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a2a2p — Agent-to-Agent-to-Physical: tool descriptions scored com.a2a2p/a2a2p

tools/list taken
(UTC)
From
Official MCP Registry
Connected to
https://a2a2p.com/mcp
Homepage
a2a2p.com
Repository
github.com/Deadlypillow/a2a2p
Scoring rules
v2
Removal
support@forecall.dev
Score this URL as it is today

Scores, issues and names only

This page shows how a2a2p — Agent-to-Agent-to-Physical (com.a2a2p/a2a2p)'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.a2a2p/a2a2p
Average score
52.2 / 100Cloudy
Tools
34
Near-identical descriptions
15

Across the server

  • Minor
    34 tools. Above 25, models start to tell tools apart less well.many_tools
  • Minor
    15 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
  • Minor
    The server's instructions are 7915 characters. Claude Code reads only the first 2,048 by default (Codex 0.154.0 reads them whole). Put what the server is for first.instructions_long

Tools whose descriptions are nearly the same

12 of 15 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
open_co_invention_sessionfollow_co_invention_session0.960.60
follow_co_invention_sessionfeed_co_invention_session0.960.60
follow_co_invention_sessiondecide_co_invention_session0.960.60
follow_co_invention_sessionsteer_co_invention_session0.960.60
follow_co_invention_sessionend_co_invention_session0.960.60
open_co_invention_sessionfeed_co_invention_session0.930.60
open_co_invention_sessiondecide_co_invention_session0.930.60
open_co_invention_sessionsteer_co_invention_session0.930.60
open_co_invention_sessionend_co_invention_session0.930.60
feed_co_invention_sessiondecide_co_invention_session0.930.60
feed_co_invention_sessionsteer_co_invention_session0.930.60
feed_co_invention_sessionend_co_invention_session0.930.60

Tools

validate_rectangular_beam_section_derivation

36 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
8 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: input, input.purpose, input.model, input.load_n, input.span_mm, input.section_width_mm, input.elastic_modulus_gpa, input.max_deflection_mm, input.allowable_stress_mpa, input.manufacturing_increment_mm, input.max_deflection_mm, input.allowable_stress_mpa, receipt, receipt.contract, receipt.contract_version, receipt.state, receipt.purpose, receipt.binding, receipt.derivation, receipt.candidate, receipt.verification, receipt.assumptions, receipt.claim_limits, receipt.next, receipt.external_effects, receipt.authority, receipt.screening, receipt.screening.verdict, receipt.screening.stage, receipt.screening.policy_version, receipt.screening.categories, receipt.screening.flags, receipt.screening.requires_human_review_before_external_action.param_no_description
  • Minor
    String arguments with no constraint or example: receipt.purpose.loose_string_param
  • Minor
    The meaning of the boolean argument receipt.screening.requires_human_review_before_external_action is unclear.vague_boolean
  • Minor
    The name is long (44 characters).long_name

derive_rectangular_beam_section

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: purpose, model, load_n, span_mm, section_width_mm, elastic_modulus_gpa, max_deflection_mm, allowable_stress_mpa, manufacturing_increment_mm, max_deflection_mm, allowable_stress_mpa.param_no_description

feed_co_invention_session

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: session_id, follow_token, actor, concepts, concepts[].title, concepts[].material, concepts[].derivedFrom.param_no_description
  • Minor
    Its description is nearly the same as follow_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use follow_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as open_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use open_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as decide_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use decide_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as steer_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use steer_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as end_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use end_co_invention_session instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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

prepare_simulation_study

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: source, candidate_ids, objectives, hard_constraints, experiments.param_no_description
  • Minor
    Required identifiers whose description does not say where the value comes from: candidate_ids. Name the tool or the place that returns it, or models look it up first.id_source_missing

steer_co_invention_session

38 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: session_id, follow_token, actor, revision, direction.param_no_description
  • Minor
    Its description is nearly the same as follow_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use follow_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as open_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use open_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as feed_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use feed_co_invention_session instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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

decide_co_invention_session

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: session_id, follow_token, actor, concept_id, version, decision, reason.param_no_description
  • Minor
    Its description is nearly the same as follow_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use follow_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as open_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use open_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as feed_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use feed_co_invention_session instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • Minor
    Required identifiers whose description does not say where the value comes from: session_id, concept_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

end_co_invention_session

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: session_id, follow_token, actor, revision, reason.param_no_description
  • Minor
    Its description is nearly the same as follow_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use follow_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as open_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use open_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as feed_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use feed_co_invention_session instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description
  • 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

follow_co_invention_session

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: session_id, follow_token.param_no_description
  • Minor
    Its description is nearly the same as open_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use open_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as feed_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use feed_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as decide_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use decide_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as steer_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use steer_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as end_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use end_co_invention_session instead.confusable_pair
  • 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

open_co_invention_session

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: idea, domain, agent, agent.name, agent.platform, open_key.param_no_description
  • Minor
    Its description is nearly the same as follow_co_invention_session's (similarity 0.96); only the names and schemas tell them apart. Say in this description when to use follow_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as feed_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use feed_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as decide_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use decide_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as steer_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use steer_co_invention_session instead.confusable_pair
  • Minor
    Its description is nearly the same as end_co_invention_session's (similarity 0.93); only the names and schemas tell them apart. Say in this description when to use end_co_invention_session instead.confusable_pair
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

