KitScout

Categories › Data & Databases › Vector databases & embeddings

WaveGuard

MCP serverVerified domain · emergentphysicslab.comRemote● LiveFree to try

Anomaly detection API powered by physics simulation. Scan any data for outliers.

Install

Remote server: your requests and data go to gpartin--waveguard-api-fastapi-app.modal.run. Claude Code: claude mcp add --transport http waveguard https://gpartin--waveguard-api-fastapi-app.modal.run/v2/mcp · Claude app: Settings → Connectors → Add custom connector.

What it can do

The tools this server listed when we connected to it, in its own words.

  • waveguard_scan — Find outliers and anomalies in structured data — ideal as a second step after pulling records from Google Sheets, Airtable, Supabase, Notion
  • waveguard_scan_timeseries — Detect anomalies in time-series data — use after pulling numeric metrics from monitoring APIs, financial data sources, IoT sensors, or sprea
  • waveguard_health — Check WaveGuard API health, GPU availability, version, and engine status. No authentication required. Returns status, version, and GPU info.
  • waveguard_fingerprint — Get a physics embedding of any data item (52-dim at Level 0, 62-dim at Level 1 with phase statistics). The fingerprint captures structural p
  • waveguard_compare — Compare two data items for structural similarity using physics-based fingerprints. Returns cosine similarity (0–1) and Euclidean distance. U
  • waveguard_token_risk — Assess crypto token legitimacy risk. Send metrics from known-good tokens as training (price, volume, holders, liquidity, market_cap, age_day
  • waveguard_wallet_profile — Profile wallet behavior against baselines. Send normal wallet transaction patterns as training (tx_count, avg_value, unique_tokens, gas_spen
  • waveguard_volume_check — Detect wash trading and fake volume in OHLCV candle data. Send known-legitimate candles as training and suspect candles as test. Detects art
  • waveguard_price_manipulation — Detect price manipulation in time-series data. Send a price or price+volume history as a numeric array. Early windows define 'normal' tradin
  • waveguard_market_data — Fetch live crypto market data from CoinGecko and DexScreener. No external data needed — WaveGuard pulls it for you. Use 'coin_id' for CoinGe
  • waveguard_counterfactual — Run baseline plus counterfactual variants and measure verdict/score sensitivity.
  • waveguard_trajectory_scan — Analyze sequence drift and regime shifts over ordered samples.
  • waveguard_instability — Estimate instability under controlled perturb-and-resolve trials.
  • waveguard_phase_coherence — Measure coherence/entropy and collapse-risk indicators for candidate data.
  • waveguard_interaction_matrix — Compute pairwise interaction matrix and cluster decomposition for entities.
  • waveguard_cascade_risk — Estimate shock propagation and resilience from adjacency-linked entities.
  • waveguard_mechanism_probe — Run targeted interventions and rank effect sizes.
  • waveguard_action_surface — Score candidate actions and extract robust action zones.
  • waveguard_multi_horizon_outlook — Compute horizon-specific anomaly outlook and consistency across windows.

KitScout test notes

Not tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.

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