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com.medigami/mcp: tool descriptions scored

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://mcp.medigami.com/public/mcp
Homepage
medigami.com/mcp
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how com.medigami/mcp'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/com.medigami/mcp
Average score
50.8 / 100Cloudy
Tools
87
Near-identical descriptions
161

Across the server

  • Major
    87 tools. Above 40, models choose less accurately.too_many_tools
  • Minor
    161 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
  • 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.instructions_missing

Tools whose descriptions are nearly the same

12 of 161 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
verify_mcp_responseformat_medigami_citation0.950.00
zip_based_price_varianceregional_price_benchmark0.840.17
zip_based_price_variancespecialty_price_benchmark0.840.17
regional_price_benchmarkspecialty_price_benchmark0.840.50
specialty_price_benchmarkprice_recommendation_engine0.840.20
price_anomaly_detectorprice_outlier_detector0.820.50
evidence_pack_generatorclaim_rebuttal_generator0.810.20
zip_based_price_variancemarket_price_distribution_model0.800.14
zip_based_price_varianceprice_recommendation_engine0.800.17
specialty_price_benchmarkmarket_price_distribution_model0.800.17
medigami_roastmedigami_rate0.800.33
market_price_distribution_modelprice_outlier_detector0.790.17

Tools

generate_appeal_letter_v2

25 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: insurer, denial_reason, cpt_code, diagnosis, amount, state.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, denial_reason, cpt_code, diagnosis, state.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
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

bundling_violation_detector

30 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: cpt_codes, payer.param_no_description
  • Minor
    String arguments with no constraint or example: payer.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
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

appeal_success_predictor

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: insurer, denial_reason, cpt_code, state.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, denial_reason, cpt_code, state.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

cash_vs_insurance_optimizer

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: cpt_code, insurance_cost_estimate, cash_price, deductible_remaining.param_no_description
  • Minor
    String arguments with no constraint or example: cpt_code.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

financial_risk_exposure_model

32 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: plan_id, household_income, emergency_savings, chronic_conditions.param_no_description
  • Minor
    String arguments with no constraint or example: plan_id.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • Minor
    Required identifiers whose description does not say where the value comes from: plan_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

appeal_argument_generator

34 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
0 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: denial_code, cpt_code, icd10_code, insurer.param_no_description
  • Minor
    String arguments with no constraint or example: denial_code, cpt_code, icd10_code, insurer.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

negotiation_strategy_generator

34 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: bill_amount, provider, situation, insurance_status.param_no_description
  • Minor
    String arguments with no constraint or example: provider, insurance_status.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

negotiate_bill_script

35 / 100Rain

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: cpt_code, billed_amount, insurer, zip3, household_income_annual, household_size, state.param_no_description
  • Minor
    String arguments with no constraint or example: cpt_code, insurer, zip3, state.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

cash_price_estimator

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: cpt_code, zip3.param_no_description
  • Minor
    String arguments with no constraint or example: cpt_code, zip3.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

claim_duplicate_line_detector

37 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: claim.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

fair_price_estimator

38 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: cpt_code.param_no_description
  • Minor
    String arguments with no constraint or example: cpt_code.loose_string_param
  • Minor
    Says nothing about what it returns.no_return_info

insurance_plan_optimizer

38 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
6 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: zip_code, household_size, income_band, chronic_conditions.param_no_description
  • Minor
    String arguments with no constraint or example: zip_code, income_band.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

settlement_optimizer

38 / 100Rain

Purpose
17 / 20
When to use
5 / 20
Arguments
9 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: bill_amount, provider, dispute_leverage.param_no_description
  • Minor
    String arguments with no constraint or example: provider.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

billing_charge_vs_allowed_delta

40 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: billed_usd, allowed_usd.param_no_description

price_variance_analyzer

40 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: cpt_code, zip3.param_no_description
  • Minor
    String arguments with no constraint or example: cpt_code, zip3.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

estimate_appeal_success

41 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
7 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: insurer, cpt_code, diagnosis, state, amount.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, cpt_code.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

healthcare_budget_forecaster

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: plan_deductible_usd, plan_oop_max_usd.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

inflation_adjusted_price_model

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: base_amount_usd, years.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

insurance_response_interpreter

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: response_type.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

maximize_recovery

42 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: scan_id.param_no_description
  • Minor
    String arguments with no constraint or example: scan_id.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

patient_cost_forecaster

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
13 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: plan_id.param_no_description
  • Minor
    String arguments with no constraint or example: plan_id.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints
  • Minor
    Required identifiers whose description does not say where the value comes from: plan_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

payment_plan_optimizer

42 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: balance_usd, months.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

denial_response_builder

43 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
4 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Major
    Arguments without a description: insurer, cpt_code, amount.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, cpt_code.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

explain_appeal_success

43 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
4 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: insurer, denial_reason, cpt_code, diagnosis, state, amount.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, denial_reason, cpt_code, state.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

optimize_prescription

43 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
3 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: drug_name, current_insurance_cost_30day, is_maintenance_med, ndc_code, zip_code.param_no_description
  • Minor
    String arguments with no constraint or example: drug_name, ndc_code, zip_code.loose_string_param
  • Minor
    The meaning of the boolean argument is_maintenance_med is unclear.vague_boolean

resolve_denial

43 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
6 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: insurer, denial_reason, cpt_code, diagnosis, state, amount.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, denial_reason, cpt_code, state.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

analyze_glp1_pathways

45 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: bmi, insurer, has_diabetes, has_cvd, medicare, state, current_copay.param_no_description
  • Minor
    String arguments with no constraint or example: insurer, state.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The meaning of the boolean argument has_diabetes is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument has_cvd is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument medicare is unclear.vague_boolean

claim_consistency_checker

45 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

code_conflict_detector

45 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

deductible_impact_calculator

47 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Major
    Arguments without a description: charge_usd, deductible_remaining_usd.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

financial_exposure_model

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

unbundling_detector

47 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

batch_scan_bills

48 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: bills, bills[].bill_text, bills[].provider, bills[].insurer.param_no_description

watch_claim_denial

48 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: scan_id, timeout_seconds.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: scan_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

bill_shock_predictor

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

code_bundle_validator

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

get_venue

52 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    No `required` list, so every argument is optional.no_required

resolve_codes

52 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

verify_attestation

53 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

appeal_escalation_path_finder

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

claim_rebuttal_generator

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as evidence_pack_generator's (similarity 0.81); only the names and schemas tell them apart. Say in this description when to use evidence_pack_generator instead.confusable_pair
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

claim_reconsideration_builder

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

copay_model

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

denial_reason_classifier

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

dispute_case_builder

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

evidence_pack_generator

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as claim_rebuttal_generator's (similarity 0.81); only the names and schemas tell them apart. Say in this description when to use claim_rebuttal_generator instead.confusable_pair
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

financial_assistance_finder

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
20 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

insurance_value_optimizer

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

medical_spending_analyzer

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

out_of_pocket_optimizer

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

patient_cost_explainer

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

patient_financial_risk_score

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

payer_specific_appeal_templates

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

procedure_affordability_ranker

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

scan_bill_for_errors

54 / 100Cloudy

Purpose
20 / 20
When to use
20 / 20
Arguments
7 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: provider, insurer, total, zip_code.param_no_description
  • Minor
    String arguments with no constraint or example: provider, insurer, zip_code.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

supporting_document_selector

54 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
15 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    String arguments with no constraint or example: denial_reason.loose_string_param
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

coinsurance_simulator

55 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
16 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: charge_usd.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

verify_mcp_response

55 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as format_medigami_citation's (similarity 0.95); only the names and schemas tell them apart. Say in this description when to use format_medigami_citation instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated

cpt_to_icd_mapper

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

denial_code_explainer

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

icd_to_cpt_mapper

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

lookup_provider_taxonomy

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

market_price_distribution_model

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as zip_based_price_variance's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use zip_based_price_variance instead.confusable_pair
  • Minor
    Its description is nearly the same as specialty_price_benchmark's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use specialty_price_benchmark instead.confusable_pair
  • Minor
    Its description is nearly the same as price_outlier_detector's (similarity 0.79); only the names and schemas tell them apart. Say in this description when to use price_outlier_detector instead.confusable_pair

overpriced_service_detector

57 / 100Cloudy

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

No issues.

