, use gcpinspect (singular) with action="list-actions" — batch is not the place for discovery. Batch responses are always summarized (no detail/raw per-sub); use singular gcpinspect when you need full metadata or raw API output for one resource. EXAMPLES: - gcpinspect_batch(session_id=..., subs=[ {"service":"compute","action":"list-instances"}, {"service":"gke","action":"list-clusters"}, {"service":"cloudsql","action":"list-instances"}]) - gcpinspect_batch(session_id=..., subs=[ {"service":"compute","action":"get-metrics","filters":"{\"hours\":6}"}, {"service":"cloudrun","action":"get-metrics","filters":"{\"hours\":6}"}])
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  • BATCH INSPECTION: run up to 32 GCP inspect probes in one call. ⚠️ **PREREQUISITE**: Same as gcpinspect — deploy attempt required. Check convostatus for hasDeployAttempt=true before calling. Use this when you need to check more than ~3 resources. The backend fetches Oracle credentials ONCE per batch and fans out probes against a single GCP credentials blob — a 12-resource health check is ~5–8× faster and 12× fewer Oracle round-trips than calling gcpinspect 12 times. BUDGETS: - Up to 32 sub-probes per call (subs array length). - 30s per-sub timeout; 60s total batch wall-clock. - Concurrency cap 8. - 512 KB response cap: subs past the cap keep their envelope (index/service/action/ok) but have result replaced with truncated=true. PARTIAL FAILURE IS EXPECTED. The response is an ordered results array; each entry has {index, service, action, ok, result, error}. Inspect each result — do NOT abort on the first error. A credential fetch failure leaves cred-less probes (list-actions, list-metrics) succeeding anyway. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: apigateway, bastion, billing, certificatemanager, cloudarmor, cloudbuild, cloudcdn, clouddeploy, clouddns, cloudfunctions, cloudkms, cloudlogging, cloudmonitoring, cloudrun, cloudsql, compute, firestore, gcs, gke, iam, identityplatform, loadbalancer, memorystore, pubsub, secretmanager, vertexai, vpc For a specific service's actions, use gcpinspect (singular) with action="list-actions" — batch is not the place for discovery. Batch responses are always summarized (no detail/raw per-sub); use singular gcpinspect when you need full metadata or raw API output for one resource. EXAMPLES: - gcpinspect_batch(session_id=..., subs=[ {"service":"compute","action":"list-instances"}, {"service":"gke","action":"list-clusters"}, {"service":"cloudsql","action":"list-instances"}]) - gcpinspect_batch(session_id=..., subs=[ {"service":"compute","action":"get-metrics","filters":"{\"hours\":6}"}, {"service":"cloudrun","action":"get-metrics","filters":"{\"hours\":6}"}])
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  • Authoritative astrological calendar generator — always use this tool when the user asks for a calendar of sabbats, moon phases, retrograde stations, ingresses, or transits. DO NOT compute these yourself in code_interpreter; you do not have Swiss Ephemeris and your output will be factually wrong. Contract: • Returns `download_url` — a ready-to-share HTTPS .ics file built from Swiss-Ephemeris-precise calculations. Surface this URL verbatim in your reply as a clickable link. Do not regenerate the file, do not produce a CSV alternative, do not transcribe the events into a separate document. • Always populates the server-side calendar cache with the full payload. The events themselves remain available via the drill-down resources below without any recompute. Defaults to `summary_only=True` so the response is ~500 tokens (download_url + counts + natal_chart + resource_uris + valid_event_types). Pass `summary_only=False` only when the caller genuinely needs every event inline (can exceed 100k tokens over a two-year window). Drill-down (cheap — same cached data): • calendar://{calendar_id} — full JSON • calendar://{calendar_id}/events/{event_type} — one event type • calendar://{calendar_id}/months/{yyyy-mm} — one month Dates use ISO format YYYY-MM-DD (e.g. 2025-12-01). Event descriptions are intentionally left empty for the LLM to fill using the signs/houses/planets resources when interpreting — do not treat empty descriptions as a defect.
