Real-time, free crypto market data for any AI coding agent — via MCP.
Project description
Tickscope MCP
Real-time, free crypto market data for any AI agent — via MCP.
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 · See it run · 30-second install
- Supported exchanges · Tools · Indicators · Structure recognition
- Example prompts · Configuration · Development · Roadmap
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
| Exchange | REST | WebSocket |
|---|---|---|
| Binance | ✅ | ✅ |
| Bybit | ✅ | ✅ |
| OKX | ✅ | ✅ |
Any ccxt-supported exchange can be enabled via TICKSCOPE_EXCHANGES. Public data only — no keys required.
Tools
| Tool | What it does |
|---|---|
list_exchanges |
Configured exchanges + default |
list_symbols |
Tradable symbols (filter by quote/search) |
get_ticker |
Current price snapshot (primary quote tool) |
get_recent_trades |
Recent executed trades from the live buffer |
get_ohlcv |
Historical candles (DuckDB-cached) |
get_orderbook |
Order book snapshot + spread |
compute_indicators |
73 indicators (RSI/MACD/Supertrend/WaveTrend/Squeeze/…) with derived signals |
detect_divergence |
Regular/hidden bullish & bearish divergence (price vs oscillator) |
detect_cross |
Pine-style ta.crossover/ta.crossunder between any two series |
detect_patterns |
Candlestick patterns (engulfing, hammer, stars, …) with bias |
analyze_structure |
Market structure: swings, trend, BOS / CHoCH |
find_support_resistance |
Clustered support/resistance zones from pivots |
deep_analyze |
Multi-timeframe read: trend confluence + market-state context + historical signal performance, with a synthesized verdict |
screen_market |
Scan many symbols by indicator/price filters |
get_aggregated_price |
Volume-weighted price + cross-exchange spread (arbitrage) |
get_funding_rate |
Perpetual funding rate |
watch_symbol |
Pre-warm a live subscription (optional) |
get_watched_symbols |
Active subscriptions + buffer state |
server_status |
Health / 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 syntax — ta.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?"
- "Compute the 1h RSI and MACD for BTC/USDT and tell me if there's a divergence."
- "Screen the top 30 USDT pairs by volume for ones with RSI below 30."
- "What's the current perpetual funding rate for BTC on Bybit?"
- "Show me the ETH/USDT order book spread for the top 10 levels."
Configuration
All settings are environment variables (see .env.example):
| Variable | Default | Description |
|---|---|---|
TICKSCOPE_EXCHANGES |
binance,bybit,okx |
Enabled exchanges (comma-separated) |
TICKSCOPE_DEFAULT_EXCHANGE |
binance |
Default when exchange is omitted |
TICKSCOPE_MAX_WATCHED_SYMBOLS |
25 |
Max concurrent WS subscriptions (LRU evicted) |
TICKSCOPE_RING_BUFFER_SIZE |
1000 |
Per-symbol trade buffer size |
TICKSCOPE_OHLCV_CACHE_PATH |
~/.tickscope/ohlcv.duckdb |
DuckDB cache file |
TICKSCOPE_OHLCV_CACHE_TTL_S |
60 |
Freshness window for the newest candle |
TICKSCOPE_REST_RETRIES |
3 |
Retry attempts for transient REST errors (rate limit / network) |
TICKSCOPE_SCREEN_CONCURRENCY |
5 |
Max concurrent symbols during screening/aggregation |
TICKSCOPE_TRANSPORT |
stdio |
stdio or http |
TICKSCOPE_LOG_LEVEL |
INFO |
Log 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.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file tickscope_mcp-0.1.1.tar.gz.
File metadata
- Download URL: tickscope_mcp-0.1.1.tar.gz
- Upload date:
- Size: 2.1 MB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b3065c4bf54016f34910928e15c9f1c2ba0ca6cce119e4babe9a3700c5d0c665
|
|
| MD5 |
d37dba77c04f597db1b5ed2da7034b8c
|
|
| BLAKE2b-256 |
5d3887f387bc0990b0fc379ce637a30a9228be385b9287102ba1936b7d89f6ff
|
Provenance
The following attestation bundles were made for tickscope_mcp-0.1.1.tar.gz:
Publisher:
publish.yml on seungdori/tickscope-mcp
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
tickscope_mcp-0.1.1.tar.gz -
Subject digest:
b3065c4bf54016f34910928e15c9f1c2ba0ca6cce119e4babe9a3700c5d0c665 - Sigstore transparency entry: 1703399394
- Sigstore integration time:
-
Permalink:
seungdori/tickscope-mcp@f5f2c50981a75149e11988043c625a84ef655e37 -
Branch / Tag:
refs/tags/v0.1.1 - Owner: https://github.com/seungdori
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@f5f2c50981a75149e11988043c625a84ef655e37 -
Trigger Event:
push
-
Statement type:
File details
Details for the file tickscope_mcp-0.1.1-py3-none-any.whl.
File metadata
- Download URL: tickscope_mcp-0.1.1-py3-none-any.whl
- Upload date:
- Size: 69.7 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.12
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
fbc5854a104142b78039c6d03e58d224f3f09b22e2b9c5d769a65cce967cc352
|
|
| MD5 |
156d1c1afdb1da65d00954aac67a4efd
|
|
| BLAKE2b-256 |
5c295eb763c600ecf842a90067da3ca016f7b50e6f19c0722d9048bb0113bb67
|
Provenance
The following attestation bundles were made for tickscope_mcp-0.1.1-py3-none-any.whl:
Publisher:
publish.yml on seungdori/tickscope-mcp
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
tickscope_mcp-0.1.1-py3-none-any.whl -
Subject digest:
fbc5854a104142b78039c6d03e58d224f3f09b22e2b9c5d769a65cce967cc352 - Sigstore transparency entry: 1703399524
- Sigstore integration time:
-
Permalink:
seungdori/tickscope-mcp@f5f2c50981a75149e11988043c625a84ef655e37 -
Branch / Tag:
refs/tags/v0.1.1 - Owner: https://github.com/seungdori
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@f5f2c50981a75149e11988043c625a84ef655e37 -
Trigger Event:
push
-
Statement type: