polymarket-predictradar-data-layer-skills

Shared Polymarket and prediction-market data access layer. Use this skill whenever another skill or task needs trader positions, trade history, market metadata, leaderboard data, win-rate or PnL statistics, or any other read-only market intelligence.

Yeri@cnica

Install

openclaw skills install @cnica/polymarket-predictradar-data-layer-skills

Polymarket Data Access Layer

This skill is the shared data layer for the repository. It exists so that individual skills do not need to re-implement MCP session handling, query helpers, market metadata lookups, or local caching logic.

Data Source Priority

text

1. PredicTradar MCP Server  https://api.predictradar.ai/api/mcp/v2  (primary)
2. polymarket-cli           polymarket <command>                    (service degradation fallback)
3. Polymarket Data API      https://data-api.polymarket.com         (final fallback)

Use the PredicTradar MCP Server by default. It is the canonical shared entry point for this repo.

Current MCP Notes

The live MCP service now requires a full MCP session handshake:

Call initialize
Read the mcp-session-id response header
Send notifications/initialized
Reuse the session header for tools/list and tools/call

The repository wrapper at mcp-client.js already handles this automatically, so skills should call the wrapper instead of implementing raw MCP requests unless they need low-level debugging.

Health endpoint observed on March 31, 2026:

service: predictradar-mcp
version: 1.0.0
protocolVersion: 2025-03-26

MCP Capabilities

The current live tool catalog includes:

Tool	Purpose	Notes
`get_traders`	Trader list with sorting and pagination	Sort fields include `volume_24h`, `volume_7d`, `volume_30d`, `pnl_24h`, `pnl_7d`, `pnl_30d`, `win_rate`
`get_trader_detail`	Detailed trader profile	Includes positions, recent activity, and analysis payloads
`get_markets`	Market list	Supports `status`, `search`, `limit`, `offset`
`get_market_detail`	Single-market detail	Newer high-level tool, useful when a skill already has a `conditionId`
`get_leaderboard`	Ranked trader leaderboard	`period`: `24h`, `7d`, `30d`, `all`
`get_market_stats`	Aggregate market statistics	Includes volume, trader counts, active markets, hot markets
`search_events`	Event search	Supports `query`, `category`, `status`, `limit`
`run_query_preview`	Preferred read-only SQL preview	Preview mode only, limited rows
`run_query`	Legacy alias for preview SQL	Keep compatibility, but prefer `run_query_preview` in new docs
`open_query_stream`	Streamed SQL export	Use for larger result sets instead of overloading preview queries
`list_tables`	Table catalog	Supports `category` filter: `trading`, `market`, `user`, `system`, `all`
`describe_table`	Table schema inspection	Can include sample rows

Key documentation updates compared with the older version:

The handshake requirement must be documented explicitly.
get_market_detail should be listed as a first-class tool.
run_query_preview should be treated as the preferred preview-query tool.
run_query should be described as a compatibility alias.
open_query_stream should be documented for larger exports.

Current Table Inventory

Live list_tables currently returns two trading tables:

Table	Description	Approx. Rows
`trades`	Historical trade records including `trade`, `mint`, `burn`, and `redeem` actions	~296.6M
`positions`	Current and historical positions	~30.5M

These row counts are service-side approximations and may grow over time.

Key Schema Notes

`trades`

Important columns currently exposed by describe_table("trades"):

id
created_at
updated_at
platform
wallet_address
platform_id
tx_hash
transaction_hash
condition_id
trader_id
market_id
token_id
side
type
outcome
outcome_side
price
size
amount
fee
fee_amount
outcome_index
profit
usd_amount
chain_id
block_number
block_timestamp
traded_at

Practical takeaways:

amount remains the most portable trade-size field for aggregate SQL.
usd_amount is available and nullable, which is useful for whale-style filters.
type is not just trade; it also includes mint, burn, and redeem.
condition_id and market_id are both available directly in the table, so legacy mapping tables should not be required for normal skill flows.

