Atomadic MCP: tool descriptions scored tech.atomadic/atomadic

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://mcp.atomadic.tech/mcp
Homepage: atomadic.tech
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how Atomadic MCP (tech.atomadic/atomadic)'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.

servers/tech.atomadic/atomadic

Average score: 26.2 / 100Rain
Tools: 68
Near-identical descriptions: 2

Across the server

Major
68 tools. Above 40, models choose less accurately.too_many_tools

Tools whose descriptions are nearly the same

2 of 2 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
ratchet_advance	ratchet_register	0.60	0.33
compliance_oversight	compliance_oversight_history	0.40	0.67

Tools

agents_intent_classify

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: text.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
Says nothing about what it returns.no_return_info

agents_register

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id, capabilities.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

agents_reputation

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_check

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: data_type, jurisdiction, operation.param_no_description
Minor
String arguments with no constraint or example: data_type, jurisdiction, operation.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

compliance_fairness

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, dataset_id, protected_attrs, metric.param_no_description
Minor
String arguments with no constraint or example: model_id, dataset_id, metric.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id, dataset_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_lineage

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, dataset_stages.param_no_description
Minor
String arguments with no constraint or example: model_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_oversight

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id, reviewer_id, decision, notes.param_no_description
Minor
Its description is nearly the same as compliance_oversight_history's (similarity 0.40); only the names and schemas tell them apart. Say in this description when to use compliance_oversight_history instead.confusable_pair
Minor
String arguments with no constraint or example: system_id, reviewer_id, decision, notes.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id, reviewer_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_oversight_history

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id.param_no_description
Minor
Its description is nearly the same as compliance_oversight's (similarity 0.40); only the names and schemas tell them apart. Say in this description when to use compliance_oversight instead.confusable_pair
Minor
String arguments with no constraint or example: system_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_transparency

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id, period, include.param_no_description
Minor
String arguments with no constraint or example: system_id, period.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

defi_bridge_verify

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: bridge_id, source_chain, dest_chain, amount, token.param_no_description
Minor
String arguments with no constraint or example: bridge_id, source_chain, dest_chain, token.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: bridge_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

defi_contract_audit

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: contract_id, contract_type.param_no_description
Minor
String arguments with no constraint or example: contract_id, contract_type.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: contract_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

defi_optimize

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: protocol, position, position.token_a, position.token_b, position.amount_usd, risk_tolerance.param_no_description
Minor
String arguments with no constraint or example: protocol, position.token_a, position.token_b.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

defi_oracle_verify

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: oracle_address, price_feed, reference_price, asset, tvl_at_risk.param_no_description
Minor
String arguments with no constraint or example: oracle_address, price_feed, asset.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

defi_risk_score

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: protocol, position, market_conditions.param_no_description
Minor
String arguments with no constraint or example: protocol.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

drift_certificate

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: id.param_no_description
Minor
String arguments with no constraint or example: id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.id_source_missing

drift_check

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, reference_window, current_window.param_no_description
Minor
String arguments with no constraint or example: model_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

escrow_create

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: payer_id, payee_id, amount, currency, conditions.param_no_description
Minor
String arguments with no constraint or example: payer_id, payee_id, currency.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: payer_id, payee_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

escrow_dispute

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: escrow_id, reason, evidence.param_no_description
Minor
String arguments with no constraint or example: escrow_id, reason.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: escrow_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

escrow_release

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: escrow_id.param_no_description
Minor
String arguments with no constraint or example: escrow_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: escrow_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

forge_delta_submit

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, delta, description.param_no_description
Minor
String arguments with no constraint or example: model_id, description.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

forge_verify

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, verification_type.param_no_description
Minor
String arguments with no constraint or example: model_id, verification_type.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

identity_verify

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

oracle_hallucination

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: claim, context.param_no_description
Minor
String arguments with no constraint or example: claim, context.loose_string_param
Minor
Says nothing about what it returns.no_return_info

ratchet_advance

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: session_id.param_no_description
Minor
Its description is nearly the same as ratchet_register's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use ratchet_register instead.confusable_pair
Minor
String arguments with no constraint or example: session_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: session_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

ratchet_register

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: session_id.param_no_description
Minor
Its description is nearly the same as ratchet_advance's (similarity 0.60); only the names and schemas tell them apart. Say in this description when to use ratchet_advance instead.confusable_pair
Minor
String arguments with no constraint or example: session_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: session_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

sla_register

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: provider_id, consumer_id, terms.param_no_description
Minor
String arguments with no constraint or example: provider_id, consumer_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: provider_id, consumer_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

sla_report

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: sla_id, violation_type, description.param_no_description
Minor
String arguments with no constraint or example: sla_id, violation_type, description.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: sla_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

text_sentiment

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: text.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
Says nothing about what it returns.no_return_info

text_summarize

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: text.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
Says nothing about what it returns.no_return_info

threat_score

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id, context.param_no_description
Minor
String arguments with no constraint or example: agent_id, context.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

trust_history

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

trust_score

16 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id.param_no_description
Minor
String arguments with no constraint or example: agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

reputation_record

17 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 4 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: agent_id, interaction_type, outcome, counterparty_id.param_no_description
Minor
String arguments with no constraint or example: agent_id, interaction_type, counterparty_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_incident

