Developer tools and code
waveguard
waveguard was answering at the last check. Checked on 2026-10-03 (daily check).
Anomaly detection API powered by physics simulation. Scan any data for outliers.
Agents use servers like this to work with code, issues, builds and databases.
19 read-only0 change data0 high risk
https://gpartin--waveguard-api-fastapi-app.modal.run/mcp
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Tools
19 tools: 19 read-only, 0 change data, 0 high risk (delete, pay, send or run code).
- read-only
- Only reads or looks things up. Safe for an agent to call on its own.
- changes data
- Creates, edits or sends something. Worth a person's approval the first time.
- high risk
- Can delete, pay, send on your behalf or run code. Hard or impossible to undo.
Connecting costs an agent about 5,463 tokens of tool definitions and a 7,654 ms handshake.
- read-only
waveguard_scanFind outliers and anomalies in structured data - ideal as a second step after pulling records from Google Sheets, Airtable, Supabase, Notion databases, HubSpot, Financial APIs, GitHub, NPM, or any source that returns rows of JSON. Fully stateless: send known-good rows as training and suspect rows... - read-only
waveguard_scan_timeseriesDetect anomalies in time-series data - use after pulling numeric metrics from monitoring APIs, financial data sources, IoT sensors, or spreadsheet columns. Send a single numeric array and specify a window size. Early windows define 'normal', recent windows are tested for anomalies. Typical workfl... - read-only
waveguard_healthCheck WaveGuard API health, GPU availability, version, and engine status. No authentication required. Returns status, version, and GPU info. - read-only
waveguard_fingerprintGet a physics embedding of any data item (52-dim at Level 0, 62-dim at Level 1 with phase statistics). The fingerprint captures structural properties via wave-equation dynamics - useful for similarity search, clustering, baseline comparison, and drift detection. Works on JSON objects, token metri... - read-only
waveguard_compareCompare two data items for structural similarity using physics-based fingerprints. Returns cosine similarity (0–1) and Euclidean distance. Use for duplicate detection, behavioral matching, drift analysis, or checking if two tokens/wallets/contracts are structurally similar. Cosine similarity > 0.... - read-only
waveguard_token_riskAssess crypto token legitimacy risk. Send metrics from known-good tokens as training (price, volume, holders, liquidity, market_cap, age_days, etc.) and suspect tokens as test. Detects pump-and-dump patterns, fake metrics, and anomalous token profiles. Example: Pull CoinGecko data for 20 establis... - read-only
waveguard_wallet_profileProfile wallet behavior against baselines. Send normal wallet transaction patterns as training (tx_count, avg_value, unique_tokens, gas_spent, active_days, etc.) and suspect wallets as test. Detects bot activity, wash trading wallets, and sybil patterns. Example: Profile 50 organic wallets → test... - read-only
waveguard_volume_checkDetect wash trading and fake volume in OHLCV candle data. Send known-legitimate candles as training and suspect candles as test. Detects artificial volume spikes, suspiciously regular patterns, and manipulated price-volume relationships. Example: Send 100 candles from a liquid pair as baseline, t... - read-only
waveguard_price_manipulationDetect price manipulation in time-series data. Send a price or price+volume history as a numeric array. Early windows define 'normal' trading, recent windows are tested for manipulation patterns (pump-and-dump, spoofing, layering). Example: Send 90 days of closing prices → detect manipulated wind... - read-only
waveguard_market_dataFetch live crypto market data from CoinGecko and DexScreener. No external data needed - WaveGuard pulls it for you. Use 'coin_id' for CoinGecko (e.g. 'bitcoin', 'ethereum', 'solana'). Use 'contract_address' for DexScreener (any chain). Use 'search' to find token IDs by name/symbol. Returns: price... - read-only
waveguard_counterfactualRun baseline plus counterfactual variants and measure verdict/score sensitivity. - read-only
waveguard_trajectory_scanAnalyze sequence drift and regime shifts over ordered samples. - read-only
waveguard_instabilityEstimate instability under controlled perturb-and-resolve trials. - read-only
waveguard_phase_coherenceMeasure coherence/entropy and collapse-risk indicators for candidate data. - read-only
waveguard_interaction_matrixCompute pairwise interaction matrix and cluster decomposition for entities. - read-only
waveguard_cascade_riskEstimate shock propagation and resilience from adjacency-linked entities. - read-only
waveguard_mechanism_probeRun targeted interventions and rank effect sizes. - read-only
waveguard_action_surfaceScore candidate actions and extract robust action zones. - read-only
waveguard_multi_horizon_outlookCompute horizon-specific anomaly outlook and consistency across windows.
Levels are automated estimates from each tool's public name, description and annotations, and can be wrong. Descriptions as the server publishes them.
Trust and supply chain
No owner has verified this server yet.
From the checks: Answers with a protocol version older than 2025-03-26; The handshake and tool list took over 3 seconds.
No tool change since tracking began on 2026-10-02.
Status
Newest check: answered with tools, from the daily check, 2026-10-03, 7,654 ms.
From one check a day over the last 2 days. Servers whose owner verified them are checked every 5 minutes. Sign-in and payment answers count as up.
Last 30 days
2026-09-042026-10-03
answered with toolssign-in or payment askednot answeringnot checked
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Live: status, days reachable, the tokens its tool list costs an agent. For a README:
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For AI agents
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