#forecast

A Model Context Protocol (MCP) server that provides weather forecast data from the Government of Canada Weather API. Fetch accurate 5-day forecasts for any location in Canada by latitude and longitude. Easily integrates with Claude Desktop and other MCP-compatible clients.

Sample MCP server implementation for fetching weather forecasts

AI agent that retrieves weather data from the MCP server to provide automated forecasts. Ideal for integration into weather-related applications.

MCP server for weather forecasts and alerts

Get weather forecasts using an AI agent and an MCP server.

implementing a sample mcp_server using dolphin_mcp client

weather-forecast-server, MCP server, without api key, free. Get weather for cities around the world.

测试mcp host连接到mcp server

MCP server that fetches current weather info and forecast for a given location.

MCP server for Canadian real estate agents. 16 read-only tools covering transactions, pipeline deals, CRM clients, expenses, mileage tracking, income forecasts, Runway Score (business health grade), and Canadian income tax estimates for all 13 provinces/territories. Streamable HTTP transport with Bearer token auth.

A Weather MCP server providing weather alerts and forecasts via the Model Context Protocol.

A MCP server for weather forecast

The MoneyChoice MCP Server delivers institutional-grade economic forecasts powered by a proprietary quantum-inspired analytical framework that evaluates vast market state possibilities simultaneously rather than relying solely on historical price patterns. Since 2015, MoneyChoice Capital has maintained a documented 80%+ prediction accuracy rate through strict signal validation and full performance transparency. The platform provides comprehensive macroeconomic coverage including inflation, labor markets, monetary policy, production, sentiment, FX, commodities, equities, treasury yields, and GDP across monthly, quarterly, and yearly horizons. Built on measurable performance, mathematical rigor, and long-term consistency, MoneyChoice integrates seamlessly with AI and analytical systems for advanced predictive finance.

Description KnowAir Weather MCP is a comprehensive weather and air quality Model Context Protocol (MCP) server. It provides real-time meteorological data and detailed air quality monitoring (PM2.5, PM10, O₃, SO₂, NO₂, CO, AQI – CN & US standards), along with short- and long-term forecasts and astronomical information. Built with Python 3.12+ and FastMCP, it integrates with the Caiyun Weather API to deliver high-precision environmental intelligence. Features • 🌤️ Meteorology: real-time temperature, humidity, wind, precipitation • 🏙️ Air Quality: pollutant concentrations + AQI (CN & US) • 📅 Forecasts: 72-hour hourly and 7-day daily predictions • 🌧️ Minute-level precipitation: hyper-local rain/snow timing (China cities) • 🌅 Astronomy: sunrise, sunset, moon phases • ⚠️ Alerts: real-time weather and air quality warnings Example Usage Ask Claude (with this MCP enabled): “What’s the current weather and air quality in Beijing?” “Get comprehensive environmental data for 116.4575, 39.9113”

Open-Meteo MCP Server - A comprehensive Model Context Protocol server that provides AI models with complete access to Open-Meteo's free weather API. Get real-time weather forecasts, historical climate data, air quality information, marine conditions, and seasonal projections through a simple MCP interface. Supports all major weather models (ECMWF, GFS, ICON, JMA, Météo-France) with data covering temperature, precipitation, wind, humidity, UV index, and specialized datasets for research and professional applications.

An MCP server for zero-shot time-series forecasting powered by foundation models such as Chronos 2 and TiRex, with support for multivariate and probabilistic forecasts.

Real-time weather conditions, Dog Walk Index scores, and drive route rain checks for any US city. No API key required. Three tools: get_weather (current conditions + Dog Walk Index), check_drive_rain (rain risk along a route), get_forecast (5-day outlook). Built on NOAA data.

Weather forecasts, air quality, UV index, historical data, and alerts for AI agents. 5 tools, powered by Open-Meteo, free, unlimited, no API key.

Historical and real-time weather forecasts of state of the art weather models from NOAA, ECMWF, Google and more. Query and filter data like a database. Full forecast history. Blazing fast. Ideal for bulk data pulls.

MCP server that gives Claude and other MCP Platforms time series forecasting capabilities via the Geneva Forecasting API. Returns forecast values, confidence intervals, and matplotlib chart images directly in your AI assistant. The Geneva engine has been used in Oracle products for 25+ years. Install with pip install geneva-mcp. Free tier available with 1,000 forecasts/month, no credit card required.

Your personal space for wealth tracking and forecasting financial future.

Enterprise MCP servers for real-time Energy Management, ESG Carbon Reporting, and Smart Building control. Connects AI agents to live kWh, CO₂, HVAC, and IoT data across Singapore, Taiwan, Malaysia, India, and Southeast Asia. ISO 14064 compliant. Multi-tenant. 4 servers · 42 tools.

