{ "observatory": "SaSame MCP Observatory", "standard": "agent-tool-discoverability-standard/0.2", "issuer_pubkey_spki_hex": "302a300506032b6570032100439ce47d384c8ceb07c9040aef780cc3a2ba5a63c14027ad77ab458111f20fb6", "statement": "SaSame continuously audits public MCP servers and issues signed, time-limited readiness OBSERVATIONS. level=observed means measured from outside (UNCLAIMED, not an endorsement). Owners may claim / correct / delist (consulting@srl-sasame.com).", "total_graded": 14133, "observed_ready": 2554, "generated_at": "2026-06-30T18:34:09.038Z", "levels": { "observed": "measured from outside; owner not confirmed", "claimed": "owner proved control", "certified": "continuously monitored / fixed by SaSame" }, "readiness_passport_url": "https://live-vps.sasame.online/observatory/", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml", "correct_or_delist_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=correct-or-delist.yml", "standard_url": "https://live-vps.sasame.online/research/agent-tool-discoverability-standard.html", "badge_url_pattern": "https://live-vps.sasame.online/observatory/badge/{server-slug}.svg", "servers": [ { "name": "ai.agentrapay/agentra", "url": "https://api.agentrapay.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [ { "name": "agentra_create_wallet", "description": "Register as an agent and provision a non-custodial wallet. This is your FIRST CALL when onboarding to Agentra. Returns your agent_id, API key (agn_ prefix), and a Turnkey-managed wallet address on Base Sepolia. You hold the keys via Turnkey", "schema_summary": "3 fields · required: name", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "agentra_verify_identity", "description": "Submit identity verification to upgrade your trust tier. Higher tiers unlock larger transaction limits. Provide your agent_id (from agentra_create_wallet) and operator attestation. Verification is instant. Tiers: Unverified ($100/tx, $250/d", "schema_summary": "2 fields · required: agent_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "agentra_check_reputation", "description": "CALL THIS BEFORE paying or transacting with unknown agents. Returns the target agent's trust score (0-100), trust tier, reputation zone (Green/Yellow/Red), and transaction history summary. Agentra scores BOTH sides of every transaction: you", "schema_summary": "2 fields · required: agent_id", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "agentra_authorize_payment", "description": "Request authorization for a payment to another agent or service. Agentra is NON-CUSTODIAL: this returns an authorization attestation and an unsigned transaction. Agentra never touches your private keys or moves your funds. YOU sign and subm", "schema_summary": "5 fields · required: sender_agent_id,receiver_address,amount_usdc", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": false, "openWorldHint": true } }, { "name": "agentra_set_mandate", "description": "Create or update spending mandates that define your agent's autonomous transaction boundaries. Mandates enforce: max per-transaction amount, daily spending cap, allowed recipient types, minimum counterparty reputation score, and expiration.", "schema_summary": "6 fields · required: agent_id,max_per_tx_usd,daily_limit_usd", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": false, "openWorldHint": true } }, { "name": "agentra_get_wallet", "description": "Get your agent profile and wallet details: trust tier, trust score, wallet address, registration status, and current verification level. Use to check your status before initiating transactions. Read-only, no side effects.", "schema_summary": "1 field · required: agent_id", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/api-agentrapay-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/api-agentrapay-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fapi.agentrapay.ai%2Fmcp", "observed_at": "2026-06-30T04:30:05.327Z" }, { "name": "ai.airshelf/catalog", "url": "https://mcp.airshelf.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [ { "name": "search_catalog", "description": "Search AirShelf catalog by natural-language query (e.g. \"tactile mechanical keyboard under $150\"). Returns ranked products with prices.", "schema_summary": "4 fields · required: q", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "get_product", "description": "Get full golden-record + latest price for a single catalog product by slug (\"-\").", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "compare_products", "description": "Compare 2-10 products side-by-side. Use slugs from search_catalog.", "schema_summary": "2 fields · required: slugs", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "explain_product", "description": "Return the agentic build trace (BuilderRunTrace) for a SKU — every stage of the cold-run pipeline that produced this catalog row, including costs and outcomes.", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_merchants", "description": "List AirShelf merchants you can request a quote from (name, slug, product count). Use the returned slug as the `merchant` argument to request_quote.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "request_quote", "description": "Submit a B2B quote request to a specific merchant once the buyer wants to proceed. Captures a contactable lead and returns a reference number. Resolve the merchant (slug or id) via list_merchants.", "schema_summary": "5 fields · required: merchant,products,contact", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": null } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-airshelf-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-airshelf-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.airshelf.ai%2Fmcp", "observed_at": "2026-06-30T04:30:09.958Z" }, { "name": "ai.autonomad/travel", "url": "https://mcp.autonomad.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 8, "tools_list": [ { "name": "search_hotels", "description": "Search hotels, lodging, accommodations, resorts, and places to stay for a trip. Filter by city, country, check-in/check-out dates, room type, nightly price, star rating, and amenities (pool, gym, wifi, etc.). Returns matching properties wit", "schema_summary": "9 fields · required: check_in,check_out", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_flights", "description": "Search airline flights / airfares between two cities by date, cabin class (economy / premium economy / business / first), and number of passengers. Returns available flights from 800+ airlines (Duffel) with real-time pricing, schedules, and", "schema_summary": "8 fields · required: origin,destination,departure_date", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_transport", "description": "Search ground transportation — rideshare (Uber, Lyft) and car rental (Hertz, Enterprise, Avis, etc.) — timed to a flight arrival for door-to-door planning. NOTE: these return indicative quotes for planning only; in-app booking is not yet li", "schema_summary": "8 fields · required: city", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_dining", "description": "Search restaurants, dining options, and reservation availability by city, date, time, cuisine, party size, neighborhood, and price range. Use this when the user wants to find a restaurant, book dinner, plan a meal, get reservations, or pick", "schema_summary": "7 fields · required: city,date", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_activities", "description": "Search tours, experiences, attractions, sightseeing, and things to do via Viator (200K+ activities worldwide). Filter by city, date range, and category (food tours, walking tours, museums, snorkeling, sailing, hiking, sunset cruises, cookin", "schema_summary": "4 fields · required: city,date_from", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_events", "description": "Search live events, concerts, sports games, theater, comedy, and shows in a city (Ticketmaster + SeatGeek catalog). Filter by city, date range, category (music / sports / arts / theater / family / comedy), and keyword (artist name, team nam", "schema_summary": "5 fields · required: city,date_from", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "create_booking_intent", "description": "Create a booking intent — returns a deep-link the user clicks to complete the booking on autonomad.ai. The first booking they complete unlocks a 1-month free Autonomad Premium trial automatically. ALWAYS call this instead of trying to book ", "schema_summary": "3 fields · required: intent_type,offer_data", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "get_capabilities", "description": "Return the server's version, mode (human vs autonomous-agent), API base, and the list of currently-exposed tools. Useful for the LLM to confirm tool-schema compatibility before issuing a sequence of calls.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-autonomad-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-autonomad-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.autonomad.ai%2Fmcp", "observed_at": "2026-06-30T04:30:11.467Z" }, { "name": "ai.baselight/baselight", "url": "https://api.baselight.app/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 9, "tools_list": [ { "name": "baselight_ping", "description": "Simple ping test to verify MCP server is responding", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": false } }, { "name": "baselight_search_catalog", "description": "Search the catalog for datasets using a text query and filters. Datasets in Baselight have the following format: @username.dataset. Datasets can be public or private — you can search and use all public datasets as well as the user's private", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_search_tables", "description": "Search for tables using a text query and filters. Tables in Baselight have the following format: @username.dataset.table. Tables are grouped into datasets which can be public or private — you can search and use all public datasets as well a", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_get_dataset_metadata", "description": "Retrieve detailed schema and metadata for a specific dataset using Baselight format @username.dataset. Use this after discovering datasets to understand their structure before querying. Tables within datasets follow the format @username.dat", "schema_summary": "1 field · required: id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_get_dataset_tables", "description": "Retrieve a paginated list of tables from a specific dataset using Baselight format @username.dataset. Use this tool to browse datasets with many tables or to search for specific tables within a dataset. Each page returns up to 100 tables wi", "schema_summary": "3 fields · required: id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_get_table_metadata", "description": "Retrieve detailed schema and metadata for a specific table using Baselight format @username.dataset.table. Use this to understand table structure, column types, and constraints before writing SQL queries. Tables must be referenced in SQL wi", "schema_summary": "1 field · required: id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_get_user", "description": "Retrieve detailed information about a Baselight user including their profile bio, website, and public datasets. Use this to understand who owns datasets you're interested in.", "schema_summary": "1 field · required: username", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "baselight_sdk_query_execute", "description": "Execute a SQL query on Baselight and wait for results (up to 1 minute). The query executes and returns the first 100 rows upon completion, or info about a pending query that needs more time. Use DuckDB syntax only, table format \"@username.d", "schema_summary": "1 field · required: sql", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "baselight_sdk_get_results", "description": "Retrieve results from a previously executed SDK job using the resultId from `sdk-query-execute`. If the query is complete, returns results immediately. If still pending, polls for up to 1 more minute. Use this after `sdk-query-execute` retu", "schema_summary": "3 fields · required: jobId", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/api-baselight-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/api-baselight-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fapi.baselight.app%2Fmcp", "observed_at": "2026-06-30T04:30:13.438Z" }, { "name": "ai.childadhd/library", "url": "https://childadhd.ai/api/mcp/v1", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [ { "name": "search_articles", "description": "Search ADHD in Children's editorial corpus by query. Returns title, slug, summary, and URL for matching articles.", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_articles", "description": "Paginated list of articles from ADHD in Children. Returns title, slug, summary, and URL.", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_article", "description": "Fetch a single article from ADHD in Children by slug. Returns title, body content, author, clinical reviewer, citations, and metadata.", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "cite_article", "description": "Get a formatted citation for a ADHD in Children article. Supports AMA, APA, and Chicago styles.", "schema_summary": "2 fields · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_microsite_info", "description": "Identity and links for ADHD in Children: tagline, audience, focus, publisher, sponsor relationship to Emora Health, and key URLs.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_crisis_resources", "description": "Return the canonical 988 / 911 / Crisis Text Line payload. Surface this immediately whenever the user signals self-harm or imminent danger.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } } ], "cert": "https://live-vps.sasame.online/observatory/certs/childadhd-ai-api-mcp-v1.json", "badge": "https://live-vps.sasame.online/observatory/badge/childadhd-ai-api-mcp-v1.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fchildadhd.ai%2Fapi%2Fmcp%2Fv1", "observed_at": "2026-06-30T04:30:15.903Z" }, { "name": "ai.childanxiety/library", "url": "https://childanxiety.ai/api/mcp/v1", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [ { "name": "search_articles", "description": "Search Anxiety in Children's editorial corpus by query. Returns title, slug, summary, and URL for matching articles.", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_articles", "description": "Paginated list of articles from Anxiety in Children. Returns title, slug, summary, and URL.", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_article", "description": "Fetch a single article from Anxiety in Children by slug. Returns title, body content, author, clinical reviewer, citations, and metadata.", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "cite_article", "description": "Get a formatted citation for a Anxiety in Children article. Supports AMA, APA, and Chicago styles.", "schema_summary": "2 fields · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_microsite_info", "description": "Identity and links for Anxiety in Children: tagline, audience, focus, publisher, sponsor relationship to Emora Health, and key URLs.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_crisis_resources", "description": "Return the canonical 988 / 911 / Crisis Text Line payload. Surface this immediately whenever the user signals self-harm or imminent danger.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } } ], "cert": "https://live-vps.sasame.online/observatory/certs/childanxiety-ai-api-mcp-v1.json", "badge": "https://live-vps.sasame.online/observatory/badge/childanxiety-ai-api-mcp-v1.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fchildanxiety.ai%2Fapi%2Fmcp%2Fv1", "observed_at": "2026-06-30T04:30:18.291Z" }, { "name": "ai.childpsychiatry/library", "url": "https://childpsychiatry.ai/api/mcp/v1", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [ { "name": "search_articles", "description": "Search Psychiatry for Children's editorial corpus by query. Returns title, slug, summary, and URL for matching articles.", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_articles", "description": "Paginated list of articles from Psychiatry for Children. Returns title, slug, summary, and URL.", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_article", "description": "Fetch a single article from Psychiatry for Children by slug. Returns title, body content, author, clinical reviewer, citations, and metadata.", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "cite_article", "description": "Get a formatted citation for a Psychiatry for Children article. Supports AMA, APA, and Chicago styles.", "schema_summary": "2 fields · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_microsite_info", "description": "Identity and links for Psychiatry for Children: tagline, audience, focus, publisher, sponsor relationship to Emora Health, and key URLs.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_crisis_resources", "description": "Return the canonical 988 / 911 / Crisis Text Line payload. Surface this immediately whenever the user signals self-harm or imminent danger.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } } ], "cert": "https://live-vps.sasame.online/observatory/certs/childpsychiatry-ai-api-mcp-v1.json", "badge": "https://live-vps.sasame.online/observatory/badge/childpsychiatry-ai-api-mcp-v1.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fchildpsychiatry.ai%2Fapi%2Fmcp%2Fv1", "observed_at": "2026-06-30T04:30:20.484Z" }, { "name": "ai.compeller/compel", "url": "https://compeller.ai/api/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 30, "tools_list": [ { "name": "get_capabilities", "description": "Get Compeller platform capabilities, supported features, and API version.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_pricing", "description": "Get current Compeller subscription plans and pricing.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_styles", "description": "List available visual styles for Compeller video generation.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "upload_media", "description": "Get upload instructions for media files (audio, images, video). Returns the upload URL and required headers. Requires API token authentication.", "schema_summary": "3 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "search_music", "description": "Search Deezer preview tracks by song, artist, or album. Use this when the user provides a song string but no MP3/WAV/FLAC file.", "schema_summary": "2 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "create_compel_from_music", "description": "Create a compel from a selected Deezer preview track. If the user provides an audio file instead, upload that file and use create_compel.", "schema_summary": "6 fields · required: track_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "create_compel", "description": "Create a Compeller generation job from primary audio media and optional reference media. Returns compel id, status, and links to track progress and retrieve renderings.", "schema_summary": "6 fields · required: title,primary_media_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "get_compel", "description": "Get the current status, progress, and details of a Compeller generation job.", "schema_summary": "1 field · required: compel_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "start_render", "description": "Start rendering a READY compel with default configuration so an agent can continue to final MP4 without opening the browser UI.", "schema_summary": "1 field · required: compel_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "list_compels", "description": "List all Compeller generation jobs for the authenticated account, newest first.", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "search_compels", "description": "Search Compeller generation jobs by title for the authenticated account.", "schema_summary": "2 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_renderings", "description": "List all video renderings for a specific compel.", "schema_summary": "1 field · required: compel_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "get_rendering", "description": "Get details of a specific video rendering.", "schema_summary": "1 field · required: rendering_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "search_media", "description": "Search and list uploaded media files for the authenticated account.", "schema_summary": "3 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "register_webhook", "description": "Register an HTTPS endpoint to receive signed push notifications for compel lifecycle events (compel.ready when renderable, compel.completed, compel.failed). Returns webhook_id and the HMAC-SHA256 signing secret exactly once - store the secr", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "list_webhooks", "description": "List all webhook endpoints registered for the authenticated account. Secrets are never returned by this tool.