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Tickscope

Tickscope

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@seungdori1PythonMITUpdated 2mo ago

Real-time, free crypto market data for any AI agent — via MCP.

Tickscope MCP

Real-time, free crypto market data for any AI agent — via MCP.

PyPI Python License: MIT CI Ruff Checked with mypy MCP

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Tickscope demo

Tickscope is a self-hostable Model Context Protocol server that gives any MCP client (Claude Code, Cursor, Codex, Gemini CLI, …) real-time and historical crypto market data for free. It keeps exchange WebSocket connections warm in the background, so your agent reads prices that are fresh to the sub-second, straight from a live connection. The same server covers 73 technical indicators and chart-structure recognition, with no API keys.

⚠️ Educational/research tool. It does not provide financial, investment, or trading advice, and it does not guarantee data accuracy or timeliness.


Contents

Why

Trading agents are exploding, yet their data layer stays fragmented, REST-poll-only, and often locked behind a paywall. Tickscope gives those agents real-time, free market data from one server — many exchanges, no API keys.

See it run

uv run examples/demo.py            # live BTC/USDT walkthrough (no API keys)
uv run examples/demo.py ETH/USDT 4h

A colorized terminal walkthrough — cold→warm freshness (REST → WebSocket), indicators with signals, divergence, market structure, and support/resistance — against live Binance/Bybit/OKX. See examples/RECORDING.md to turn it into the GIF above.

30-second install

uvx tickscope-mcp

Register it with your client (Claude Code example, examples/claude_code_config.json):

{
  "mcpServers": {
    "tickscope": {
      "command": "uvx",
      "args": ["tickscope-mcp"],
      "env": {
        "TICKSCOPE_EXCHANGES": "binance,bybit,okx",
        "TICKSCOPE_DEFAULT_EXCHANGE": "binance"
      }
    }
  }
}

Cursor, Codex and Gemini CLI use the same command/args/env shape in their respective MCP config files.

Supported exchanges

ExchangeRESTWebSocket
Binance
Bybit
OKX

Any ccxt-supported exchange can be enabled via TICKSCOPE_EXCHANGES. Public data only — no keys required.

Tools

ToolWhat it does
list_exchangesConfigured exchanges + default
list_symbolsTradable symbols (filter by quote/search)
get_tickerCurrent price snapshot (primary quote tool)
get_recent_tradesRecent executed trades from the live buffer
get_ohlcvHistorical candles (DuckDB-cached)
get_orderbookOrder book snapshot + spread
compute_indicators73 indicators (RSI/MACD/Supertrend/WaveTrend/Squeeze/…) with derived signals
detect_divergenceRegular/hidden bullish & bearish divergence (price vs oscillator)
detect_crossPine-style ta.crossover/ta.crossunder between any two series
detect_patternsCandlestick patterns (engulfing, hammer, stars, …) with bias
analyze_structureMarket structure: swings, trend, BOS / CHoCH
find_support_resistanceClustered support/resistance zones from pivots
deep_analyzeMulti-timeframe read: trend confluence + market-state context + historical signal performance, with a synthesized verdict
screen_marketScan many symbols by indicator/price filters
get_aggregated_priceVolume-weighted price + cross-exchange spread (arbitrage)
get_funding_ratePerpetual funding rate
watch_symbolPre-warm a live subscription (optional)
get_watched_symbolsActive subscriptions + buffer state
server_statusHealth / diagnostics

Every market-data response includes source (websocket|rest), age_ms, and timestamp so the freshness is always provable.

Indicators (73)

  • MAs / overlays: sma ema wma smma dema tema hma vwma zlema alma kama trima lsma vidya t3 vwap vwapbands bbands donchian keltner supertrend ichimoku psar
  • Momentum: rsi stochrsi macd ppo stoch cci willr roc mom tsi ao cmo uo dpo trix coppock kst fisher rvi mfi wavetrend squeeze qqe crsi stc elderray zscore linregslope
  • Volatility: atr natr stdev hv chop ulcer massindex
  • Volume: obv adl cmf chaikinosc eom fi pvt vo klinger
  • Trend: adx dmi aroon vortex
  • Structure: heikinashi pivots

Specs are "name:p1,p2" and also accept Pine Script syntaxta.rsi(14), ta.ema(20), ta.wt(10,21), ta.sqz — so TradingView users can paste familiar expressions. Derived signals include overbought-oversold state, MACD/PPO/WaveTrend/QQE cross, zero-line cross for oscillators, Supertrend/PSAR direction & flip, squeeze on/off, DMI/Heikin-Ashi trend, and Ichimoku cloud position. Includes crypto/Pine favorites (WaveTrend, TTM Squeeze, QQE, Connors RSI, Schaff Trend Cycle, VIDYA, T3). Adding a new indicator is a one-line REGISTRY declaration.

Structure recognition

On top of numeric indicators, Tickscope describes what the chart is doing: detect_patterns names candlestick patterns (engulfing, hammer/hanging man, doji family, morning/evening star, three soldiers/crows, …) with their bias; analyze_structure returns swing highs/lows labeled HH/HL/LH/LL, the inferred trend, and Break-of-Structure / Change-of-Character events (SMC-style); find_support_resistance clusters swing pivots into support/resistance zones with touch counts. These give an agent the vocabulary to describe a chart the way a trader would.

Deep analysis

deep_analyze answers a question about a symbol in one call, instead of making the agent chain a dozen tools. It returns:

  • Multi-timeframe trend confluence — the same symbol read across a 1d/4h/1h ladder, with whether the timeframes agree or conflict.
  • Market-state context — where price sits in its recent range (percentile), the trend state (trending_up / trending_down / ranging, from ADX + Kaufman efficiency ratio), and the volatility state (from ATR percentile), so a bare "RSI 30" reads against the conditions it showed up in.
  • Historical signal performance — for the current divergence, the forward-return distribution of every past confirmed occurrence on this symbol/timeframe (count, win rate, median). A strictly causal event study — no look-ahead, no repaint.
  • A synthesized verdict — bias, confidence, timeframe agreement, the execution-timeframe market state, and explicit caveats, all computed deterministically in Python so the call never hinges on the model eyeballing raw numbers.

compute_indicators now carries the same market-state context inline (it's ~free), and signal history is memoized per closed bar, so warm reads stay fast. Clients that support MCP prompts expose this as a slash command — /mcp__tickscope__deep_analyze (symbol + timeframe) — to trigger a full read on demand.

Resources

Supporting clients can also read live state as MCP resources: tickscope://status, tickscope://watched, and the template tickscope://ticker/{exchange}/{symbol}.

Example prompts

  • "What's BTC/USDT trading at on Binance right now, and the 24h change?"
  • "Should I care about this SOL/USDT setup? Do a deep, multi-timeframe read."
  • "Is there an RSI divergence on BTC/USDT 4h — and how has that signal performed on this pair before?"
  • "Screen the top 50 USDT pairs by volume for ones with RSI below 30."
  • "Map the key support/resistance on ETH/USDT 4h and tell me if the structure just broke (BOS/CHoCH)."
  • "What's the perpetual funding rate for BTC on Bybit right now — is it overheated?"
  • "Compare BTC/USDT across Binance, Bybit and OKX and show the arbitrage spread."

See examples/demo_prompts.md for a fuller recipe book (deep analysis, signal backtests, screening, monitoring, strategy checks).

Configuration

All settings are environment variables (see .env.example):

VariableDefaultDescription
TICKSCOPE_EXCHANGESbinance,bybit,okxEnabled exchanges (comma-separated)
TICKSCOPE_DEFAULT_EXCHANGEbinanceDefault when exchange is omitted
TICKSCOPE_MAX_WATCHED_SYMBOLS25Max concurrent WS subscriptions (LRU evicted)
TICKSCOPE_RING_BUFFER_SIZE1000Per-symbol trade buffer size
TICKSCOPE_OHLCV_CACHE_PATH~/.tickscope/ohlcv.duckdbDuckDB cache file
TICKSCOPE_OHLCV_CACHE_TTL_S60Freshness window for the newest candle
TICKSCOPE_REST_RETRIES3Retry attempts for transient REST errors (rate limit / network)
TICKSCOPE_SCREEN_CONCURRENCY5Max concurrent symbols during screening/aggregation
TICKSCOPE_TRANSPORTstdiostdio or http
TICKSCOPE_LOG_LEVELINFOLog level

Development

uv venv && uv pip install -e ".[dev]"
pytest                # ~100 unit + MCP-integration tests (live excluded)
pytest -m live        # live exchange tests (Binance/Bybit/OKX, run locally)
ruff check . && mypy  # lint + type gates

Tests cover indicator math against reference values, service cache/auto-watch logic, the full MCP tool path (tests/test_mcp_integration.py calls tools through mcp.call_tool), price-structure recognition, and a live suite that exercises the whole stack against real exchanges. See CONTRIBUTING.md for the project layout and contribution flow.

Roadmap

  • Pine Script-style indicator mapping (ta.rsi, ta.crossover, …)
  • 73 indicators + candlestick patterns + market structure (BOS/CHoCH)
  • Multi-exchange aggregation (weighted price / spread)
  • MCP resource push for watched symbols
  • Anchored / session VWAP
  • More exchanges (Kraken, Bitget, Gate, …)
  • Agent Skill (SKILL.md) wrapper

Contributing

Issues and PRs welcome — see CONTRIBUTING.md and our Code of Conduct. Keep dependencies minimal and the v1 scope read-only (public data, no order execution, no API secrets).

License

MIT © Tickscope contributors.

Disclaimer

This tool is for educational and research purposes only. It is not financial, investment, or trading advice. Market data may be delayed, incomplete, or inaccurate; do not rely on it for real trading decisions. Respect each exchange's terms of service and rate limits. See SECURITY.md.