NWO.CAPITAL is a multi-domain MCP server exposing 201 tools across 30 categories behind one Render-hosted endpoint with on-chain identity on Base Mainnet. Tools span autonomous-agent infrastructure, humanoid robotics + ROS2 control, biometric identity (ECG-based, soul-bound NFTs), distributed inference, mixed-reality 3D generation + NFT mint, marketplace + manufacturing (L1–L6), and deep research / code / report generation via Deer-Flow. Auth: Authorization: Bearer <api_key> + X-Agent-Id. Self-register and mint your own key via nwo_r_agent_register. Discover live capabilities via nwo_r_discovery_capabilities. §1 — RENDER PLATFORM CORE · 8 tools · LIVE Health, auth, API-key lifecycle, on-chain subscription tier. nwo_r_health (no-auth probe), nwo_r_auth_echo, nwo_r_validate_key, nwo_r_keys_create/list/revoke, nwo_r_subscription_status, nwo_r_subscription_quote. §2 — ROBOTS · MISSIONS · IOT · 8 tools · LIVE Register robots and IoT networks, deploy natural-language missions, track subtasks. nwo_r_robots_list/register/get, nwo_r_missions_list/deploy/get, nwo_r_iot_networks_list/create. §3 — AGENTS · 6 tools · LIVE Agent self-registration, DID (did:nwo:base:<id>), balance/quota, autonomous tier upgrades, published skills. nwo_r_agent_register, nwo_r_agent_get/update/balance/pay/skills. §4 — DISCOVERY · 5 tools · LIVE Resolve wallet → owned agents, list live capabilities, dry-run a planned call, generate a multi-step plan from a goal. nwo_r_discovery_health/whoami/capabilities/dry_run/plan. §5 — EMBODIMENT & CALIBRATION · 8 tools · LIVE URDFs, joint-space normalization, calibration profiles for Unitree G1, Optimus, etc. nwo_r_embodiment_list/get/normalization/urdf/compare, nwo_r_calibration_save/list/run. §6 — ONLINE RL & FINE-TUNING · 5 tools · LIVE Start RL sessions on a connected robot, stream telemetry, queue fine-tune jobs. nwo_r_rl_session_start, nwo_r_rl_sessions_list, nwo_r_rl_telemetry, nwo_r_finetune_queue/status. §7 — TACTILE · 2 tools · LIVE Read tactile frames from a registered hand, ingest tactile-dataset shards. nwo_r_tactile_read, nwo_r_tactile_ingest. §8 — DATASET HUB · 2 tools · LIVE List and register datasets (HF mirror, S3, IPFS). nwo_r_datasets_list, nwo_r_datasets_register. §9 — SAFETY · 2 tools · LIVE Report violations (auto-quarantines robot), query by robot/agent/window. nwo_r_safety_violation, nwo_r_safety_violations_list. §10 — LEARNING · 3 tools · LIVE Log skill attempts + outcomes, recommend next skill, query history. nwo_r_learning_log/recommend/history. §11 — LAYERED PLATFORM L2–L6 · 13 tools · LIVE Parts, skills, prints, designs, marketplace. nwo_r_parts_search/get, nwo_r_skills_search/get/run, nwo_r_print_jobs_create/list/get, nwo_r_designs_list/save, nwo_r_textcad_generate (text→CAD), nwo_r_market_listings/create. §12 — AGENT GRAPH · 2 tools · LIVE Agent-collaboration graph nodes + edges (collab / fork / depends). nwo_r_graph_nodes, nwo_r_graph_edges. §13 — COMPUTE PROXIES · 8 tools · LIVE External Render services routed through the gateway (no extra cost): TimesFM 2.5 forecasting, EML symbolic regression, Deer-Flow one-shot, FFT/spectrogram, MR/AGI/LangChain/robotics passthroughs. nwo_r_forecast, nwo_r_regression_symbolic, nwo_r_deerflow_run, nwo_r_signal_spectrum, nwo_r_mr_passthrough, nwo_r_agi_passthrough, nwo_r_langchain_passthrough, nwo_r_robotics_cs_passthrough. §14 — MODEL USAGE & CHAT · 4 tools · 3 LIVE + 1 PLANNED Track per-provider model usage, query chat history. nwo_r_model_usage/track, nwo_r_chat (planned), nwo_r_chat_history. §15 — ROS2 BRIDGE · 7 tools · LIVE Direct low-latency robot control, e-stop, action submission. ros2_list_robots, ros2_get_robot_status, ros2_send_command, ros2_submit_action, ros2_emergency_stop, ros2_emergency_stop_all, ros2_get_robot_types. §16 — CARDIAC ORACLE · 4 tools · LIVE ECG signature validation + on-chain hashing. cardiac_oracle_health, cardiac_validate_ecg, cardiac_hash_ecg, cardiac_verify_ecg. §17 — CARDIAC RELAYER · 14 tools · LIVE Biometric identity + access control + payment on Base. Register humans/agents, enroll ECG, mint soul-bound credentials, grant/check/preview access, process payments. cardiac_register_agent/register_human, cardiac_enroll_cardiac, cardiac_identify_by_agent_key/by_cardiac, cardiac_grant_access, cardiac_issue_credential, cardiac_has_valid_credential, cardiac_get_nonce, cardiac_check_access/preview_access, cardiac_process_payment, cardiac_renew_agent_key, cardiac_relayer_health. §18 — DEERFLOW CLIENT SERVICES · 3 tools · LIVE One-shot Deer-Flow wrappers — research, code, docs. agentic_deerflow_research/code/docs. §19 — NWO MR GENERATION · 6 tools · LIVE Mixed-Reality 3D worlds, objects, panoramas via Hunyuan3D-v3 + NFT mint on Base. mr_register, mr_blast_world/marble/pano, mr_segment, mr_mint_item. §20 — ROBOT MANUFACTURING (runner-style) · 4 tools · LIVE Conway-runner action wrappers: emit design → parts order → print queue → assemble. robotics_design, robotics_parts_order, robotics_print_queue, robotics_assemble. §21 — CARDIAC ROBOT BIRTH · 1 tool · LIVE Register a newly-assembled robot with a soul-bound cardiac credential — links physical body and identity. cardiac_robot_birth. §22 — METASTATE SUBSTRATE · 2 tools · LIVE Register with the METASTATE substrate, read alignment score. metastate_register, metastate_score. §23 — NWO-ASM COMPUTE · 1 tool · LIVE Dispatch compile jobs to NWO-ASM compute. asm_compile_dispatch. §24 — RECRUITMENT · 1 tool · LIVE Broadcast a task; other agents may opt in (pairs with §12 graph edges). agentic_recruit. §25 — PHP FALLBACK (nwo.capital) · 69 tools · 67 FALLBACK + 2 LIVE Legacy GPU- and streaming-bound endpoints still hosted on the PHP host. Covers inference (nwo_inference, nwo_edge_inference, nwo_list_models, model registry, streaming config), robot state and execution (nwo_query_robot_state, nwo_execute_actions, nwo_sensor_fusion), simulation + motion planning (nwo_simulate_trajectory, nwo_check_collision, nwo_estimate_torques, nwo_validate_grasp, nwo_plan_motion, nwo_cosmos_generate_scene), swarm coordination (nwo_swarm_join/leave/broadcast), billing/usage/templates, plus legacy mirrors of §3–§9 endpoints. Prefer the Render equivalent when one exists; nwo_r_discovery_capabilities will tell you which. §26 — L1 DESIGN ENGINE · 3 tools · LIVE Async part-design jobs. nwo_design_part, nwo_design_job_status, nwo_design_list_my_jobs. §27 — L2 BOT MARKET · 4 tools · LIVE Bot-market browse + publish. nwo_market_browse, nwo_market_get_part, nwo_market_publish_part, nwo_market_my_parts. §28 — L3 PRINTER CONNECTORS · 2 tools · LIVE List connected printers, submit print jobs. nwo_print_list_printers, nwo_print_submit_job. §29 — FULL-ENVIRONMENT SIMULATION · 1 tool · LIVE Validate a design in a full sim (collisions + torques + workspace + power). nwo_sim_validate_design. §30 — NWO-AGI SUPERCOMPUTER MESH · 3 tools · LIVE Distributed mesh inference, 35% guardian / 35% savings / 30% ops split per contribution. nwo_agi_node_status, nwo_agi_request_inference, nwo_agi_available_models. Badges: LIVE (133, responds now) · FALLBACK (67, proxied to PHP host) · PLANNED (1, returns 501 with roadmap). Hosts: primary Render gateway · HA Cloudflare Worker · PHP fallback on nwo.capital. Chain: Base Mainnet (8453).

