Anomaly Tracker MCP

Multi-domain sequence anomaly detection for AI agents. Detects unusual event patterns across blockchain markets, live airspace, and GitHub repositories using NASA-derived sequence mining. Returns classified events and, once the model has real history, an anomaly score and story label; until then the score is null with a stated reason.

This MCP server gives AI agents access to the ForgeMesh Anomaly Tracker API via 16 tools spanning blockchain, aviation, GitHub, and real-time market monitoring domains.

Thin client architecture:

Agent/MCP client -> this MCP server -> ForgeMesh Anomaly Tracker API

Hosted API: https://anomaly.forgemesh.io

Install

npm install -g @forgemeshlabs/anomaly-mcp

Or run directly:

npx -y @forgemeshlabs/anomaly-mcp

Related MCP server: Crypto Signals MCP

Claude Desktop

{
  "mcpServers": {
    "anomaly-tracker": {
      "command": "npx",
      "args": ["-y", "@forgemeshlabs/anomaly-mcp"],
      "env": {
        "ANOMALY_API_BASE": "https://anomaly.forgemesh.io"
      }
    }
  }
}

Tools

Blockchain Tools

anomaly_scan — Scan a blockchain for sequence anomalies across all monitored addresses.

• chain: ethereum, base, or arbitrum (default: ethereum)

• window: 1h, 4h, 24h, or 168h (default: 24h)

• Returns: sequence_score (0-100), story (human label), novelty, peak_window, possible_failure_modes

token_scan — Best-effort anomaly scan for a single token's recent transfer patterns. Paid output includes source status and coverage notes so agents can distinguish "quiet token" from source coverage issues.

• token (required): Contract address (0x...) or symbol — usdt, usdc, weth, wbtc, link, uni, aave, steth, pepe, dai, cbeth, arb

• chain: ethereum, base, or arbitrum (default: ethereum)

• window: 1h, 4h, 24h, or 168h (default: 24h)

whale_alerts — Recent whale movements from 12+ monitored addresses: Binance, Coinbase, Kraken, OKX, Bybit, major bridges, Tether, Circle.

• chain: ethereum, base, or arbitrum (default: ethereum)

• hours: 1-168 (default: 4)

address_scan — Scan any wallet address for anomalous transaction patterns.

• address (required): Wallet address (0x...)

• chain: ethereum, base, or arbitrum

• window: 1h, 4h, 24h, or 168h

nft_scan — Best-effort anomaly scan for an NFT collection — sweep accumulation, wash trading, mint surges. Paid output includes source status and coverage notes.

• token (required): ERC-721/ERC-1155 contract address

defi_scan — Anomaly scan for DeFi protocols — unusual flows through Uniswap, Aave, Curve, Compound.

• protocol (required): Protocol name or 0x address

Aviation Tools

squawk_alerts — Aircraft currently squawking 7700 (emergency), 7600 (radio failure), or 7500 (hijack), as heard by adsb.lol volunteer receivers (thin coverage over oceans). None active is a valid answer; source down answers 503 without charge.

flight_scan — Sequence anomaly analysis for a named airspace region.

• region: north_atlantic, europe, north_america, asia_pacific, middle_east, or africa (required; sampled with 250 NM circles, not the whole region)

GitHub Tools

trending_signal — GitHub repos with anomalous star velocity — early signals before mainstream discovery.

• days: 3, 7, 14, or 30 (default: 7)

repo_scan — Deep anomaly scan for a single repository — star velocity, fork ratio, overnight explosion signals.

• repo (required): owner/repo format

github_watch — Watch a repo's activity stream for anomalous development patterns — commit bursts, force pushes, issue floods, merge rushes, bot takeovers.

• repo (required): owner/repo format

claude_feature_watch — Watch Anthropic/Claude repos for recently merged features. Scans anthropic-sdk-python, anthropic-sdk-typescript, claude-code, courses, and anthropic-cookbook.

• days: 1-30 (default: 7)

Real-Time Tools

mempool_anomaly — Gas level and pending-transaction snapshot on Ethereum or Base: pending_count, gas ratios, big swaps, whale pending, contract deploys. The anomaly score is null until the model has real history.

• chain: ethereum or base (default: ethereum)

depeg_monitor — Current price and deviation from the 1 USD peg for USDC, USDT and DAI (coins vary by chain), with overall_status and max_deviation_pct.

• chain: ethereum, base, or arbitrum (default: ethereum)

Symbol Alphabets

Financial: WHALE_BUY, WHALE_SELL, CEX_INFLOW, CEX_OUTFLOW, BRIDGE_IN, BRIDGE_OUT, DEX_SWAP, DEX_LIQUIDITY_ADD, DEX_LIQUIDITY_REMOVE, STABLECOIN_MINT, STABLECOIN_REDEEM, STABLECOIN_BURN, TOKEN_MINT, TOKEN_BURN, FUNDING_SPIKE, LIQUIDATION

NFT: NFT_MINT, NFT_BURN, NFT_SALE, NFT_SWEEP, NFT_WASH_TRADE

Aviation: ENROUTE, SQUAWK_7700, SQUAWK_7600, SQUAWK_7500, RAPID_DESCENT, RAPID_CLIMB, HIGH_SPEED, NEAR_STALL

Creator: VIRAL_REPO, HOT_REPO, EMERGING_REPO, STEADY_REPO, QUIET_REPO, FORK_SURGE, BOOKMARK_ONLY, ISSUE_FLOOD, OVERNIGHT_STAR, RAPID_GROWTH

GitHub Watch: COMMIT_PUSH, COMMIT_BURST, FORCE_PUSH, ISSUE_OPEN, ISSUE_CLOSE, ISSUE_COMMENT, ISSUE_FLOOD, PR_OPEN, PR_MERGE, PR_CLOSE, PR_REVIEW, MERGE_RUSH, BRANCH_CREATE, BRANCH_DELETE, TAG_CREATE, RELEASE_PUBLISH, FORK_EVENT, STAR_EVENT, BOT_DOMINATED, SOLO_OPERATOR

Payment

Paid tools use x402 protocol. Agents pay per call in USDC on Base mainnet. No API key needed.

By default, paid endpoints return x402 challenge metadata (pricing, network, wallet) without settling. To settle payments, configure a wallet private key in your agent's x402 client.

Environment Variables

Links

• Hosted API: https://anomaly.forgemesh.io

• ForgeMesh: https://forgemesh.io

• npm: https://www.npmjs.com/package/@forgemeshlabs/anomaly-mcp

• GitHub: https://github.com/forgemeshlabs/anomaly-mcp

License

MIT