`positions`

Important columns currently exposed by describe_table("positions"):

id
created_at
updated_at
platform
wallet_address
trader_id
market_id
token_id
condition_id
outcome
outcome_index
outcome_side
size
size_frozen
avg_price
avg_entry_price
current_price
initial_value
current_value
total_bought
realized_pnl
unrealized_pnl
unrealized_pnl_percent
daily_pnl_change
is_redeemable
is_closed
chain_id
last_updated_at
opened_at
closed_at

Practical takeaways:

avg_entry_price, current_price, is_redeemable, and lifecycle timestamps should now be reflected in any field documentation.
positions is richer than the older docs implied, so skills can describe both PnL state and lifecycle state more precisely.

Quick Start

const mcp = require("../../polymarket-data-layer/scripts/mcp-client");

// health + handshake
const ok = await mcp.ping();
const health = await mcp.health();
const init = await mcp.initialize();

// high-level tools
const leaderboard = await mcp.getLeaderboard({ period: "7d", rankBy: "pnl", limit: 10 });
const traders = await mcp.getTraders({ sortBy: "pnl_7d", order: "desc", limit: 20 });
const markets = await mcp.getMarkets({ status: "active", search: "Fed", limit: 20 });
const market = await mcp.getMarketDetail("0x...");

// preview query
const rows = await mcp.query(`
  SELECT condition_id, SUM(amount) AS volume_24h
  FROM trades
  WHERE traded_at >= now() - INTERVAL 1 DAY
    AND type = 'trade'
  GROUP BY condition_id
  ORDER BY volume_24h DESC
  LIMIT 20
`);

// streamed query export
const stream = await mcp.openQueryStream(`
  SELECT wallet_address, SUM(amount) AS volume_30d
  FROM trades
  WHERE traded_at >= now() - INTERVAL 30 DAY
  GROUP BY wallet_address
`);

Environment Variables

bash

MCP_URL=https://api.predictradar.ai
MCP_API_KEY=pr_public_predictradar

The wrapper already defaults to these values unless overridden.

Shared Scripts

mcp-client.js

Use this for:

session-aware MCP calls
preview SQL queries
streamed query exports
health and initialization checks
high-level market and trader tools

Highlights:

automatic MCP session handshake
retry support for transient network issues
openQueryStream, consumeQueryStream, cancelQueryStream, and queryStream
wrappers for getTraders, getTraderDetail, getLeaderboard, getMarketStats, getMarkets, getMarketDetail, and searchEvents

mcp-examples.js

Run this when you need to inspect:

health and handshake behavior
current tool inventory
table catalog and schema previews
example preview queries
stream-export behavior
trader lookup examples

gamma-client.js

Use this when a skill needs:

market metadata by conditionId
market-to-domain mapping
keyword-based market discovery
event URL resolution

queries.js

Use this for reusable repo-level aggregations such as:

all addresses
base trading metrics
ROI metrics
address-to-domain volume breakdowns

smartmoney.js

Use this only when a skill explicitly needs the local smart-money classification layer. Prefer read-only cache access when possible unless the workflow truly requires a fresh classification.

cache.js

Use this for local file-backed cache reads and writes inside longer-running scripts.

Query Guidance

Preview Queries

Use preview SQL when:

you need a compact result set
the skill only needs top rows or aggregate rows
a result set comfortably fits within preview limits

Guidance:

use mcp.query(...) or mcp.queryWithRetry(...)
keep result sizes tight with LIMIT
explicitly filter type = 'trade' when you do not want mint, burn, or redeem

Streamed Exports

Use open_query_stream when:

you need more rows than a preview call should return
a skill needs a larger export for downstream processing
you want a preview plus a temporary stream URL

Fallbacks

If MCP is unavailable:

fall back to polymarket-cli when appropriate
fall back to the Polymarket Data API as a final option

Cache Policy

Recommended cache behavior:

prefer cached metadata when freshness is not critical
bypass cache when the user explicitly asks for the latest or real-time data
treat smart-money classification as a separate cacheable enrichment layer
avoid over-caching rapidly changing short-window trading snapshots

Important Notes

condition_id is the canonical cross-system market key.
wallet_address should be normalized to lowercase for SQL comparisons.
run_query is no longer the best term for new docs; describe it as a legacy alias and prefer run_query_preview.
open_query_stream should be mentioned anywhere a skill may need larger result sets.
Skills should not document raw MCP session handling unless they are intentionally teaching low-level protocol behavior; ordinary skills should point to mcp-client.js.