price_anomaly_detector

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as price_outlier_detector's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use price_outlier_detector instead.confusable_pair

price_outlier_detector

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as price_anomaly_detector's (similarity 0.82); only the names and schemas tell them apart. Say in this description when to use price_anomaly_detector instead.confusable_pair
  • Minor
    Its description is nearly the same as market_price_distribution_model's (similarity 0.79); only the names and schemas tell them apart. Say in this description when to use market_price_distribution_model instead.confusable_pair

price_recommendation_engine

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as specialty_price_benchmark's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use specialty_price_benchmark instead.confusable_pair
  • Minor
    Its description is nearly the same as zip_based_price_variance's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use zip_based_price_variance instead.confusable_pair

procedure_cost_decomposition

57 / 100Cloudy

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

No issues.

regional_price_benchmark

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as zip_based_price_variance's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use zip_based_price_variance instead.confusable_pair
  • Minor
    Its description is nearly the same as specialty_price_benchmark's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use specialty_price_benchmark instead.confusable_pair

specialty_price_benchmark

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as zip_based_price_variance's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use zip_based_price_variance instead.confusable_pair
  • Minor
    Its description is nearly the same as regional_price_benchmark's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use regional_price_benchmark instead.confusable_pair
  • Minor
    Its description is nearly the same as price_recommendation_engine's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use price_recommendation_engine instead.confusable_pair
  • Minor
    Its description is nearly the same as market_price_distribution_model's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use market_price_distribution_model instead.confusable_pair

treatment_cost_comparator

57 / 100Cloudy

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

No issues.

zip_based_price_variance

57 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
25 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as regional_price_benchmark's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use regional_price_benchmark instead.confusable_pair
  • Minor
    Its description is nearly the same as specialty_price_benchmark's (similarity 0.84); only the names and schemas tell them apart. Say in this description when to use specialty_price_benchmark instead.confusable_pair
  • Minor
    Its description is nearly the same as market_price_distribution_model's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use market_price_distribution_model instead.confusable_pair
  • Minor
    Its description is nearly the same as price_recommendation_engine's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use price_recommendation_engine instead.confusable_pair

watch_appeal_outcome

58 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
8 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: tracking_id, timeout_seconds.param_no_description

submit_denial_letter

59 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Minor
    Arguments without a description: cpt_code, amount, days_to_resolution.param_no_description
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

format_medigami_citation

60 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as verify_mcp_response's (similarity 0.95); only the names and schemas tell them apart. Say in this description when to use verify_mcp_response instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    The description says the tool is deprecated. Name the replacement, and consider taking the tool out of tools/list: models avoid it when asked for what it does.deprecated

get_appeal_deadline

60 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10

No issues.

lookup_cpt

60 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    Says nothing about what it returns.no_return_info
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

lookup_npi

62 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

decode_denial

63 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10

No issues.

format_citation

65 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

verify_dea_authorization

66 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
0 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    Says nothing about what it returns.no_return_info

lookup_icd10

67 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

medigami_rate

67 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as medigami_roast's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use medigami_roast instead.confusable_pair

medigami_roast

70 / 100Clear

Purpose
20 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Minor
    Its description is nearly the same as medigami_rate's (similarity 0.80); only the names and schemas tell them apart. Say in this description when to use medigami_rate instead.confusable_pair

medigami_deadline

72 / 100Clear

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10

No issues.

medigami_odds

72 / 100Clear

Purpose
17 / 20
When to use
5 / 20
Arguments
23 / 25
Return value
15 / 15
Constraints and side effects
7 / 10
Examples
5 / 10

No issues.

generate_appeal_letter

75 / 100Clear

Purpose
20 / 20
When to use
15 / 20
Arguments
23 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
10 / 10
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

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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