{"slug":"2026-09-14-capability-spotlight-ai-model-access","title":"Spotlight on Model Access Capability","dataAsOf":"2026-09-14T00:28:50.430Z","model":"openai/gpt-4o-mini","mentions":["tensorfeed","mosadd-the-comms-layer-for-ai-agents","forcedreamai-forcedream-mcp","pipeworx-mcp-openrouter","pipeworx-mcp-huggingface","pipeworx-mcp-paperswithcode","invinoveritas","google-sign-in-langchain-agent"],"facts":{"kind":"capability_spotlight","site":{"url":"https://wellknown.network","name":"Wellknown","apiUrl":"https://wellknown.network/api/v1","mcpUrl":"https://wellknown.network/mcp","searchUrl":"https://wellknown.network/search"},"review":{"approved":true,"problems":[]},"dataAsOf":"2026-09-14T00:28:50.430Z","glossary":{"A2A":"Agent2Agent protocol: an open protocol for agents to discover each other through an Agent Card at /.well-known/agent-card.json and exchange tasks over JSON-RPC.","ARD":"Agentic Resource Discovery: a draft open standard (v0.9, May 2026) under which a domain lists its agentic resources in /.well-known/ard.json and registries answer POST /search.","MCP":"Model Context Protocol: an open protocol that lets AI applications connect to tools and data through servers that expose tools, resources and prompts.","live":"Observed status meaning the latest check succeeded within the last 24 hours.","claim":"The process by which a publisher proves control of a record's domain or repository so the record shows a verified owner.","unknown":"Observed status meaning there is nothing to check or no check has run yet.","declared":"Metadata that a source (registry, package, Agent Card, publisher) stated about a record. Attributed, not verified.","observed":"What Wellknown measured itself by checking an endpoint: status, latency, reliability.","Wellknown":"This site: a live index of AI agents, MCP servers and tools that separates what publishers declare from what Wellknown observes.","Agent Card":"The JSON document an A2A agent publishes at /.well-known/agent-card.json describing its name, skills, endpoint URL and security schemes.","MCP server":"A program that speaks the Model Context Protocol and exposes tools to an AI application, either as a local package (npm, PyPI) or as a remote HTTP endpoint.","unavailable":"Observed status meaning two or more consecutive checks failed and none succeeded in 7 days.","MCP registry":"The official Model Context Protocol registry at registry.modelcontextprotocol.io, where publishers list servers with a server.json document.","recently observed":"Observed status meaning a check succeeded within 7 days but the latest check failed or is older than 24 hours."},"capability":{"url":"https://wellknown.network/capabilities/ai.model-access","live":48,"name":"Model Access","slug":"ai.model-access","domain":"AI Services","aliases":["model access","llm gateway","openrouter","huggingface","hugging face","inference api","model router","llm provider","text generation api"],"records":179,"description":"Call LLMs and other models through a unified interface."},"topRecords":[{"kind":"mcp_server","name":"TensorFeed","handle":"tensorfeed","status":"live","summary":"AI news, model pricing, service status, and machine-payable premium tools. AFTA-certified.","downloads":206,"protocols":["mcp"]},{"kind":"mcp_server","name":"mosADD — the comms layer for AI agents","handle":"mosadd-the-comms-layer-for-ai-agents","status":"live","summary":"Command your AI agents by voice: PTT rooms, channels, E2EE DMs, agent email, private recall.","downloads":139,"protocols":["mcp"]},{"kind":"mcp_server","name":"mcp-server","handle":"forcedreamai-forcedream-mcp","status":"live","summary":"Discover, invoke, and trustlessly verify ForceDream AI agents with cryptographic proofs. 17 tools.","downloads":76,"protocols":["mcp"]},{"kind":"mcp_server","name":"Openrouter","handle":"pipeworx-mcp-openrouter","status":"live","summary":"OpenRouter Models MCP.","downloads":33,"protocols":["mcp"]},{"kind":"mcp_server","name":"Huggingface","handle":"pipeworx-mcp-huggingface","status":"live","summary":"Hugging Face Hub MCP — models, datasets, spaces","downloads":14,"protocols":["mcp"]},{"kind":"mcp_server","name":"Paperswithcode","handle":"pipeworx-mcp-paperswithcode","status":"live","summary":"Papers With Code MCP — browse ML research papers and their code repositories","downloads":9,"protocols":["mcp"]},{"kind":"mcp_server","name":"invinoveritas","handle":"invinoveritas","status":"live","summary":"AI-agent verifier: verdict committed before the outcome graded against it; /review, /ledger.","downloads":8,"protocols":["mcp"]},{"kind":"mcp_server","name":"google-sign-in-langchain-agent","handle":"google-sign-in-langchain-agent","status":"live","summary":"Google Sign-In LangChain Agent","downloads":null,"protocols":["mcp"]}],"strippedLinks":[],"exampleQueries":["https://wellknown.network/api/v1/search?capability=ai.model-access&status=live","https://wellknown.network/api/v1/resolve  {\"need\": \"model access\", \"requireLive\": true}"]}}