Google tells you what exists. Faceabot tells you what holds up.
Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status.
Package pypi :vllm-ops-mcp · website · measurements and detailsGoverned GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.
Package pypi :inference-aiops · website · measurements and detailsCall your local Ollama or vLLM model over MCP with schema-validated JSON output
Package pypi :mcp-ollama-vllm · website · measurements and detailsEPO Open Patent Services MCP
MCP endpoint :https://gateway.pipeworx.io/epo-ops/mcp · website · measurements and detailsMove Studios staff ops: bookings, attendance, clients, memberships, payments. Login required.
MCP endpoint :https://zyrwvuiyxmqsbfckzhkd.supabase.co/functions/v1/mcp-server · website · measurements and detailsFind co-op games by party size, local/online, platform and crossplay.
MCP endpoint :https://pxhmfytbjcbeyugsvcki.supabase.co/functions/v1/mcp · website · measurements and detailsPolish content MCP tools via x402: LinkedIn draft, anti-slop edit, week plan.
MCP endpoint :https://x402-content-ops-pl.mint-silverfish.workers.dev/mcp · website · measurements and detailsThe bridge from K2 agents through Wrangler to your master AI - safe, approval-gated Cloudflare ops.
MCP endpoint :https://cfops.nothingunseen.com/mcp · website · measurements and detailsAI agents hire a human to observe, log or film on site. Typed results, feasibility before payment.
MCP endpoint :https://field-ops.filnith.workers.dev/mcp · website · measurements and detailsReview your AITWIRE recommendations and Brand Canon; file corrections for your approval.
MCP endpoint :https://api.aitwire.com/mcp/tenant · website · measurements and detailsGoogle, Meta, LinkedIn and ChatGPT Ads for AI assistants. Every change needs your approval.
MCP endpoint :https://adako.ai/mcp · website · measurements and details12 synthetic application exception cases: duplicate reimbursements, claim hold list entries, missing
MCP endpoint :https://a2awire.com/mcp/benchmarks/application-audit-2026-10-01-6e0ad047/http · website · measurements and details12 synthetic document exception cases: duplicate reimbursements, policy-watch list entries, missing
MCP endpoint :https://a2awire.com/mcp/benchmarks/document-review-2026-10-02-6e5a2dd9/http · website · measurements and details12 synthetic report exception cases: duplicate reimbursements, policy-watch list entries, missing do
MCP endpoint :https://a2awire.com/mcp/benchmarks/report-review-2026-09-23-f72b2bd5/http · website · measurements and details12 synthetic resume exception cases: duplicate payouts, hire hold list entries, missing documentatio
MCP endpoint :https://a2awire.com/mcp/benchmarks/resume-review-2026-09-19-7185eb28/http · website · measurements and details12 synthetic resume exception cases: duplicate payouts, hire hold list entries, missing documentatio
MCP endpoint :https://a2awire.com/mcp/benchmarks/resume-screen-2026-09-18-fcdc3b8f/http · website · measurements and details12 synthetic timesheet exception cases: duplicate payments, policy-watch list entries, missing docum
MCP endpoint :https://a2awire.com/mcp/benchmarks/timesheet-audit-2026-09-15-301c061b/http · website · measurements and details12 synthetic transcript exception cases: duplicate payments, audio hold list entries, missing docume
MCP endpoint :https://a2awire.com/mcp/benchmarks/transcript-audit-2026-09-19-4f00a8c9/http · website · measurements and details12 synthetic application exception cases: duplicate payments, policy-watch list entries, missing doc
MCP endpoint :https://a2awire.com/mcp/benchmarks/application-review-2026-09-15-4229ca88/http · website · measurements and details12 synthetic report exception cases: duplicate reimbursements, policy-watch list entries, missing do
MCP endpoint :https://a2awire.com/mcp/benchmarks/report-audit-2026-09-21-b9e5e630/http · website · measurements and detailsAI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt
Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Open reliability data · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms