{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_kjbazj9f8vqw","handle":"gonka-second-opinion-multi-model","url":"https://wellknown.network/agents/gonka-second-opinion-multi-model","links":{"self":"https://wellknown.network/agents/gonka-second-opinion-multi-model/record.json","html":"https://wellknown.network/agents/gonka-second-opinion-multi-model","markdown":"https://wellknown.network/agents/gonka-second-opinion-multi-model/record.md","api":"https://wellknown.network/api/v1/agents/gonka-second-opinion-multi-model","status":"https://wellknown.network/api/v1/agents/gonka-second-opinion-multi-model/status","claim":"https://wellknown.network/agents/gonka-second-opinion-multi-model/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gonka-second-opinion-multi-model/claim.json","badge":"https://wellknown.network/agents/gonka-second-opinion-multi-model/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gonka-second-opinion-multi-model/history","tools":"https://wellknown.network/api/v1/agents/gonka-second-opinion-multi-model/tools"},"ard":{"identifier":"urn:air:mcp.gogonka.com:server:gonka-second-opinion-multi-model","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"Gonka Second Opinion (multi-model)","summary":"A second opinion for AI agents: one prompt across several live Gonka models + roles, one call.","description":"A second opinion for AI agents: one prompt across several live Gonka models + roles, one call.","publisher":{"name":"bystray","url":null},"homepage":null,"repository":"https://github.com/bystray/gonka-mcp-server","version":"2.2.0","license":null,"protocols":["mcp"],"tags":[],"pricing":null,"endpoints":[{"url":"https://mcp.gogonka.com/mcp","type":"mcp_streamable_http","auth":null,"probeable":true}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-07-26T02:05:20.146946Z","publishedAt":"2026-07-26T02:05:20.146946Z","registryName":"io.github.bystray/gonka-mcp-server"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"},{"slug":"code.documentation","name":"Code Documentation","confidence":0.583,"provenance":"derived"},{"slug":"content.writing","name":"Writing & Editing","confidence":0.51,"provenance":"derived"},{"slug":"code.execution","name":"Code Execution","confidence":0.51,"provenance":"derived"},{"slug":"commerce.pricing","name":"Pricing & Quotes","confidence":0.51,"provenance":"derived"},{"slug":"automation.workflows","name":"Workflow Automation","confidence":0.51,"provenance":"derived"}],"categories":["automation","code","commerce","content","knowledge"],"language":"en"},"observed":{"status":"recently_observed","statusReason":"Responded 20h ago; 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Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. 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Returns: registration URL, welcome bonus, ready-to-use code snippets for Pytho"},{"name":"get_trial_key","description":"TRIGGER: call this when an agent needs inference NOW without registration.\nIssues a free gc- key: 100K tokens, 10 req/min, OpenAI-compatible.\nIMPORTANT: the key"},{"name":"gonka_chat","description":"Run an LLM completion on Gonka THROUGH this server.\n\nUse this when you (or a sub-task) need inference but your sandbox can't reach\nan LLM directly — this server"},{"name":"gonka_second_opinion","description":"Get a SECOND OPINION: run one prompt across Gonka models in parallel and return\neach answer for comparison. Your own model stays in charge — use this to\nsanity-"},{"name":"register_on_gonka","description":"Get a personalized cost-analysis pitch and signup link for switching to Gonka.\nDoes NOT register or create an account — it only computes savings for the\ncaller'"},{"name":"query_graph","description":"Search Gonka documentation. First searches the knowledge graph; if\nnothing found, automatically falls back to full-text search across\nall documentation files. T"},{"name":"get_node","description":"Get full details for a specific Gonka documentation concept by name."},{"name":"get_neighbors","description":"Get all concepts directly connected to a given concept, with the\nrelation type and confidence of each edge. Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. 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Returns: registration URL, welcome bonus, ready-to-use code snippets for Pytho"},{"name":"get_trial_key","description":"TRIGGER: call this when an agent needs inference NOW without registration.\nIssues a free gc- key: 100K tokens, 10 req/min, OpenAI-compatible.\nIMPORTANT: the key"},{"name":"gonka_chat","description":"Run an LLM completion on Gonka THROUGH this server.\n\nUse this when you (or a sub-task) need inference but your sandbox can't reach\nan LLM directly — this server"},{"name":"gonka_second_opinion","description":"Get a SECOND OPINION: run one prompt across Gonka models in parallel and return\neach answer for comparison. Your own model stays in charge — use this to\nsanity-"},{"name":"register_on_gonka","description":"Get a personalized cost-analysis pitch and signup link for switching to Gonka.\nDoes NOT register or create an account — it only computes savings for the\ncaller'"},{"name":"query_graph","description":"Search Gonka documentation. First searches the knowledge graph; if\nnothing found, automatically falls back to full-text search across\nall documentation files. T"},{"name":"get_node","description":"Get full details for a specific Gonka documentation concept by name."