# io.github.parkyucheol-del/alphapipeline: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.parkyucheol-del%2Falphapipeline/versions/latest)
- Connected to: https://alphapipeline-eu.onrender.com/mcp
- Repository: https://github.com/parkyucheol-del/alphapipeline
- Scoring rules: v2
- Tools: 30
- Average: 74.3 / 100 (Clear)
- Near-identical pairs: 0

This page shows how io.github.parkyucheol-del/alphapipeline's tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Minor: 30 tools. Above 25, models start to tell tools apart less well.

## Tools

- `prediction.bid_ask_spread_pct`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `prediction.orderbook_imbalance_ratio`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
- `prediction.liquidity_depth_after_haircut`: 60 / 100
- `prediction.order_split_guide`: 62 / 100
  - Major: Says nothing about when to use it, or when not to.
- `derivatives.funding_rate_value`: 65 / 100
- `market.oracle_gap_bp`: 65 / 100
- `prediction.polymarket_fee_estimate`: 65 / 100
- `market.cycle_compare`: 67 / 100
  - Major: Says nothing about when to use it, or when not to.
- `market.oracle_gap`: 68 / 100
- `prediction.hip4_mispricing`: 70 / 100
- `prediction.polymarket_mispricing`: 70 / 100
- `security.token_authenticity`: 71 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: chain_id. Name the tool or the place that returns it, or models look it up first.
- `prediction.hip4_price`: 72 / 100
- `derivatives.whale_position_audit`: 73 / 100
- `security.token_prescreen`: 73 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: chain_id. Name the tool or the place that returns it, or models look it up first.
- `derivatives.funding_apr_matrix`: 76 / 100
- `derivatives.funding_rate`: 78 / 100
- `security.contract_health_audit`: 78 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: chain_id. Name the tool or the place that returns it, or models look it up first.
- `security.token_risk`: 78 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: chain_id. Name the tool or the place that returns it, or models look it up first.
- `tools.ai_markdown`: 78 / 100
- `calendar.macro_dday`: 80 / 100
- `prediction.neg_risk_arbitrage`: 80 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `market.kimchi_alert`: 83 / 100
- `prediction.hip4_price_ladder`: 83 / 100
- `dex.liquidity_slippage`: 85 / 100
- `security.token_diagnostic`: 85 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: chain_id. Name the tool or the place that returns it, or models look it up first.
- `prediction.exit_capacity_audit`: 87 / 100
- `prediction.hip4_snapshot`: 87 / 100
- `arb.spread_matrix`: 88 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `unlocks.dump_risk`: 92 / 100

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