18 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id, severity, description, affected_users.param_no_description
Minor
String arguments with no constraint or example: system_id, description.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_explain

20 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: model_id, decision_id, subject_context.param_no_description
Minor
String arguments with no constraint or example: model_id, decision_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: model_id, decision_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_incidents

20 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id.param_no_description
Minor
String arguments with no constraint or example: system_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

defi_liquidation_check

20 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: position_id, collateral_value, debt_value, collateral_factor.param_no_description
Minor
String arguments with no constraint or example: position_id.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: position_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

security_zero_day

20 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: target, context.param_no_description
Minor
String arguments with no constraint or example: target.loose_string_param
Minor
Says nothing about what it returns.no_return_info

text_keywords

20 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: text, max_keywords.param_no_description
Minor
String arguments with no constraint or example: text.loose_string_param
Minor
Says nothing about what it returns.no_return_info

swarm_relay

21 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: target_agent_id, message.param_no_description
Minor
String arguments with no constraint or example: target_agent_id.loose_string_param
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: target_agent_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

compliance_eu_ai_act

22 / 100Rain

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 5 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: system_id, risk_category, intended_purpose.param_no_description
Minor
String arguments with no constraint or example: system_id, intended_purpose.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info
Minor
Required identifiers whose description does not say where the value comes from: system_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

agents_semantic_diff

24 / 100Rain

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: output_a, output_b, context.param_no_description
Minor
String arguments with no constraint or example: output_a, output_b, context.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

defi_yield_optimize

28 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 8 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: principal_usd, risk_tolerance.param_no_description

inference

28 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: messages.param_no_description
Minor
String arguments with no constraint or example: messages[].content.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

inference_stream

28 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: messages.param_no_description
Minor
String arguments with no constraint or example: messages[].content.loose_string_param
Minor
The description mentions none of its 3 or more arguments.params_not_in_description
Minor
Says nothing about what it returns.no_return_info

agents_plan

29 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 11 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Arguments without a description: goal.param_no_description
Minor
String arguments with no constraint or example: goal.loose_string_param
Minor
Says nothing about what it returns.no_return_info

forge_badge

31 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

render_polyglot_roundtrip_pure

32 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: source_text, atom_name, language.param_no_description
Minor
String arguments with no constraint or example: source_text, atom_name, language.loose_string_param
Minor
Says nothing about what it returns.no_return_info

agents_topology

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

forge_leaderboard

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

identity_sybil_check

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (3 words).restates_name
Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

oracle_entropy

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

rag_augment

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

ratchet_probe

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

rng_quantum

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

rng_verify

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (6 words).restates_name
Major
The description is too short (6 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

swarm_inbox

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (4 words).restates_name
Major
The description is too short (4 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

trust_decay

38 / 100Rain

Purpose: 6 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description only restates the name (5 words).restates_name
Major
The description is too short (5 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

render_polyglot_all_pure

39 / 100Rain

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 3 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Major
Arguments without a description: source_text, atom_name.param_no_description
Minor
String arguments with no constraint or example: source_text, atom_name.loose_string_param

forge_quarantine

42 / 100Cloudy

Purpose: 10 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
The description is too short (3 words).too_short
Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

agents_contradiction

44 / 100Cloudy

Purpose: 14 / 20
When to use: 15 / 20
Arguments: 8 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

Major
Arguments without a description: statements.param_no_description
Minor
Says nothing about what it returns.no_return_info

route_capability

44 / 100Cloudy

Purpose: 14 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

enforce_sla

52 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
String arguments with no constraint or example: obligation.loose_string_param
Minor
Says nothing about what it returns.no_return_info

murmuration

52 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 15 / 25
Return value: 7 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
No `required` list, so every argument is optional.no_required

audit_work_claim

54 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 18 / 25
Return value: 7 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context

verify_settlement

55 / 100Cloudy

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 18 / 25
Return value: 0 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Says nothing about what it returns.no_return_info

receipt_reputation

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 23 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Major
Says nothing about when to use it, or when not to.no_usage_context
Minor
Says nothing about what it returns.no_return_info

detect_contradiction

72 / 100Clear

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 23 / 25
Return value: 0 / 15
Constraints and side effects: 7 / 10
Examples: 10 / 10

Minor
Says nothing about what it returns.no_return_info

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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