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "delete_webhook", "description": "Delete a webhook endpoint by id. Removes the registration and stops future deliveries.", "schema_summary": "1 field · required: webhook_id", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": null, "openWorldHint": false } }, { "name": "test_webhook_delivery", "description": "Synchronously POST a synthetic webhook.test event to a registered endpoint. Uses the same HMAC-SHA256 signature as real deliveries, runs the standard URL safety check at delivery time, and returns {webhook_id, event_id, event_type, delivere", "schema_summary": "1 field · required: webhook_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "update_webhook", "description": "Update one or more mutable fields on a registered webhook endpoint: url, events, active. At least one of these must be provided. Validation mirrors register_webhook (https-only, <= 2048 chars, URL safety blocklist). Returns the updated endp", "schema_summary": "4 fields · required: webhook_id", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "rotate_webhook_secret", "description": "Mint a new HMAC-SHA256 signing secret for a registered webhook endpoint. The previous secret is invalidated immediately - integrators must update their receiver before the next compel terminal event fires. Returns the new secret exactly onc", "schema_summary": "1 field · required: webhook_id", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": null, "openWorldHint": false } }, { "name": "cancel_compel", "description": "Cancel an in-progress compel. Dequeues it if still queued, otherwise cancels any active external (AI provider) tasks and transitions it to CANCELLED. Idempotent - cancelling an already-CANCELLED compel succeeds. Use to stop a mis-prompted o", "schema_summary": "1 field · required: compel_id", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": null, "openWorldHint": false } }, { "name": "get_account_credits", "description": "Get the authenticated account's render-minute balance and plan: minutes remaining (free + paid), monthly allowance, plan code, and whether the quota is exceeded. Call before starting an expensive render so an agent can make cost-aware decis", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_lighting_effects", "description": "List the COM-497 starter lighting effects available to launch as cues (e.g. \"gobo-cycle\", \"x-move\", \"dimmer-pulse\"). Each effect carries an id, the capabilities it needs, and a launch_contract template. Use the returned id as effect_id for ", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "launch_lighting_cue", "description": "Launch a starter lighting effect onto a stage as a live cue (e.g. \"gobo-cycle on the stage's 7R beams at speed 0.5\"). Pass effect_id (from list_lighting_effects) and optional variables to override effect defaults. Validation is loud: an unk", "schema_summary": "4 fields", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": null } } ], "cert": "https://live-vps.sasame.online/observatory/certs/compeller-ai-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/compeller-ai-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fcompeller.ai%2Fapi%2Fmcp", "observed_at": "2026-06-30T04:30:23.330Z" }, { "name": "ai.demanddiscovery/mcp", "url": "https://mcp.demanddiscovery.ai/api/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 10, "tools_list": [ { "name": "ask_demand_discovery", "description": "Ask any question about validating a startup idea, whether there is a real market for it, who would actually buy it, finding the real people who have the problem, surfacing where they already complain about it or discuss it, what workarounds", "schema_summary": "1 field · required: question", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_validation_framework", "description": "Returns the full three-step Demand Discovery validation framework: (1) Market Research, (2) Demand Discovery Report with the Demand Score and Build/Pivot/Kill verdict, (3) Agentic Launch (90-day continuous outreach). Use when a user asks \"h", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_product_details", "description": "Returns the full product breakdown (Market Research, Demand Discovery Report, Agentic Launch) and pricing tiers (Starter $49, Founder Pack of 5 ideas, Studio Pack of 25 ideas, all using a slot-based model where pivoted/archived ideas free a", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "explain_demand_signals", "description": "Returns the four classes of real-world signal the Demand Discovery Report triangulates - search intent, outreach responses, landing-page engagement, and buying signals - and the three possible verdicts (Build, Pivot, Kill). Use when a user ", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "compare_validation_approaches", "description": "Returns an honest comparison of how different validation approaches work - generic AI assistants, trend aggregators, passive scoring tools, and Demand Discovery AI - and where each one stops. Use when a user is evaluating approaches, asking", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_data_source_categories", "description": "Returns the four behavioral data-source buckets - Search & attention, Conversation & pain, Adoption & spend, Capital & hiring - with each bucket's tagline and what it captures. Use when a user asks \"what data sources do you use?\", \"where do", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "start_demand_report", "description": "VERBATIM OUTPUT — READ FIRST (the most important rule for this tool): every piece of report text this tool returns (the Market Research summary AND the next-step message) is authored on our side. Your reply MUST BEGIN by printing that text ", "schema_summary": "6 fields · required: name,problem,solution", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "validate_real_demand", "description": "Start the paid Demand Discovery Report. When a charge is due this creates a secure checkout session and returns a hosted checkoutUrl the user opens in their browser to pay (normally $49) - you never process a card and never pay on the user'", "schema_summary": "7 fields · required: email,name,problem,solution", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_demand_report_status", "description": "Poll the status of a paid Demand Discovery Report after the user has started checkout with validate_real_demand. Call this with the orderId it returned, once the user says they've paid. The report builds over ~2-3 minutes. If your runtime s", "schema_summary": "1 field · required: orderId", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "start_agentic_launch", "description": "Kick off Day 1 of the 90-day Agentic Launch for a completed Demand Discovery Report. Demand Discovery surfaces named prospects matching the idea's ICP and DRAFTS the first outreach batch. It sends NOTHING automatically - the user reviews an", "schema_summary": "3 fields · required: reportId,email", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-demanddiscovery-ai-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-demanddiscovery-ai-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.demanddiscovery.ai%2Fapi%2Fmcp", "observed_at": "2026-06-30T04:30:26.004Z" }, { "name": "ai.exa/exa", "url": "https://mcp.exa.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 2, "tools_list": [ { "name": "web_search_exa", "description": "Search the web for any topic and get clean, ready-to-use content. Best for: Finding current information, news, facts, people, companies, or answering questions about any topic. Returns: Clean text content from top search results. Query tips", "schema_summary": "2 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "web_fetch_exa", "description": "Read a webpage's full content as clean markdown. Use after web_search_exa when highlights are insufficient or to read any URL. Best for: Extracting full content from known URLs. Batch multiple URLs in one call. Returns: Clean text content a", "schema_summary": "2 fields · required: urls", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-exa-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-exa-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.exa.ai%2Fmcp", "observed_at": "2026-06-30T04:30:28.074Z" }, { "name": "ai.modulos/demo-booking", "url": "https://www.modulos.ai/api/mcp/", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 4, "tools_list": [ { "name": "get_modulos_info", "description": "Returns a short description of Modulos and the URL where a user can book a demo. Use this first if the user asks what Modulos is or how to talk to the team.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": false } }, { "name": "list_demo_slots", "description": "Lists available 30-minute demo time slots over the next two weeks. Returns ISO-8601 UTC start times. Use book_demo_slot to confirm one of them.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": true } }, { "name": "book_demo_slot", "description": "Books a specific demo time slot. startTime must be an ISO-8601 string returned by list_demo_slots. Returns a confirmation on success.", "schema_summary": "5 fields · required: startTime,attendeeName,attendeeEmail,company", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": false, "openWorldHint": true } }, { "name": "request_demo", "description": "Submits an open demo request without picking a specific time. Use this when the user does not want to choose a slot — the Modulos team will reach out within 1 business day.", "schema_summary": "5 fields · required: name,email,company", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": false, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/www-modulos-ai-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/www-modulos-ai-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fwww.modulos.ai%2Fapi%2Fmcp%2F", "observed_at": "2026-06-30T04:30:29.569Z" }, { "name": "ai.quantifyme/quantifyme", "url": "https://mcp.quantifyme.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 11, "tools_list": [ { "name": "one_shot", "description": "End-to-end deploy: generate strategy → train → deploy live. One of `prompt` (free-form NL), `preset` (curated winning strategy), or `community_id` (copy a published community strategy) is required. If more than one is passed, precedence is ", "schema_summary": "8 fields", "hints": { "readOnlyHint": false, "destructiveHint": true, "idempotentHint": null, "openWorldHint": true } }, { "name": "get_deploy_result", "description": "Wait for a `one_shot` deploy to finish and return its final result. `one_shot` returns a job_token immediately and the LIVE CARD already streams progress and renders the interactive backtest chart itself. Call this ONCE with the token to ge", "schema_summary": "1 field · required: job_token", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "list_models", "description": "List the user's trained models with pre-computed train/test stats.