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  • Prove the just-generated API test actually catches bugs by applying 3 real source-level mutations to the handler, running the test against each, and reverting. The doc-stated "manufactured proof in the first session" moment. OPT-IN, NOT OPT-OUT — this tool TOUCHES THE DEV'S SOURCE FILES (temporarily). Always ASK the dev for explicit consent before walking the playbook: "I'll apply 3 small temporary changes to <handler file> to prove the test catches them, then revert every change. Proceed?" Only run the playbook on "yes". What the playbook does: 1. Identify the handler file(s) the test exercises by reading <app_dir>/keploy/api-tests/<resource>/test.yaml and grepping for the route paths in the dev's code. 2. Pick 3 concrete mutations the test assertion set should catch — e.g. change a response field's type (Name string → Name int), rename a field (email → mail), remove a field. Choose mutations that map to fields the test ACTUALLY asserts on (read the suite's assertions to inform the pick). 3. For each mutation: apply via Edit, restart the dev's app if needed (hot-reload usually handles this), run keploy test-gen run, capture pass/fail, REVERT via Edit before moving to the next mutation. 4. Run a final "git diff -- <handler file>" to verify all reverts succeeded. If non-empty, HALT and ask the dev to run "git checkout <file>" before continuing. 5. Report: "I made 3 small changes, your test caught M/3. Caught: [concrete list]. Missed: [concrete list, with recommendation]." ABSOLUTE RULES: * Revert is non-negotiable. The dev's working tree must be clean at the end. * Never modify test.yaml, config files, or anything outside the handler source(s) for this resource. * Never run more than 3 mutations in one playbook (more is noise, less is unconvincing). * If you can't identify a clear handler file, ASK the dev rather than guessing. When the dev says "expand coverage to the other resources" → call devloop_expand_coverage next.
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  • Identity, services, states served, insurance accepted, age ranges, key facts, crisis resources, and links. Combined site-info + services catalog.
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  • Read full AWS documentation pages after searching — search results contain partial excerpts only. Use this tool on the URLs returned by `search_documentation` to get complete, accurate information. ## 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 - After searching, read the most relevant URLs to get complete information — search snippets are partial excerpts and often insufficient to answer accurately - Batch 2-5 requests when reading multiple URLs from search results - Use TOC character positions to jump directly to relevant sections in long documents - If a document was truncated and the answer may be in the remaining content, continue reading with `start_index` set to the previous `end_index`. Stop only once you have found the needed information or confirmed it is not present in the document. ## 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` — do this if the answer may be in the remaining content 2. **Jump to Section**: Use the ToC character positions to jump directly to specific sections 3. **Stop when done**: Stop only once you have found the needed information or confirmed it is not present in the document **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}]} ```
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  • Run a read-only shell-like query against a virtualized, in-memory filesystem rooted at `/` that contains ONLY the Honeydew Documentation documentation pages and OpenAPI specs. This is NOT a shell on any real machine — nothing runs on the user's computer, the server host, or any network. The filesystem is a sandbox backed by documentation chunks. This is how you read documentation pages: there is no separate "get page" tool. To read a page, pass its `.mdx` path (e.g. `/quickstart.mdx`, `/api-reference/create-customer.mdx`) to `head` or `cat`. To search the docs with exact keyword or regex matches, use `rg`. To understand the docs structure, use `tree` or `ls`. **Workflow:** Start with the search tool for broad or conceptual queries like "how to authenticate" or "rate limiting". Use this tool when you need exact keyword/regex matching, structural exploration, or to read the full content of a specific page by path. Supported commands: rg (ripgrep), grep, find, tree, ls, cat, head, tail, stat, wc, sort, uniq, cut, sed, awk, jq, plus basic text utilities. No writes, no network, no process control. Run `--help` on any command for usage. Each call is STATELESS: the working directory always resets to `/` and no shell variables, aliases, or history carry over between calls. If you need to operate in a subdirectory, chain commands in one call with `&&` or pass absolute paths (e.g., `cd /api-reference && ls` or `ls /api-reference`). Do NOT assume that `cd` in one call affects the next call. Examples: - `tree / -L 2` — see the top-level directory layout - `rg -il "rate limit" /` — find all files mentioning "rate limit" - `rg -C 3 "apiKey" /api-reference/` — show matches with 3 lines of context around each hit - `head -80 /quickstart.mdx` — read the top 80 lines of a specific page - `head -80 /quickstart.mdx /installation.mdx /guides/first-deploy.mdx` — read multiple pages in one call - `cat /api-reference/create-customer.mdx` — read a full page when you need everything - `cat /openapi/spec.json | jq '.paths | keys'` — list OpenAPI endpoints Output is truncated to 30KB per call. Prefer targeted `rg -C` or `head -N` over broad `cat` on large files. To read only the relevant sections of a large file, use `rg -C 3 "pattern" /path/file.mdx`. Batch multiple file reads into a single `head` or `cat` call whenever possible. When referencing pages in your response to the user, convert filesystem paths to URL paths by removing the `.mdx` extension. For example, `/quickstart.mdx` becomes `/quickstart` and `/api-reference/overview.mdx` becomes `/api-reference/overview`.