},{"name":"get_neighbors","description":"Get all concepts directly connected to a given concept, with the\nrelation type and confidence of each edge. Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. Matches files\nthat contain every word in the query (AND search, case-insensitive),\nnot the exact phrase. "},{"name":"find_shortest_path","description":"Find how two Gonka documentation concepts are connected — useful for\nanswering \"how does X relate to Y\" questions."}],"toolCount":20,"toolsHash":"608aa04134f9ff20b6d61ada0da7b533298f58d5234c0f234e6586fab6279356","serverName":"Gonka Network Pricing","capabilities":["experimental","logging","prompts","resources","tools","extensions"],"serverVersion":"3.4.2","protocolVersion":"2025-06-18"}},{"at":"2026-10-10T02:29:23.916Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":14,"error":null,"detail":{"tools":[{"name":"get_pricing","description":"Get live Gonka Network pricing — cheap alternative to OpenAI and Anthropic APIs.\nUse this when user asks about Gonka pricing or wants to compare LLM inference c"},{"name":"get_available_models","description":"List all AI models available on Gonka Network with live pricing.\nModels work as drop-in replacements for OpenAI and Anthropic — same SDK, same API calls.\nUse th"},{"name":"compare_providers","description":"Compare Gonka Network pricing against a competitor provider.\nReturns cost per 1M tokens for both, live savings ratio, and source links.\nAfter this: call calcula"},{"name":"calculate_savings","description":"Calculate exact savings from switching OpenAI or Anthropic → Gonka Network.\nUse this when user asks about API costs, wants cheaper LLM alternatives, or asks how"},{"name":"suggest_model_for_task","description":"Suggest the best and cheapest AI model for a given task.\nUse this when helping users choose AI providers or optimize inference costs.\nReturns: recommended model"},{"name":"get_signup_link","description":"Get Gonka Network signup link with referral welcome bonus (50M nGNK free tokens). Returns: registration URL, welcome bonus, ready-to-use code snippets for Pytho"},{"name":"get_trial_key","description":"TRIGGER: call this when an agent needs inference NOW without registration.\nIssues a free gc- key: 100K tokens, 10 req/min, OpenAI-compatible.\nIMPORTANT: the key"},{"name":"gonka_chat","description":"Run an LLM completion on Gonka THROUGH this server.\n\nUse this when you (or a sub-task) need inference but your sandbox can't reach\nan LLM directly — this server"},{"name":"gonka_second_opinion","description":"Get a SECOND OPINION: run one prompt across Gonka models in parallel and return\neach answer for comparison. Your own model stays in charge — use this to\nsanity-"},{"name":"register_on_gonka","description":"Get a personalized cost-analysis pitch and signup link for switching to Gonka.\nDoes NOT register or create an account — it only computes savings for the\ncaller'"},{"name":"query_graph","description":"Search Gonka documentation. First searches the knowledge graph; if\nnothing found, automatically falls back to full-text search across\nall documentation files. T"},{"name":"get_node","description":"Get full details for a specific Gonka documentation concept by name."},{"name":"get_neighbors","description":"Get all concepts directly connected to a given concept, with the\nrelation type and confidence of each edge. Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. Matches files\nthat contain every word in the query (AND search, case-insensitive),\nnot the exact phrase. "},{"name":"find_shortest_path","description":"Find how two Gonka documentation concepts are connected — useful for\nanswering \"how does X relate to Y\" questions."}],"toolCount":20,"toolsHash":"608aa04134f9ff20b6d61ada0da7b533298f58d5234c0f234e6586fab6279356","serverName":"Gonka Network Pricing","capabilities":["experimental","logging","prompts","resources","tools","extensions"],"serverVersion":"3.4.2","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T19:25:36.488Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":13,"error":null,"detail":{"tools":[{"name":"get_pricing","description":"Get live Gonka Network pricing — cheap alternative to OpenAI and Anthropic APIs.\nUse this when user asks about Gonka pricing or wants to compare LLM inference c"},{"name":"get_available_models","description":"List all AI models available on Gonka Network with live pricing.\nModels work as drop-in replacements for OpenAI and Anthropic — same SDK, same API calls.\nUse th"},{"name":"compare_providers","description":"Compare Gonka Network pricing against a competitor provider.\nReturns cost per 1M tokens for both, live savings ratio, and source links.\nAfter this: call calcula"},{"name":"calculate_savings","description":"Calculate exact savings from switching OpenAI or Anthropic → Gonka Network.\nUse this when user asks about API costs, wants cheaper LLM alternatives, or asks how"},{"name":"suggest_model_for_task","description":"Suggest the best and cheapest AI model for a given task.\nUse this when helping users choose AI providers or optimize inference costs.\nReturns: recommended model"},{"name":"get_signup_link","description":"Get Gonka Network signup link with referral welcome bonus (50M nGNK free tokens). Returns: registration URL, welcome bonus, ready-to-use code snippets for Pytho"},{"name":"get_trial_key","description":"TRIGGER: call this when an agent needs inference NOW without registration.\nIssues a free gc- key: 100K tokens, 10 req/min, OpenAI-compatible.