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "list_deployed", "description": "List the user's currently deployed (live) models.", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "generate_strategy", "description": "Generate Python strategy code (no training/deploy). Use when the user wants raw code. Args: features: NL description of features (e.g. \"RSI 14, Bollinger Bands\"). signals: NL description of signal logic (e.g. \"Buy when RSI < 30\"). model: ML", "schema_summary": "8 fields", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "browse_community", "description": "Browse the public community leaderboard of published strategies, ranked by a composite performance score (best first). No signup or key needed. Copy-trade flow: call this to find a top strategy, then pass its `id` to `one_shot` as `communit", "schema_summary": "1 field", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "find_strategy", "description": "Find an existing PROVEN strategy that matches a plain-English idea, so you can offer the user a choice — deploy the existing one, or generate a fresh custom one. Mirrors the quantifyme.ai landing experience: \"Found by @ (WR/PF) ", "schema_summary": "3 fields · required: description", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_strategy_code", "description": "Get the actual Python code behind a community leaderboard strategy. Use after `browse_community`: pass an entry's `id` here to read its real `feature_engineering()` + `strategy_config()` source so the user can inspect or tweak it. To deploy", "schema_summary": "1 field · required: community_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_quote", "description": "Get the latest price for a G7 FX pair — a quick \"what's it at now\" check. Useful for context before deploying a strategy. The price is the close of the most recent 1-minute bar from the platform's market feed (not a raw live tick); FX marke", "schema_summary": "1 field", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_model_chart", "description": "Visualize a trained model's backtest — a cumulative-return chart + trade log + stats. Use after `one_shot` / `list_models` with the model's `stem` to SHOW the user how it traded (the \"is it actually any good\" view). In ChatGPT this renders ", "schema_summary": "1 field · required: stem", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "stream_test", "description": "Diagnostic: test whether LIVE data streaming works in this client. Renders a widget with three panels — a JS timer (baseline), a WebSocket to the live price feed, and an HTTP poll of /quote — each showing a live value + status, so you can s", "schema_summary": "1 field", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-quantifyme-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-quantifyme-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.quantifyme.ai%2Fmcp", "observed_at": "2026-06-30T04:30:31.259Z" }, { "name": "ai.readypermit/geo", "url": "https://rnfonkwthefktfvfwypr.supabase.co/functions/v1/mcp-server", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 8, "tools_list": [ { "name": "analyze_property", "description": "Get complete property intelligence for any U.S. address — zoning, buildability, flood risk, environmental hazards, and lot data from 20+ government sources (FEMA, EPA, USGS, Census, Regrid). USE WHEN: user asks 'what can I build', 'is this ", "schema_summary": "2 fields · required: address", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_buildability_score", "description": "Get a quick Buildability™ Score (0-100) for a property without running the full analysis. USE WHEN: user wants to pre-screen properties, asks 'is this worth analyzing', 'quick check on this address', 'score this deal', or needs to filter a ", "schema_summary": "1 field · required: address", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "lookup_zoning", "description": "Look up the zoning designation and development standards for any U.S. property address. USE WHEN: user asks 'what zone is this', 'what's the zoning', 'what can I build on this lot', 'is this residential or commercial', 'can I build a duplex", "schema_summary": "1 field · required: address", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "check_flood_zone", "description": "Check FEMA National Flood Hazard Layer for any U.S. property. USE WHEN: user asks 'is this in a flood zone', 'do I need flood insurance', 'is this property flood-safe', 'FEMA flood map', 'is this in a 100-year flood plain', or mentions floo", "schema_summary": "1 field · required: address", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "check_environmental_risks", "description": "Run full environmental risk screening for a property using EPA, USGS, NOAA, and USDA data. USE WHEN: user asks about 'environmental hazards', 'contamination', 'wildfire risk', 'earthquake risk', 'radon', 'soil contamination', 'is this area ", "schema_summary": "3 fields", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_comparable_sales", "description": "Find recent comparable property sales and rental comps near a property. USE WHEN: user asks 'what are comps in this area', 'recent sales near here', 'what did similar houses sell for', 'price per square foot', 'market value estimate', 'rent", "schema_summary": "4 fields", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "calculate_buildable_envelope", "description": "Calculate the maximum buildable area (building envelope) for a lot given zoning constraints. USE WHEN: user asks 'how much can I build', 'max square footage', 'what's the buildable area', 'calculate the envelope', 'how big can my house be',", "schema_summary": "7 fields · required: lot_area_sqft", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": true, "openWorldHint": false } }, { "name": "submit_correction", "description": "Report an error on a Buildability™ page so Buildability™ can verify and update. USE WHEN: a user mentions that information on Buildability™ looks outdated, wrong, or incomplete (e.g., 'the Austin ADU rules changed last month', 'that Miami f", "schema_summary": "5 fields · required: pageUrl,issue", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/rnfonkwthefktfvfwypr-supabase-co-functions-v1-mcp-server.json", "badge": "https://live-vps.sasame.online/observatory/badge/rnfonkwthefktfvfwypr-supabase-co-functions-v1-mcp-server.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Frnfonkwthefktfvfwypr.supabase.co%2Ffunctions%2Fv1%2Fmcp-server", "observed_at": "2026-06-28T06:55:13.289Z" }, { "name": "ai.rfix/mcp", "url": "https://mcp.rfix.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 3, "tools_list": [ { "name": "rfix_plan_scenario", "description": "ALWAYS call this first for any RF scenario request. Returns block schemas, composition rules, constraints, and a reference example payload. YOU must compose your own graph/project using this guidance, then call rfix_export_rfix_project. Do ", "schema_summary": "3 fields · required: description", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "rfix_list_blocks", "description": "Search the shipped RFIX block catalog by keyword. Use this when you need to find specific block types not already returned by rfix_plan_scenario. Queries like radar, ship, aircraft, communication, 3d, doppler, dmr, or wifi return relevant b", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "rfix_export_rfix_project", "description": "Convert RFIX JSON input into an importable `.rfix.gz` project file. `payload` may be an RFIX backend payload, GCF prompt graph output, exported graph data, or editor/.rfix-style project JSON. Project-shaped input is preserved where possible", "schema_summary": "2 fields · required: payload", "hints": { "readOnlyHint": null, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-rfix-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-rfix-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.rfix.ai%2Fmcp", "observed_at": "2026-06-28T06:55:17.626Z" }, { "name": "tech.skybridge.investigation-game/Investigation-Game", "url": "https://investigation-game.skybridge.tech", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 1, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/investigation-game-skybridge-tech.json", "badge": "https://live-vps.sasame.online/observatory/badge/investigation-game-skybridge-tech.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Finvestigation-game.skybridge.tech", "observed_at": "2026-06-25T12:59:26.183Z" }, { "name": "tech.skybridge.times-up/Time-s-Up", "url": "https://times-up.skybridge.tech", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 2, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/times-up-skybridge-tech.json", "badge": "https://live-vps.sasame.online/observatory/badge/times-up-skybridge-tech.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Ftimes-up.skybridge.tech", "observed_at": "2026-06-25T12:59:30.634Z" }, { "name": "tech.ydb-qdrant.pets/codex-pets-ydb-qdrant", "url": "https://pets.ydb-qdrant.tech/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 7, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/pets-ydb-qdrant-tech-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/pets-ydb-qdrant-tech-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fpets.ydb-qdrant.tech%2Fmcp", "observed_at": "2026-06-25T12:59:31.870Z" }, { "name": "tech.ydb-qdrant/gravity-ai-ui", "url": "https://gravity-ai.ydb-qdrant.tech/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 4, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/gravity-ai-ydb-qdrant-tech-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/gravity-ai-ydb-qdrant-tech-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fgravity-ai.ydb-qdrant.tech%2Fmcp", "observed_at": "2026-06-25T12:59:32.829Z" }, { "name": "uk.co.flatscope/flatscope", "url": "https://www.flatscope.co.uk/api/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 5, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/www-flatscope-co-uk-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/www-flatscope-co-uk-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fwww.flatscope.co.uk%2Fapi%2Fmcp", "observed_at": "2026-06-25T12:59:34.909Z" }, { "name": "uk.co.shipmycar/quote", "url": "https://www.shipmycar.co.uk/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 3, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/www-shipmycar-co-uk-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/www-shipmycar-co-uk-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fwww.shipmycar.co.uk%2Fmcp", "observed_at": "2026-06-25T12:59:35.879Z" }, { "name": "video.future/future-video-studio", "url": "https://mcp.future.video/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 8, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-future-video-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-future-video-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.future.video%2Fmcp", "observed_at": "2026-06-25T12:59:37.171Z" }, { "name": "wine.beyond/beyond-wine", "url": "https://beyond.wine/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 11, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/beyond-wine-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/beyond-wine-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fbeyond.wine%2Fmcp", "observed_at": "2026-06-25T12:59:38.862Z" }, { "name": "work.agentexchange.aivisibility/ai-visibility-mcp", "url": "https://aivisibility.agentexchange.work/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 2, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/aivisibility-agentexchange-work-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/aivisibility-agentexchange-work-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Faivisibility.agentexchange.work%2Fmcp", "observed_at": "2026-06-25T12:59:39.506Z" }, { "name": "xyz.bizclaw/business-directory", "url": "https://bizclaw.xyz/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 9, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/bizclaw-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/bizclaw-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fbizclaw.xyz%2Fmcp", "observed_at": "2026-06-25T12:59:43.973Z" }, { "name": "xyz.cabalspy/wallet-tracker", "url": "https://mcp.cabalspy.xyz/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 9, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-cabalspy-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-cabalspy-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.cabalspy.xyz%2Fmcp", "observed_at": "2026-06-25T12:59:44.634Z" }, { "name": "xyz.gembook/gembook", "url": "https://gembook.xyz/api/mcp/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 3, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/gembook-xyz-api-mcp-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/gembook-xyz-api-mcp-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fgembook.xyz%2Fapi%2Fmcp%2Fmcp", "observed_at": "2026-06-25T12:59:51.997Z" }, { "name": "xyz.picoads/picoads", "url": "https://picoads.xyz/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/picoads-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/picoads-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fpicoads.xyz%2Fmcp", "observed_at": "2026-06-25T12:59:53.256Z" }, { "name": "ai.searchshop.www/la-luer", "url": "https://searchshopai-mcp.fly.dev/mcp/la-luer", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 13, "tools_list": [ { "name": "skincare_recommend", "description": "(Deprecated: use 'recommend' instead. Works identically.) Get a personalized La Luer product recommendation with ingredient-aware scoring, safety notes, and routine building. Use when the user wants advice on what to buy, needs help choosin", "schema_summary": "3 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "recommend", "description": "Get a personalized product recommendation with domain-expert scoring, safety notes, and transaction authority. Use when the user wants advice, has a concern, or asks what to buy. Returns scored products with checkout URLs, safety assessment", "schema_summary": "4 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "skincare_cart", "description": "Create a buyable shopping cart with a real checkout URL. Two modes: (1) Pass 'products' array with specific product names. (2) Pass 'query' string to auto-recommend and cart. Do not use for browsing or recommendations — use search_products ", "schema_summary": "3 fields", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "skincare_report_issue", "description": "Report when a tool result was unhelpful, incomplete, or wrong. Call this whenever you override a recommendation, skip a cart result, or notice the engine output doesn't match what the user needs. Do not use proactively — only when you obser", "schema_summary": "5 fields · required: tool_name,issue_type,description", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "search_research_notes", "description": "Search SearchShop AI's Research Notes blog — data studies, playbooks, and field notes on agentic commerce (AI attribution, MCP, AI catalog accuracy, ChatGPT ads). Returns matching articles with titles, summaries, and URLs. Use when asked wh", "schema_summary": "1 field · required: query", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "get_research_note", "description": "Get the summary and URL of a specific SearchShop AI Research Note by its slug (returned by search_research_notes).", "schema_summary": "1 field · required: slug", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "search_products", "description": "Browse and search the product catalog. Use when the user wants to see what's available, look up specific products, browse by category, compare options, or asks 'show me' / 'what do you have.' Do not use when the user needs personalized reco", "schema_summary": "4 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "get_product", "description": "Get full details for a specific product by SKU or title. Use when the user asks about a specific product by name (e.g. 'tell me about MIRA', 'show me the serum'). Do not use for browsing or recommendations — use search_products or skincare_", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "compare_products", "description": "Compare two or more products side by side. Use when the user asks to compare, says 'X vs Y', or wants to decide between options. Do not use for single product lookup — use get_product instead. Returns structured comparison with shared attri", "schema_summary": "1 field · required: products", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "create_checkout", "description": "Create a checkout URL for one or more products. Pass variant IDs (items) and/or product URLs (product_urls). When a product URL is provided (e.g. https://laluer.com/products/mira), the tool resolves it to a variant ID automatically — no cat", "schema_summary": "5 fields", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": null, "openWorldHint": true } }, { "name": "check_compatibility", "description": "Check which products are compatible with a given product. For devices, shows required consumables (e.g., conductive gel for MIRA). For topicals, shows which devices they work with. Use when a customer asks 'what gel do I need with MIRA?' or", "schema_summary": "1 field · required: product", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "check_inventory", "description": "Check if a product is currently available. Uses Shopify Storefront API to verify real-time stock status. Use when a customer asks 'is MIRA in stock?' or before recommending a product.", "schema_summary": "1 field · required: product", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } }, { "name": "deals_discounts", "description": "Show available bundles, deals, and ask about discount codes. Use when a customer asks about deals, bundles, savings, or says 'do you have any discounts?' Also use when multiple items are in cart to suggest bundle savings. Always ask if the ", "schema_summary": "1 field", "hints": { "readOnlyHint": true, "destructiveHint": false, "idempotentHint": null, "openWorldHint": false } } ], "cert": "https://live-vps.sasame.online/observatory/certs/searchshopai-mcp-fly-dev-mcp-la-luer.json", "badge": "https://live-vps.sasame.online/observatory/badge/searchshopai-mcp-fly-dev-mcp-la-luer.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fsearchshopai-mcp.fly.dev%2Fmcp%2Fla-luer", "observed_at": "2026-06-28T07:10:16.694Z" }, { "name": "ai.teenadhd/library", "url": "https://teenadhd.ai/api/mcp/v1", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/teenadhd-ai-api-mcp-v1.json", "badge": "https://live-vps.sasame.online/observatory/badge/teenadhd-ai-api-mcp-v1.svg", "claim_url": 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"https://live-vps.sasame.online/observatory/certs/teenpsychiatry-ai-api-mcp-v1.json", "badge": "https://live-vps.sasame.online/observatory/badge/teenpsychiatry-ai-api-mcp-v1.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fteenpsychiatry.ai%2Fapi%2Fmcp%2Fv1", "observed_at": "2026-06-25T13:00:06.294Z" }, { "name": "ai.villiers/charter", "url": "https://mcp.villiers.ai/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 3, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-villiers-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-villiers-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.villiers.ai%2Fmcp", "observed_at": "2026-06-25T13:00:25.400Z" }, { "name": "app.cannonstudio/cannon-studio", "url": "https://www.cannonstudio.app/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 15, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/www-cannonstudio-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/www-cannonstudio-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fwww.cannonstudio.app%2Fmcp", "observed_at": "2026-06-25T13:00:27.553Z" }, { "name": "app.clicon/lotus", "url": "https://lotus.clicon.app/mcp/", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 3, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/lotus-clicon-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/lotus-clicon-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Flotus.clicon.app%2Fmcp%2F", "observed_at": "2026-06-25T13:00:29.043Z" }, { "name": "app.dealermax/public-search", "url": "https://mcp.dealermax.app/mcp/", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 7, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-dealermax-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-dealermax-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.dealermax.app%2Fmcp%2F", "observed_at": "2026-06-25T13:00:35.283Z" }, { "name": "app.decibelshield/decibel-shield", "url": "https://decibelshield.app/api/mcp", "grade": "A", "passes": "10/10", "level": "observed", "tool_count": 6, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/decibelshield-app-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/decibelshield-app-api-mcp.svg", "claim_url": 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"observed", "tool_count": 0, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/plith-ai-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/plith-ai-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fplith.ai%2Fapi%2Fmcp", "observed_at": "2026-06-24T04:08:36.642Z" }, { "name": "ai.pocketdrives/pocket-drives", "url": "https://pocketdrives.ai/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 9, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/pocketdrives-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/pocketdrives-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fpocketdrives.ai%2Fmcp", "observed_at": "2026-06-18T12:44:00.435Z" }, { "name": "ai.reka/mcp", "url": "https://mcp.reka.ai/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 17, "tools_list": [ { "name": "upload_video", "description": "Upload a video from a URL. Returns a video_id. Local file paths are not accepted; upload files outside the MCP server and pass a reachable video_url. The upload runs asynchronously — poll get_video until status is 'uploaded', then call inde", "schema_summary": "5 fields · required: video_url", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_videos", "description": "List all videos in your account, or filter to a specific group by passing group_id. Shows upload status and which features have been indexed for each video. Each video's 'url' is a short-lived HTTPS presigned URL (expires within hours) — fe", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "get_video", "description": "Get detailed information about a video including upload status, metadata (duration, resolution, fps), and per-feature indexing status. Use this to check if upload or indexing is complete. The 'url' field is a short-lived HTTPS presigned URL", "schema_summary": "2 fields · required: video_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "update_video", "description": "Update a video's display name, title, description, or move it to a different group. At least one field must be provided. To remove a video from its group, pass group_id as null.", "schema_summary": "7 fields · required: video_id", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "delete_video", "description": "Permanently delete a video and all its indexed data (transcript, captions, embeddings, etc.). This cannot be undone.", "schema_summary": "2 fields · required: video_id", "hints": { "readOnlyHint": null, "destructiveHint": true, "idempotentHint": true, "openWorldHint": null } }, { "name": "create_group", "description": "Create a new video group. Groups organize videos into collections. Returns the new group's ID and name.", "schema_summary": "2 fields · required: name", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "list_groups", "description": "List all video groups. Use list_videos with a group_id to see videos in a specific group.", "schema_summary": "1 field", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "delete_group", "description": "Delete a video group. Videos in the group are not deleted — they are simply removed from the group.", "schema_summary": "2 fields · required: group_id", "hints": { "readOnlyHint": null, "destructiveHint": true, "idempotentHint": true, "openWorldHint": null } }, { "name": "index_video", "description": "Index a video for search, QA, or full analysis. Processes the video through a pipeline of AI features. Typically takes 3-7 minutes; longer for long videos or the 'full' pipeline. Times out after 10 minutes by default. Pipelines: - search_on", "schema_summary": "4 fields · required: video_id", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "search_videos", "description": "Find WHEN and WHERE something happens across your videos. Returns timestamped results ranked by relevance — use these timestamps as start/end in ask_video for focused analysis. This is the recommended first step for most questions. Instead ", "schema_summary": "5 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "ask_video", "description": "Ask a question about one or more videos with visual analysis. Most effective on focused time ranges — use start/end to specify the segment to analyze. BEFORE calling this tool, read the reka://docs/guide resource for recommended workflows. ", "schema_summary": "7 fields · required: question", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "segment_video", "description": "Detect objects in a video segment using text prompts. Describe what to look for and get per-frame detections with bounding boxes and confidence scores. Prompt tips: - Use broad, visual categories: 'animal', 'vehicle', 'person', 'text on scr", "schema_summary": "6 fields · required: video_id,prompts,start", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "get_transcript", "description": "Get the spoken words in a video. Use this instead of ask_video when you need to read what was said — it returns the actual text, not a summary. Use start/end to narrow results for long videos. Requires the transcript feature to be indexed.", "schema_summary": "7 fields · required: video_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": null } }, { "name": "get_captions", "description": "Get AI-generated visual descriptions of what happens on screen. Use this to understand the visual content without watching — each caption describes a short segment with timestamps. Use start/end to narrow results. 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"https://productivity.skybridge.tech", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 1, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/productivity-skybridge-tech.json", "badge": "https://live-vps.sasame.online/observatory/badge/productivity-skybridge-tech.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fproductivity.skybridge.tech", "observed_at": "2026-06-18T12:44:21.236Z" }, { "name": "today.blame/mcp", "url": "https://blame.today/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 1, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/blame-today-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/blame-today-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fblame.today%2Fmcp", "observed_at": "2026-06-18T12:44:27.467Z" }, { "name": "travel.kismet/mcp-server", "url": "https://mcp.kismet.travel/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 12, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-kismet-travel-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-kismet-travel-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.kismet.travel%2Fmcp", "observed_at": "2026-06-18T12:44:29.843Z" }, { "name": "us.uphealth/mcp", "url": "https://mcp.uphealth.us/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 0, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-uphealth-us-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-uphealth-us-mcp.svg", "claim_url": 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"https://live-vps.sasame.online/observatory/badge/www-quiz-video-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fwww.quiz.video%2Fmcp%2F", "observed_at": "2026-06-18T12:44:41.104Z" }, { "name": "world.3keys/wish-game", "url": "https://3keys.world/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 2, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/3keys-world-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/3keys-world-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2F3keys.world%2Fmcp", "observed_at": "2026-06-18T12:44:45.731Z" }, { "name": "xyz.actiongate.api/actiongate", "url": "https://api.actiongate.xyz/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 0, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/api-actiongate-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/api-actiongate-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fapi.actiongate.xyz%2Fmcp", "observed_at": "2026-06-24T04:08:41.606Z" }, { "name": "xyz.crinkl.mcp/crinkl-commerce", "url": "https://mcp.crinkl.xyz/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 22, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-crinkl-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-crinkl-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.crinkl.xyz%2Fmcp", "observed_at": "2026-06-18T12:44:55.746Z" }, { "name": "xyz.loadbay/loadbay", "url": "https://loadbay.xyz/api/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 6, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/loadbay-xyz-api-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/loadbay-xyz-api-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Floadbay.xyz%2Fapi%2Fmcp", "observed_at": "2026-06-18T12:45:01.346Z" }, { "name": "xyz.spocal/sports", "url": "https://mcp.spocal.xyz/mcp", "grade": "B", "passes": "9/10", "level": "observed", "tool_count": 0, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-spocal-xyz-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-spocal-xyz-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.spocal.xyz%2Fmcp", "observed_at": "2026-06-24T04:08:38.455Z" }, { "name": "xyz.urbanplayground/events", 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T", "schema_summary": "1 field · required: drug", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "drug_search", "description": "Search US prescription drugs by full or partial brand/generic name. Returns matching drugs with their generic name and brand names, so you can pick the right one before calling drug_price_lookup or drug_spread_check.", "schema_summary": "1 field · required: query", "hints": { "readOnlyHint": null, "destructiveHint": null, "idempotentHint": null, "openWorldHint": null } }, { "name": "drug_spread_check", "description": "Compare what a US health plan was actually charged for a prescription fill against the live public acquisition cost (CMS NADAC) for the same quantity. Returns the acquisition cost, the amount charged, the gap, and the multiple. 