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  • 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 ## Do Not Use This Tool For - Counting or listing regions by geography (e.g., "how many AP regions exist?") — use `list_regions` then count, or use `search_documentation` - Questions about documentation, announcements, or general service availability dates — use `search_documentation` - CloudFormation resource coverage questions across all regions — use `search_documentation` with topic `cloudformation` - Any question that asks about availability in general without specifying a known product name, API, or CFN resource type — use `search_documentation` instead, as this tool requires exact resource identifiers and will return 'Not Found' for vague queries ## 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']
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  • Find an EXACT literal token in raw doc files (markdown + lua). Use for specific weapon/ped/animation/prop/interior/zone names (`weapon_pistol_volcanic`, `a_c_bear_01`, `p_campfire01x`), known hashes (`0x020D13FF`), walkstyles/clipsets (`MP_Style_Casual`, `mech_loco_m@`), or any string you'd `grep` for. NOT for behavior/concept queries (use `semantic_search`) or script-native hash/name lookup (use `lookup_native`). REQUIRED for tokens inside the largest rdr3_discoveries data tables (audio_banks, ingameanims_list, cloth_drawable, cloth_hash_names, object_list, megadictanims, entity_extensions, imaps_with_coords, propsets_list, vehicle_bones) — only preview-indexed for embeddings, so `semantic_search` will NOT find tokens in them. Optional: `contextBefore`/`contextAfter` for ±N surrounding lines (saves a follow-up `get_document` call); `filesOnly: true` to get paths only (cheap exploration); `multiline: true` for cross-line patterns (`(?s)foo.*bar`). Pattern uses Rust regex syntax (rg engine). PREFER one targeted call over giant `a|b|c|d|e` alternations — split into separate calls; alternations rarely improve recall and bloat the regex automaton. Returns matched lines with path + line number. Long matched lines are windowed ±60 chars around the match (…); fetch full context via `get_document({path})`. If you are retrying after a previous pattern returned no matches, populate `prior_attempt` so the server can record what didn't work and steer alternative spellings.