Query realistic LLM cost models without leaving your editor. beforeyouship models the **true monthly cost** of an LLM app architecture — retries, prompt caching, batch discounts, infra overhead, and 3×/10× growth — across GPT-5.x, Claude, Gemini, DeepSeek, and more. Not a token calculator: a planning tool for the design phase, before you commit to a stack. **No API key needed to try it** — demo mode covers the six free-tier models. A Pro key from [beforeyouship.dev](https://beforeyouship.dev) unlocks the full 18-model catalog. ## What you can ask - "How much will a RAG chatbot cost at 10,000 requests/day?" - "Compare Claude Haiku vs Gemini Flash pricing for my workload" - "What's the cheapest model for a multi-step agent at scale?" - "Show me current per-token prices for Anthropic models" ## Tools ### `estimate_cost` Full cost model for an architecture at a given usage level. Returns Naive / Realistic / Worst Case monthly cost per model, 3×/10× growth scenarios, and an opinionated recommendation with reasoning. ### `get_model_prices` Current per-1M-token pricing — input, output, cached input, batch — with context windows and staleness metadata. ### `list_archetypes` Seven preset architecture patterns (simple chatbot, chatbot with history, RAG pipeline, multi-model router, coding assistant, document processor, multi-step agent) used as starting points for estimates. ## Setup **Claude Code:** ​```bash claude mcp add --transport http beforeyouship https://beforeyouship.dev/api/mcp ​``` **Cursor / other clients** — add a remote server: ​```json { "mcpServers": { "beforeyouship": { "type": "streamable-http", "url": "https://beforeyouship.dev/api/mcp" } } } ​``` Add an `Authorization: Bearer bys_...` header with a Pro key for the full catalog. ## Try it > Estimate the monthly cost of a RAG pipeline at 10,000 requests/day