"Facebook Live" matching MCP servers:

MCP server that connects AI assistants to a live Ketcher window, the open-source web-based chemical structure editor. Draw, edit, and organize structures directly in the canvas you have open.

An MCP server that gives LLMs live access to clinical trials, FDA drug recalls, adverse-event reports, drug labels, and drug-name normalization via six validated tools.

Enables MCP-compatible agents to answer open questions about NHS provider performance using live waiting-time data from RTT and My Planned Care, supplemented by CQC quality ratings.

Provides live US healthcare cost data including procedure cost estimates, provider pricing, insurance coverage rules, and medical bill analysis using real hospital transparency and CMS data.

Enables searching the public Dutch AGB-register for healthcare providers, practices and locations by AGB-code, name, zorgsoort, place or postcode, and retrieving full registrations with their kwalificaties, erkenningen and relations. Runs live against the register with no API key or account, and also looks up zorgsoort and kwalificatie codes offline.

Enables AI assistants to use the Healthier Business Hub API v2, covering 189 operations across core and portals plus 59 webhook events, with safe read-only defaults, sandbox-first behavior, and confirmed live writes.

Medicare claim documentation lookup for CPT codes against live CMS sources, returning structured requirements and document URIs with optional enrichment via RCI APIs.

Enables querying a veterinary clinic's services, summary, and availability from live data.

The MCP server behind Constat — FDA & NHTSA regulatory-risk intelligence for AI agents, over the Model Context Protocol. Live public regulatory data — recalls, adverse events, warning letters, 510(k) premarket evidence, postmarket drift signals, reimbursement pathways, and vehicle safety. Decision support, not regulatory advice.

Enables MCP clients to discover and call typed tools for protein backbone design, sequence design, complex folding, and binder design via BioNeMo NIMs, with a deterministic simulator by default and optional live routing.

Enables unified access to 110 life science APIs and databases, including genomics, proteomics, chemistry, literature, and clinical data. Users can query genes, proteins, compounds, pathways, and more through natural language.

Enables AI agents to build, validate, run, and analyze EEG/BCI pipelines, including uploading EEG data, inspecting datasets and files, running experiment campaigns, and managing live EEG streaming sessions.

Veterinary clinic network in Moscow (20 clinics, open 24/7). Find a clinic with live ratings, check live prices for 900+ services, see open appointment slots, book a real visit, run a vet-approved symptom triage, check pet food safety, and query a knowledge base of 3,700+ vet-reviewed Q&As. Remote Streamable HTTP server at https://bio.vet/mcp, no auth required. Tools operate in Russian.

Enables AI applications to look up study findings, clinical trials, cited sources, and evidence summaries for more than 160 peptides, compare up to five peptides, and search live literature.

Enables AI assistants to search an Oscar Health in-network provider directory for doctors and facilities, with specialty resolution, local filtering by gender and review quality, plan details, and live provider records.

Enables AI assistants to schedule and confirm medication doses, query the next pending dose, and log reminder interactions, with late-dose phone alerts and a live dashboard.

A read-only MCP endpoint that lets any AI agent query a histology lab's live case, block and station state via tools such as get_case, list_alerts and cases_delayed, plus a shift_handover prompt and an overview resource. It surfaces workflow alerts, delays and handoff estimates so agents can produce sourced briefs without ever mutating lab data.

Enables AI assistants to check the live FDA drug shortage database by generic name, brand name, active ingredient or NDC, returning current status, availability, shortage reasons and package-level details. Also supports browsing recently updated listings and counting shortages by status, therapeutic category or distinct product.

Clinical decision-support MCP server that lets AI agents reason over live FHIR patient data for medication review, appointment scheduling, and care gap identification.

Enables a connected LLM to inspect brain MRI slices as crops and montages with coordinates, compare a region against its mirrored hemisphere, and review the pipeline's candidate hotspots. It lets the model write prioritised "area to review" annotations that appear live in the browser viewer, and move or read the clinician's crosshair position.

Enables querying the NPPES NPI Registry for provider searches, specialty lookups, NPI format validation, and referral-eligibility checks over MCP.

Enables Claude and other MCP clients to run fast, exactly scored similarity and substructure searches over a local PubChem fingerprint index, pull live PubChem records (identifiers, synonyms, GHS, bioassays) with cited sources, and compute offline RDKit descriptors, med-chem alerts and highlighted structure drawings — all without API rate limits.

Enables AI agents to search and retrieve Bangladesh medicine information — brands, generics, manufacturers, and therapeutic categories — through structured MCP tools over stdio. Data access is abstracted behind a pluggable provider that ships with synthetic fixtures by default and can be swapped for an authorized live source.

Enables on-demand querying of live NASA POWER weather anomalies and NCBI Pathogen Detection genomic antimicrobial-resistance data for causal analysis.

Enables discovery and querying of public OpenBind structure-affinity datasets, experimental binding events, benchmark results, and live Fragalysis targets and observations through read-only REST endpoints without requiring an API key.

Two MCP servers for a live demo: a clinical server for patient lookup, labs, and drug safety checks, and a data explorer server for querying a sales database.

An MCP Server that provides access to Google Cloud Life Sciences API, enabling users to run biomedical workloads in the cloud through natural language interactions.

An MCP-native agentic copilot for dental practices that orchestrates multiple MCP tools to analyze X-rays, pull patient history, generate drafts, and propose recalls, streaming results live to a React dashboard.

Enables MCP-capable AI clients to characterize proteins end to end: PDB/mmCIF validation, sequence extraction and typing, pLDDT confidence summaries, metal-site geometry with bidentate chelate detection, GROMACS trajectory metrics and plots, and live UniProt, AlphaFold DB, and RCSB lookups. Also ships a point-and-click Protein Lab web UI (and a persistent run registry) so students and wet-lab biologists can get the same results without any client setup.