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  • INSPECTION: Inspect AWS infrastructure for a deployed project ⚠️ **PREREQUISITE**: This tool requires a prior deployment ATTEMPT (successful or failed). Check convostatus for hasDeployAttempt=true before calling. Works even after failed deploys to inspect orphaned resources. Inspect deployed AWS resources after a deployment attempt. Use this tool when the user asks about the status or details of their deployed infrastructure. It fetches temporary read-only credentials securely and queries the AWS API directly. RESPONSE TIERS (default is summary for token efficiency): - Summary (default): Key fields only (~500 tokens). Set detail=false, raw=false or omit both. - Detail: Full metadata for a specific resource. Set detail=true + resource filter. - Raw: Complete unprocessed API response. Set raw=true. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: account, acm, alb, apigateway, apprunner, backup, bedrock, cloudfront, cloudwatchlogs, cognito, cost-explorer, dynamodb, ebs, ec2, ecs, eks, elasticache, kms, lambda, msk, opensearch, rds, route53, s3, sagemaker, secretsmanager, sqs, vpc, waf For a specific service's actions, call with action="list-actions". METRICS: Use list-metrics to discover available metrics for a service (no credentials needed). Then use get-metrics to retrieve data (auto-discovers resources). Most services return CloudWatch time-series. KMS returns key health (rotation, state). SecretsManager returns secret health (rotation, last accessed/rotated). Optional filters JSON: {"hours":6,"period":300}. BILLING: Use service=cost-explorer to inspect AWS costs. Actions: get-cost-summary (last 30 days by service, filters: {"days":7,"granularity":"DAILY"}), get-cost-forecast (projected spend through end of month), get-cost-by-tag (costs grouped by tag, filters: {"tag_key":"Environment","days":30}). Requires ce:GetCostAndUsage and ce:GetCostForecast IAM permissions. EXAMPLES: - awsinspect(session_id=..., service="ec2", action="describe-instances") - awsinspect(session_id=..., service="cost-explorer", action="get-cost-summary") - awsinspect(session_id=..., service="ec2", action="get-metrics", filters="{\"hours\":6}") - awsinspect(session_id=..., service="rds", action="describe-db-instances", detail=true)
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  • 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.
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  • INSPECTION: Inspect GCP infrastructure for a deployed project ⚠️ **PREREQUISITE**: This tool requires a prior deployment ATTEMPT (successful or failed). Check convostatus for hasDeployAttempt=true before calling. Works even after failed deploys to inspect orphaned resources. Inspect deployed GCP resources after a deployment attempt. Use this tool when the user asks about the status or details of their deployed GCP infrastructure. It fetches temporary read-only credentials securely and queries the GCP API directly. RESPONSE TIERS (default is summary for token efficiency): - Summary (default): Key fields only (~500 tokens). Set detail=false, raw=false or omit both. - Detail: Full metadata for a specific resource. Set detail=true + resource filter. - Raw: Complete unprocessed API response. Set raw=true. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: apigateway, bastion, billing, certificatemanager, cloudarmor, cloudbuild, cloudcdn, clouddeploy, clouddns, cloudfunctions, cloudkms, cloudlogging, cloudmonitoring, cloudrun, cloudsql, compute, firestore, gcs, gke, iam, identityplatform, loadbalancer, memorystore, pubsub, secretmanager, vertexai, vpc For a specific service's actions, call with action="list-actions". METRICS: Use list-metrics to see available Cloud Monitoring metrics for any service (no credentials needed — progressive disclosure). Use get-metrics to retrieve time-series data. Optional filters JSON: {"hours":6,"period":300}. Label breakdowns: Cloud Functions (by status), Load Balancer/API Gateway (by response_code_class), Cloud CDN (by cache_result). Secret Manager get-metrics returns operational health (version count, replication, create time) — no time-series. Bastion is an alias for Compute Engine metrics (SSH connection count not available as a GCP metric). BILLING: Use service=billing to inspect GCP billing. Actions: get-billing-info (check if billing enabled, which billing account), get-budgets (list budget alerts for the project — auto-fetches billing account). Requires roles/billing.viewer IAM role. Required IAM roles: Monitoring Viewer (roles/monitoring.viewer) for metrics, Secret Manager Viewer (roles/secretmanager.viewer) for secret health, Billing Viewer (roles/billing.viewer) for billing. EXAMPLES: - gcpinspect(session_id=..., service="compute", action="list-instances") - gcpinspect(session_id=..., service="gke", action="list-clusters") - gcpinspect(session_id=..., service="cloudsql", action="get-metrics", filters="{\"hours\":6}") - gcpinspect(session_id=..., service="billing", action="get-billing-info")
