# MangroveAI (io.github.MangroveTechnologies/mangroveai): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.MangroveTechnologies%2Fmangroveai/versions/latest)
- Connected to: https://api.mangrovedeveloper.ai/mcp/
- Homepage: https://mangrove.ai/agents/
- Repository: https://github.com/MangroveTechnologies/mangrove-agent
- Scoring rules: v2
- Tools: 85
- Average: 61.1 / 100 (Cloudy)
- Near-identical pairs: 21

This page shows how MangroveAI (io.github.MangroveTechnologies/mangroveai)'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

- Major: 85 tools. Above 40, models choose less accurately.
- Minor: 21 pairs with nearly the same description in all; the top 12 are shown.
- Minor: The server has no instructions. Say there, once, what the server is for and when to use it: Claude Code and Gemini CLI read the instructions before the tool descriptions.

## Tools

- `get_playground_data`: 23 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: dataset_key.
  - Minor: String arguments with no constraint or example: dataset_key.
- `evaluate_signal`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: market_data, parameters.
  - Minor: String arguments with no constraint or example: signal_name.
  - Minor: Says nothing about what it returns.
- `list_positions`: 37 / 100
  - Major: Arguments without a description: asset, limit, open_only, strategy_id.
  - Minor: String arguments with no constraint or example: asset, strategy_id.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument open_only is unclear.
  - Minor: Says nothing about what it returns.
- `get_trades_for_strategy`: 40 / 100
  - Major: Arguments without a description: limit, strategy_id.
  - Minor: String arguments with no constraint or example: strategy_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `validate_signal_params`: 41 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: parameters.
  - Minor: String arguments with no constraint or example: signal_name.
  - Minor: Says nothing about what it returns.
- `evaluate_multiple_signals_series`: 43 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `delete_strategy`: 45 / 100
  - Major: Arguments without a description: strategy_id.
  - Minor: String arguments with no constraint or example: strategy_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `list_playground_datasets`: 45 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
- `list_signal_labels`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `create_sweep`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: signal_groups[].filters.categories, signal_groups[].filters.exclude, signal_groups[].filters.include, signal_groups[].triggers.categories, signal_groups[].triggers.exclude, signal_groups[].triggers.include.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `list_run_filters`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: experiment_id. Name the tool or the place that returns it, or models look it up first.
- `get_signal`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: signal_name.
  - Minor: Says nothing about what it returns.
- `evaluate_strategy`: 49 / 100
  - Major: Arguments without a description: strategy_id.
  - Minor: String arguments with no constraint or example: strategy_id.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `list_evaluations`: 49 / 100
  - Major: Arguments without a description: limit, offset, strategy_id.
  - Minor: String arguments with no constraint or example: strategy_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `get_marketplace_strategy`: 50 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `list_signals`: 50 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `search_signals`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: category, query, regime_direction.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_sweep`: 52 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: experiment_id. Name the tool or the place that returns it, or models look it up first.
- `get_sweep_run`: 52 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: experiment_id. Name the tool or the place that returns it, or models look it up first.
- `kb_get_signal_quick_reference`: 52 / 100
  - Minor: Says nothing about what it returns.
- `match_signals`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: regime_direction.
  - Minor: Says nothing about what it returns.
- `discover_tools`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `get_strategy`: 53 / 100
  - Minor: Says nothing about what it returns.
- `size_sweep`: 54 / 100
  - Minor: Arguments without a description: signal_groups[].filters.categories, signal_groups[].filters.exclude, signal_groups[].filters.include, signal_groups[].triggers.categories, signal_groups[].triggers.exclude, signal_groups[].triggers.include.
  - Minor: Says nothing about what it returns.
- `get_backtest_trades`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: backtest_id. Name the tool or the place that returns it, or models look it up first.
- `get_influence_score`: 55 / 100
  - Minor: Says nothing about what it returns.
- `query_signal_behavior`: 55 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `get_execution_config_schema`: 57 / 100
  - Minor: Says nothing about what it returns.
- `kb_get_document`: 57 / 100
  - Minor: String arguments with no constraint or example: slug.
  - Minor: Says nothing about what it returns.
- `list_strategies`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_benchmark`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_smart_money_holdings`: 60 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_smart_money_perp_trades`: 60 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_social_mentions`: 60 / 100
  - Minor: Says nothing about what it returns.
- `get_etf_flows`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_perp_funding_rates`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_smart_money_historical_holdings`: 62 / 100
  - Minor: The description mentions none of its 3 or more arguments.
- `get_stablecoin_metrics`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_sweep_limits`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_token_unlocks`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_treasuries`: 62 / 100
  - Minor: Says nothing about what it returns.
- `list_sweeps`: 62 / 100
  - Minor: Says nothing about what it returns.
- `get_token_dex_trades`: 63 / 100
- `list_sweep_markets`: 64 / 100
- `get_asset`: 65 / 100
  - Minor: Says nothing about what it returns.
- `get_backtest`: 65 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: backtest_id. Name the tool or the place that returns it, or models look it up first.
- `get_market_regime`: 65 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_ohlcv`: 65 / 100
  - Minor: Says nothing about what it returns.
- `get_smart_money_netflows`: 65 / 100
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_symbol_exchanges`: 65 / 100
  - Minor: Says nothing about what it returns.
- `get_token_holders`: 65 / 100
  - Minor: Says nothing about what it returns.
- `list_approved_assets`: 65 / 100
- `list_backtest_markets`: 65 / 100
  - Minor: Says nothing about what it returns.
- `update_strategy`: 66 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `find_sweep_runs`: 67 / 100
- `get_global_market`: 67 / 100
  - Minor: Says nothing about what it returns.
- `get_market_data`: 67 / 100
- `get_smart_money_dex_trades`: 67 / 100
- `get_social_sentiment`: 67 / 100
- `get_trending`: 67 / 100
  - Minor: Says nothing about what it returns.
- `kb_glossary_get`: 67 / 100
- `list_backtests`: 67 / 100
- `list_exchanges`: 67 / 100
  - Minor: Says nothing about what it returns.
- `pause_sweep`: 67 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: experiment_id. Name the tool or the place that returns it, or models look it up first.
- `get_token_flows`: 68 / 100
- `screen_candidates`: 68 / 100
  - Minor: Says nothing about what it returns.
- `verify_strategy`: 68 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `kb_list_documents`: 69 / 100
  - Minor: Says nothing about what it returns.
- `launch_sweep`: 70 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: experiment_id. Name the tool or the place that returns it, or models look it up first.
- `list_trades`: 70 / 100
  - Minor: Says nothing about what it returns.
- `get_chain_tvl`: 72 / 100
- `get_protocol_tvl`: 72 / 100
- `kb_search`: 72 / 100
- `load_skill`: 72 / 100
- `screen_smart_money`: 72 / 100
- `build_strategy_for_regime`: 73 / 100
  - Minor: Says nothing about what it returns.
- `get_lending_rates`: 74 / 100
- `get_smart_money_flows`: 75 / 100
- `run_backtest`: 75 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: strategy_id. Name the tool or the place that returns it, or models look it up first.
- `save_strategy`: 78 / 100
- `get_onchain_series`: 79 / 100
- `get_smart_money_sentiment`: 79 / 100
- `search_marketplace`: 81 / 100
- `classify_market_segment`: 86 / 100
- `query_knowledge`: 86 / 100
  - Minor: The description is long (552 words). It helps selection but costs steps and tokens.

Is your server listed here and you would rather it were not? Email support@forecall.dev, and we will take it off within 7 days.

[All scored servers](https://forecall.dev/en/servers)