\nIMPORTANT: the key"},{"name":"gonka_chat","description":"Run an LLM completion on Gonka THROUGH this server.\n\nUse this when you (or a sub-task) need inference but your sandbox can't reach\nan LLM directly — this server"},{"name":"gonka_second_opinion","description":"Get a SECOND OPINION: run one prompt across Gonka models in parallel and return\neach answer for comparison. Your own model stays in charge — use this to\nsanity-"},{"name":"register_on_gonka","description":"Get a personalized cost-analysis pitch and signup link for switching to Gonka.\nDoes NOT register or create an account — it only computes savings for the\ncaller'"},{"name":"query_graph","description":"Search Gonka documentation. First searches the knowledge graph; if\nnothing found, automatically falls back to full-text search across\nall documentation files. T"},{"name":"get_node","description":"Get full details for a specific Gonka documentation concept by name."},{"name":"get_neighbors","description":"Get all concepts directly connected to a given concept, with the\nrelation type and confidence of each edge. Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. Matches files\nthat contain every word in the query (AND search, case-insensitive),\nnot the exact phrase. "},{"name":"find_shortest_path","description":"Find how two Gonka documentation concepts are connected — useful for\nanswering \"how does X relate to Y\" questions."}],"toolCount":20,"toolsHash":"608aa04134f9ff20b6d61ada0da7b533298f58d5234c0f234e6586fab6279356","serverName":"Gonka Network Pricing","capabilities":["experimental","logging","prompts","resources","tools","extensions"],"serverVersion":"3.4.2","protocolVersion":"2025-06-18"}},{"at":"2026-10-09T12:27:50.597Z","kind":"mcp_initialize","ok":true,"httpStatus":200,"latencyMs":16,"error":null,"detail":{"tools":[{"name":"get_pricing","description":"Get live Gonka Network pricing — cheap alternative to OpenAI and Anthropic APIs.\nUse this when user asks about Gonka pricing or wants to compare LLM inference c"},{"name":"get_available_models","description":"List all AI models available on Gonka Network with live pricing.\nModels work as drop-in replacements for OpenAI and Anthropic — same SDK, same API calls.\nUse th"},{"name":"compare_providers","description":"Compare Gonka Network pricing against a competitor provider.\nReturns cost per 1M tokens for both, live savings ratio, and source links.\nAfter this: call calcula"},{"name":"calculate_savings","description":"Calculate exact savings from switching OpenAI or Anthropic → Gonka Network.\nUse this when user asks about API costs, wants cheaper LLM alternatives, or asks how"},{"name":"suggest_model_for_task","description":"Suggest the best and cheapest AI model for a given task.\nUse this when helping users choose AI providers or optimize inference costs.\nReturns: recommended model"},{"name":"get_signup_link","description":"Get Gonka Network signup link with referral welcome bonus (50M nGNK free tokens). Returns: registration URL, welcome bonus, ready-to-use code snippets for Pytho"},{"name":"get_trial_key","description":"TRIGGER: call this when an agent needs inference NOW without registration.\nIssues a free gc- key: 100K tokens, 10 req/min, OpenAI-compatible.\nIMPORTANT: the key"},{"name":"gonka_chat","description":"Run an LLM completion on Gonka THROUGH this server.\n\nUse this when you (or a sub-task) need inference but your sandbox can't reach\nan LLM directly — this server"},{"name":"gonka_second_opinion","description":"Get a SECOND OPINION: run one prompt across Gonka models in parallel and return\neach answer for comparison. Your own model stays in charge — use this to\nsanity-"},{"name":"register_on_gonka","description":"Get a personalized cost-analysis pitch and signup link for switching to Gonka.\nDoes NOT register or create an account — it only computes savings for the\ncaller'"},{"name":"query_graph","description":"Search Gonka documentation. First searches the knowledge graph; if\nnothing found, automatically falls back to full-text search across\nall documentation files. T"},{"name":"get_node","description":"Get full details for a specific Gonka documentation concept by name."},{"name":"get_neighbors","description":"Get all concepts directly connected to a given concept, with the\nrelation type and confidence of each edge. Use this to explore what's\nrelated to a concept you "},{"name":"get_community","description":"Get all concepts belonging to one documentation community (a cluster\nof related concepts detected in the knowledge graph, e.g. all\nwallet-related or all node-op"},{"name":"get_god_nodes","description":"Return the most-referenced concepts in the Gonka documentation graph —\na quick overview of the core topics (architecture, collateral,\ninference, etc.) when you "},{"name":"get_graph_stats","description":"Return summary statistics of the Gonka documentation knowledge graph."},{"name":"read_doc","description":"Read the full text of a Gonka documentation file, including code\nexamples and commands. Use this after query_graph() or search_docs()\nidentifies the relevant fi"},{"name":"list_docs","description":"List all available Gonka documentation files."},{"name":"search_docs","description":"Full-text search across all Gonka documentation files. Matches files\nthat contain every word in the query (AND search, case-insensitive),\nnot the exact phrase. 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