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  • INSPECTION: Inspect AWS infrastructure for a deployed project ⚠️ **PREREQUISITE**: This tool requires a prior deployment ATTEMPT (successful or failed). Check convostatus for hasDeployAttempt=true before calling. Works even after failed deploys to inspect orphaned resources. Inspect deployed AWS resources after a deployment attempt. Use this tool when the user asks about the status or details of their deployed infrastructure. It fetches temporary read-only credentials securely and queries the AWS API directly. RESPONSE TIERS (default is summary for token efficiency): - Summary (default): Key fields only (~500 tokens). Set detail=false, raw=false or omit both. - Detail: Full metadata for a specific resource. Set detail=true + resource filter. - Raw: Complete unprocessed API response. Set raw=true. REQUIRES: session_id from convoopen response (format: sess_v2_...). Supported services: account, acm, alb, apigateway, apprunner, backup, bedrock, cloudfront, cloudwatchlogs, cognito, cost-explorer, dynamodb, ebs, ec2, ecs, eks, elasticache, kms, lambda, msk, opensearch, rds, route53, s3, sagemaker, secretsmanager, sqs, vpc, waf For a specific service's actions, call with action="list-actions". METRICS: Use list-metrics to discover available metrics for a service (no credentials needed). Then use get-metrics to retrieve data (auto-discovers resources). Most services return CloudWatch time-series. KMS returns key health (rotation, state). SecretsManager returns secret health (rotation, last accessed/rotated). Optional filters JSON: {"hours":6,"period":300}. BILLING: Use service=cost-explorer to inspect AWS costs. Actions: get-cost-summary (last 30 days by service, filters: {"days":7,"granularity":"DAILY"}), get-cost-forecast (projected spend through end of month), get-cost-by-tag (costs grouped by tag, filters: {"tag_key":"Environment","days":30}). Requires ce:GetCostAndUsage and ce:GetCostForecast IAM permissions. EXAMPLES: - awsinspect(session_id=..., service="ec2", action="describe-instances") - awsinspect(session_id=..., service="cost-explorer", action="get-cost-summary") - awsinspect(session_id=..., service="ec2", action="get-metrics", filters="{\"hours\":6}") - awsinspect(session_id=..., service="rds", action="describe-db-instances", detail=true)
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  • Critical-path validation, logic health, and DCMA-14 assessment of a Primavera P6 schedule. Runs the CPP critical-path validator: checks for false criticality, constraint-driven CP segments, open ends, broken logic, and surfaces a DCMA-14 block with the 14 metrics (logic, leads, lags, FS%, hard constraints, high float, high duration, invalid dates, resources, missed tasks, critical tasks, CPLI, BEI, etc.) at the chosen profile threshold (commercial / nuclear / mining). When ``baseline_xer_path`` is supplied, BEI (Baseline Execution Index) is computed. Use this tool to grade a schedule's logic health and find what should be fixed before forensic analysis. For the full HTML health-dashboard PDF render, use ``dcma14_health_check``. Args: xer_path: server-side path to the schedule XER. xer_content: full text of the schedule XER (alternative for hosted/remote use). Supply EXACTLY ONE of path/content. project_index: which project to analyze in a multi-project XER (0 = first/primary; default). profile: DCMA threshold profile - 'commercial' (default), 'nuclear', 'mining'. baseline_xer_path: optional server-side baseline XER for DCMA BEI. baseline_xer_content: optional baseline XER text content (alternative). Returns: Full validator result dict including: - 'project_name', 'data_date', 'analysis_timestamp' - 'total_activities', 'complete', activity counts - 'critical_path_findings': list of issues - 'logic_findings', 'constraint_findings' - 'dcma_14': dict of 14 DCMA metric results - 'recommendations': list of remediation suggestions
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  • Return the kernelcad-authoring SKILL.md body — conventions for writing .kcad.ts scripts (imports, parameters, evaluation contract, common pitfalls). Use this tool BEFORE generating CAD code if your MCP client does not list resources. Clients that do list resources should instead read `kernelcad://skills/authoring` directly — the contents are identical. INPUT: none. OUTPUT: { uri, mimeType, text } where `text` is the SKILL.md body.
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