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Returns a lite row shape per match (SERFF id, state, year, NAIC, group code, carrier name, product name, filing type / status", "schema_summary": "13 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "search_summary_embeds", "description": "Pure vector search over per-filing extraction-summary embeddings (one embedding per filing, ~59K rows total). Each hit is a filing whose extraction summary is semantically closest to your query, with the matching excerpt and lite filing met", "schema_summary": "13 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "search_actuarial_embeds", "description": "Pure vector search over per-filing actuarial-memorandum embeddings (`extract_embeds` where `kind='actuarial_memo'`). Each hit is a filing whose memo is semantically closest to your query, with the matching excerpt and lite filing metadata. ", "schema_summary": "2 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "search_filing_embeds", "description": "Pure vector search over per-chunk full-document embeddings (`filing_embeds`, ~12.4M rows across ~65K filings — each filing sliced into ~190 paragraph-sized chunks). The most granular semantic surface in the corpus. **Cost**: one query-embed", "schema_summary": "14 fields · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_filing_extracts", "description": "Returns the structured-data JSON artefacts the pipeline extracted from a filing's source PDFs. Use this when the question is about **rating mechanics, data tables, risk curves, calculation steps, or coverage / form definitions** — anything ", "schema_summary": "2 fields · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_filing_extract_meta", "description": "Lists **what's in** each extracted artefact for a filing — section counts, item names, and the page each item came from — without returning any of the bulky factor tables, descriptions, or rate rows themselves. **Call this FIRST**, before `", "schema_summary": "2 fields · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_filing_source_file_link", "description": "Returns a short-lived **V4-signed GCS URL** for a single SOURCE file (PDF / XLSM / XLSX / DOC / ZIP) the carrier submitted for a SERFF filing. The link is intended for **display to the end user** — they click it in their browser to download", "schema_summary": "3 fields · required: serff,file_name", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": false, "openWorldHint": false } }, { "name": "get_filing_summary", "description": "Returns an actuarial narrative summary for a single SERFF id — the **Filing Type** header, the **\"What This Filing Does\"** section (concrete bullet-pointed change list with page citations for Rate / Rule / Form / New Programme / Withdrawal ", "schema_summary": "1 field · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_filing_references", "description": "Returns the predecessor, superseded, and companion filings that **this filing itself** cites in its supporting documentation. Carrier-claimed lineage extracted from inside the PDF (e.g. \"supersedes XXXX-NNNN\", \"loss costs adopted from NCCI-", "schema_summary": "1 field · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_filing_lineage", "description": "Returns the **reconciled lineage chain** for a SERFF id — leaf filing plus ordered predecessors back to the bureau root. Each chain entry includes the SERFF id, position (0 = leaf), role (`leaf` / `predecessor`), and a lite filing record (s", "schema_summary": "1 field · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "list_filing_source_files", "description": "Lists the **source files** (PDFs, XLS spreadsheets, DOC manuals, ZIP archives) ingested for a SERFF id. Returns metadata only — name, size in bytes, MIME-class type (`pdf` / `spreadsheet` / `document` / `csv` / `archive` / `other`), file ex", "schema_summary": "1 field · required: serff", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "search_products", "description": "**Scope warning — read before reaching for this tool.** The products corpus is a curated subset of filings, not the canonical breadth. Many filings are absent by design: bureau-only rows, withdrawals, correspondences, prior revisions (colla", "schema_summary": "19 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_product", "description": "Returns the full record for a single product — by `product_id` (uuid) OR `leaf_serff`. Each call expands the predecessor chain into a list of {position, serff, filing} where each filing is the slim metadata (state, year, carrier, product, f", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_product_siblings", "description": "Returns the sibling products of a given product — other products whose chain shares a bureau filing (ISO / AAIS / NCCI / WCRT / WCRB / SURE) or a cross-carrier predecessor with the seed product. The shared filing is the \"source\" both produc", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "get_product_ancestors", "description": "Returns the prior revisions of a product — other products in the same lineage cluster (same `company_name`, `state`, `lob`) with an older `leaf_filing_date`. Distinct from `get_product_siblings`, which returns peers sharing a bureau / cross", "schema_summary": "2 fields", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "mcp_account", "description": "Returns the resolved identity behind the current MCP bearer — email, company_name, account_type (free vs production), and company_reference. Quota-exempt: this is an identity probe, not a value-bearing call. Returns nulls for fields mono ha", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } }, { "name": "mcp_health", "description": "Diagnostic snapshot of the deployed MCP server: build identifier, server_version (1.0. tag), boot time, advertised tool names, a hash of the tool surface, and corpus_updated_at (freshest watermark across the filings pipeline). Call this", "schema_summary": "type:object", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": false } } ], "cert": "https://live-vps.sasame.online/observatory/certs/api-serff-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/api-serff-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fapi.serff.ai%2Fmcp", "observed_at": "2026-06-28T07:10:21.189Z" }, { "name": "ai.sitepulsar/mcp", "url": "https://sitepulsar-mcp.vercel.app/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 13, "tools_list": [ { "name": "check_agent_readiness", "description": "Fast synchronous AEO / agent-readiness read of a single URL: robots and bot access, structured data (schema), and content structure. Returns immediate signals without running a full audit. Use this to triage a page or sanity-check before de", "schema_summary": "1 field · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "run_audit", "description": "Run a full AEO audit of a URL covering FIND, READ, and USE. Async: returns an audit_id to poll with get_audit. Accepts an optional target_keyword. Spends one audit credit per fresh run; a same-URL re-run within 24h reuses the cached audit, ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "get_audit", "description": "Fetch an audit's status and, when complete, a compact decision-ready SUMMARY: AEO score (overall + FIND/READ/USE), a short summary, the weakest pillar, headline takeaways, and the top fixes. Lead with this; call get_audit_detail only when y", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_audit_detail", "description": "Full structured per-section breakdown of a completed audit, on demand (only call after get_audit when you need depth): per-dimension FIND/READ/USE sub-scores, reputation across AI engines, competitor cluster (named for paid tiers), crawl/sc", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "compare_aeo", "description": "Compare AEO posture across multiple URLs (e.g. a brand versus its competitors) on the same FIND/READ/USE pillar scale. Async: returns an audit_id to poll with get_audit. Spends credits only for freshly-audited URLs; recent audits are reused", "schema_summary": "1 field · required: urls", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "get_fixes", "description": "Return the prioritized, pillar-tagged (FIND / READ / USE) action plan for a completed audit, deduplicated across sources, with machine-actionable implementation steps included on fixes where available. Use this when you want the to-do list ", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_audit_full", "description": "One call that returns a completed audit's SUMMARY, full per-section DETAIL, and deduplicated prioritized FIXES together — so you don't have to chain get_audit → get_audit_detail → get_fixes. Use `expand` to trim the payload ('summary' | 'de", "schema_summary": "2 fields · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_companies", "description": "Samples the major AI engines for which companies they name for a query (e.g. \"best CRM for startups\"); returns a consensus shortlist (≤5). Use when you want to know who agents *recommend* for a category — not where a specific brand is menti", "schema_summary": "1 field · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_agent_discovery", "description": "Checks selected registries (official MCP registry, PyPI, GitHub) for packages/servers tied to a domain or brand. A discovery-surface check (can agents find your published tooling?), not a visibility check. Use when you want to know whether ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_ucp_readiness", "description": "Inspects /.well-known/ucp to report whether AI shopping agents can transact with the site (presence + advertised capabilities only — never a live purchase). Use when evaluating an e-commerce or merchant site for agentic-commerce readiness. ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_mcp_functional", "description": "Discovers a site's advertised MCP endpoint (mcp.json / .well-known) and inspects its *declared* OAuth/transport posture (advertised, not guaranteed-working — it does not run a full live handshake). Use when checking whether a site exposes a", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "scan_product_page", "description": "Deterministically scores one product page (schema, price, availability, image) 0–100 for shopping-agent readability — no LLM, fully repeatable. Use when you want a precise, single-page readability score for a specific product URL rather tha", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "scan_visibility", "description": "Live AI-visibility scan for a brand: crawl + reputation sampled across AI engines, returning where *that* brand is mentioned (any public brand, not just your own). Use when you want to know whether and how a named brand already surfaces in ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/sitepulsar-mcp-vercel-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/sitepulsar-mcp-vercel-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fsitepulsar-mcp.vercel.app%2Fmcp", "observed_at": "2026-06-28T07:10:34.053Z" }, { "name": "ai.sitepulsar/mcp", "url": "https://mcp.sitepulsar.ai/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 13, "tools_list": [ { "name": "check_agent_readiness", "description": "Fast synchronous AEO / agent-readiness read of a single URL: robots and bot access, structured data (schema), and content structure. Returns immediate signals without running a full audit. Use this to triage a page or sanity-check before de", "schema_summary": "1 field · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "run_audit", "description": "Run a full AEO audit of a URL covering FIND, READ, and USE. Async: returns an audit_id to poll with get_audit. Accepts an optional target_keyword. Spends one audit credit per fresh run; a same-URL re-run within 24h reuses the cached audit, ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "get_audit", "description": "Fetch an audit's status and, when complete, a compact decision-ready SUMMARY: AEO score (overall + FIND/READ/USE), a short summary, the weakest pillar, headline takeaways, and the top fixes. Lead with this; call get_audit_detail only when y", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_audit_detail", "description": "Full structured per-section breakdown of a completed audit, on demand (only call after get_audit when you need depth): per-dimension FIND/READ/USE sub-scores, reputation across AI engines, competitor cluster (named for paid tiers), crawl/sc", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "compare_aeo", "description": "Compare AEO posture across multiple URLs (e.g. a brand versus its competitors) on the same FIND/READ/USE pillar scale. Async: returns an audit_id to poll with get_audit. Spends credits only for freshly-audited URLs; recent audits are reused", "schema_summary": "1 field · required: urls", "hints": { "readOnlyHint": false, "destructiveHint": false, "idempotentHint": false, "openWorldHint": true } }, { "name": "get_fixes", "description": "Return the prioritized, pillar-tagged (FIND / READ / USE) action plan for a completed audit, deduplicated across sources, with machine-actionable implementation steps included on fixes where available. Use this when you want the to-do list ", "schema_summary": "1 field · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "get_audit_full", "description": "One call that returns a completed audit's SUMMARY, full per-section DETAIL, and deduplicated prioritized FIXES together — so you don't have to chain get_audit → get_audit_detail → get_fixes. Use `expand` to trim the payload ('summary' | 'de", "schema_summary": "2 fields · required: audit_id", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "search_companies", "description": "Samples the major AI engines for which companies they name for a query (e.g. \"best CRM for startups\"); returns a consensus shortlist (≤5). Use when you want to know who agents *recommend* for a category — not where a specific brand is menti", "schema_summary": "1 field · required: query", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_agent_discovery", "description": "Checks selected registries (official MCP registry, PyPI, GitHub) for packages/servers tied to a domain or brand. A discovery-surface check (can agents find your published tooling?), not a visibility check. Use when you want to know whether ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_ucp_readiness", "description": "Inspects /.well-known/ucp to report whether AI shopping agents can transact with the site (presence + advertised capabilities only — never a live purchase). Use when evaluating an e-commerce or merchant site for agentic-commerce readiness. ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "probe_mcp_functional", "description": "Discovers a site's advertised MCP endpoint (mcp.json / .well-known) and inspects its *declared* OAuth/transport posture (advertised, not guaranteed-working — it does not run a full live handshake). Use when checking whether a site exposes a", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "scan_product_page", "description": "Deterministically scores one product page (schema, price, availability, image) 0–100 for shopping-agent readability — no LLM, fully repeatable. Use when you want a precise, single-page readability score for a specific product URL rather tha", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } }, { "name": "scan_visibility", "description": "Live AI-visibility scan for a brand: crawl + reputation sampled across AI engines, returning where *that* brand is mentioned (any public brand, not just your own). Use when you want to know whether and how a named brand already surfaces in ", "schema_summary": "2 fields · required: url", "hints": { "readOnlyHint": true, "destructiveHint": null, "idempotentHint": true, "openWorldHint": true } } ], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-sitepulsar-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-sitepulsar-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.sitepulsar.ai%2Fmcp", "observed_at": "2026-06-28T07:10:35.717Z" }, { "name": "ai.specproof/specproof-mcp", "url": "https://mcp.specproof.ai/", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 8, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-specproof-ai.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-specproof-ai.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.specproof.ai%2F", "observed_at": "2026-06-18T12:45:22.771Z" }, { "name": "ai.thiri/chord-intelligence", "url": "https://mcp.thiri.ai/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 4, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-thiri-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-thiri-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.thiri.ai%2Fmcp", "observed_at": "2026-06-18T12:45:32.786Z" }, { "name": "ai.tunnelmind/data", "url": "https://mcp-data.tunnelmind.ai/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 67, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-data-tunnelmind-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-data-tunnelmind-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp-data.tunnelmind.ai%2Fmcp", "observed_at": "2026-06-18T12:45:46.567Z" }, { "name": "ai.tunnelmind/sigil", "url": "https://mcp.sigil.tunnelmind.ai/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 0, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/mcp-sigil-tunnelmind-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/mcp-sigil-tunnelmind-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fmcp.sigil.tunnelmind.ai%2Fmcp", "observed_at": "2026-06-24T04:08:35.460Z" }, { "name": "ai.xr-utilities/h-index", "url": "https://h-index.xr-utilities.ai/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 3, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/h-index-xr-utilities-ai-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/h-index-xr-utilities-ai-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fh-index.xr-utilities.ai%2Fmcp", "observed_at": "2026-06-18T12:42:52.230Z" }, { "name": "app.cnvs/whiteboard", "url": "https://cnvs.app/mcp", "grade": "B", "passes": "8/10", "level": "observed", "tool_count": 24, "tools_list": [], "cert": "https://live-vps.sasame.online/observatory/certs/cnvs-app-mcp.json", "badge": "https://live-vps.sasame.online/observatory/badge/cnvs-app-mcp.svg", "claim_url": "https://github.com/shigeki7777/sasame-mcp-observatory/issues/new?template=claim-passport.yml&endpoint=https%3A%2F%2Fcnvs.app%2Fmcp", "observed_at": "2026-06-18T12:43:17.103Z" }, { "name": "app.ganty/mcp-server", "url": "https://ganty.app/api/mcp", "grade": "B", 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"action": "Mark non-mutating lookup/search/report tools with readOnlyHint." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "ai.sharebench/registry", "url": "https://mcp-public.sharebench.ai", "grade": "B", "tool_count": 2, "opportunities": [ { "id": "annotations", "label": "Add/complete ToolAnnotations", "action": "Add title + readOnly/destructive/idempotent/openWorld hints." }, { "id": "readonly", "label": "Declare read-only tools", "action": "Mark non-mutating lookup/search/report tools with readOnlyHint." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.getgapup/gapup-mcp", "url": "https://mcp.gapup.io/mcp", "grade": "B", "tool_count": 271, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.getgapup/mcp-knowledge", "url": "https://mcp.gapup.io", "grade": "B", "tool_count": 271, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.acromoney888/jobdonebot", "url": "https://jobdonebot.com/api/mcp", "grade": "B", "tool_count": 202, "opportunities": [ { "id": "annotations", "label": "Add/complete ToolAnnotations", "action": "Add title + readOnly/destructive/idempotent/openWorld hints." }, { "id": "tool-overload", "label": "Reduce 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"label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "ai.com.mcp/contabo", "url": "https://contabo.run.mcp.com.ai/mcp", "grade": "B", "tool_count": 124, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.trycourier/courier", "url": "https://mcp.courier.com", "grade": "B", "tool_count": 123, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "xyz.558686.gpt55/token-gateway", "url": "https://gpt55.558686.xyz/mcp", "grade": "B", "tool_count": 100, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.keploy/mcp", "url": "https://api.keploy.io/client/v1/mcp", "grade": "B", "tool_count": 100, "opportunities": [ { "id": "tool-overload", "label": "Reduce tool-list bloat", "action": "Group duplicated tools or expose a smaller agent-facing surface." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe 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62, "opportunities": [ { "id": "annotations", "label": "Add/complete ToolAnnotations", "action": "Add title + readOnly/destructive/idempotent/openWorld hints." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.rccola990-cloud/x402-agent-store", "url": "https://store.agentexchange.work/mcp", "grade": "B", "tool_count": 61, "opportunities": [ { "id": "annotations", "label": "Add/complete ToolAnnotations", "action": "Add title + readOnly/destructive/idempotent/openWorld hints." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] }, { "name": "io.github.bnovik0v/moltdj", "url": "https://api.moltdj.com/mcp/", "grade": "B", "tool_count": 60, "opportunities": [ { "id": "annotations", "label": "Add/complete ToolAnnotations", "action": "Add title + readOnly/destructive/idempotent/openWorld hints." }, { "id": "delivery", "label": "Make safe content verification easier", "action": "Expose a read-only tool that returns substantive content for safe probes." } ] } ] } }