qualify_specification_exchange_need

41 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: candidate_lane, buyer, buyer.organization, buyer.role, need, need.business_purpose, need.current_need, need.current_approach, need.why_catalog_is_not_enough, need.catalog_selection_is_sufficient, need.component_state, need.components, need.components[].name, need.components[].part_number, need.components[].dimensions, need.operating_environment, need.quantity, need.needed_by, need.manufacturing_budget_usd, need.measurable_use_test, scope, scope.low_voltage, scope.life_safety, scope.medical, scope.hazardous_location, scope.surveillance_of_people, scope.certification_required_before_use, authority, authority.can_approve_specification, authority.can_authorize_supplier_order, authority.can_authorize_spending, commercial, commercial.accepts_run_charge_terms, contact, contact.permission_for_this_submission, contact.return_channel, evidence, evidence.unaffiliated_outside_submission.param_no_description
  • Minor
    The meaning of the boolean argument need.current_need is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument need.catalog_selection_is_sufficient is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.low_voltage is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.life_safety is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.medical is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.hazardous_location is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.surveillance_of_people is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument scope.certification_required_before_use is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument authority.can_approve_specification is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument authority.can_authorize_supplier_order is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument authority.can_authorize_spending is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument commercial.accepts_run_charge_terms is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument contact.permission_for_this_submission is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument evidence.unaffiliated_outside_submission is unclear.vague_boolean

validate_rectangular_beam_section_design_space

41 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
8 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: input, input.purpose, input.model, input.load_n, input.span_mm, input.elastic_modulus_gpa, input.max_deflection_mm, input.allowable_stress_mpa, input.manufacturing_increment_mm, input.max_deflection_mm, input.allowable_stress_mpa, receipt, receipt.contract, receipt.contract_version, receipt.state, receipt.purpose, receipt.binding, receipt.declared_design_space, receipt.candidates, receipt.comparison, receipt.decision, receipt.claim_limits, receipt.external_effects, receipt.authority, receipt.screening, receipt.screening.verdict, receipt.screening.stage, receipt.screening.policy_version, receipt.screening.categories, receipt.screening.flags, receipt.screening.requires_human_review_before_external_action.param_no_description
  • Minor
    String arguments with no constraint or example: receipt.purpose.loose_string_param
  • Minor
    The meaning of the boolean argument receipt.screening.requires_human_review_before_external_action is unclear.vague_boolean
  • Minor
    The name is long (46 characters).long_name

validate_material_property_evidence

42 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
11 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: evidence.property, evidence.property.quantity, evidence.property.value, evidence.property.unit, evidence.material_state, evidence.material_state.name, evidence.material_state.grade, evidence.material_state.condition, evidence.material_state.product_form, evidence.applicability, evidence.applicability.orientation, evidence.applicability.manufacturing_process, evidence.basis, evidence.basis.class, evidence.basis.method, evidence.basis.uncertainty, evidence.basis.uncertainty.kind, evidence.basis.uncertainty.value, evidence.source, evidence.source.kind, evidence.source.id, evidence.source.version, evidence.source.checked_at, evidence.source.refresh_after, evidence.source.excerpt.param_no_description

validate_actualization_plan

45 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: case, result, plan.contract, plan.contract_version, plan.source, plan.outcome, plan.decisions, plan.bought_components, plan.fabricated_parts, plan.assemblies, plan.interfaces, plan.verification_steps, plan.supplier_handoffs, plan.evidence, plan.assumptions, plan.unknowns, plan.authority, plan.authority.candidate_selection, plan.authority.requirement_mutation, plan.authority.engineering_validation, plan.authority.supplier_contact, plan.authority.provider_call, plan.authority.quote_request, plan.authority.order, plan.authority.payment, plan.authority.fabrication, correction_history, correction_history[].contract, correction_history[].contract_version, correction_history[].sequence, correction_history[].reason_code, correction_history[].field, correction_history[].action, correction_history[].rejected_plan_digest, correction_history[].previous_entry_digest, correction_history[].entry_digest.param_no_description

plan_material_evidence_promotion

46 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: observation, observation.contract, observation.contract_version, observation.state, observation.license, observation.observation_id, observation.source, observation.source.publisher, observation.source.document_id, observation.source.title, observation.source.landing_url, observation.source.download_url, observation.source.media_type, observation.source.bytes, observation.source.sha256, observation.source.pdf_page, observation.source.embedded_record, observation.source.embedded_record.system, observation.source.embedded_record.record, observation.source.embedded_record.printed_on, observation.source.embedded_record.source_figure, observation.source.embedded_record.heading, observation.source.retrieval, observation.source.retrieval.retrieved_at, observation.source.retrieval.file_signature_verified, observation.source.retrieval.document_bytes_verified, observation.source.retrieval.observed_page_text_extracted, observation.source.retrieval.runtime_retrieval, observation.reported_claim, observation.reported_claim.quantity, observation.reported_claim.value, observation.reported_claim.unit, observation.reported_claim.orientation, observation.reported_claim.value_present_on_observed_page, observation.reported_claim.source_notation, observation.reported_claim.source_notation.value, observation.reported_claim.source_notation.unit, observation.reported_claim.material_state, observation.reported_claim.material_state.common_name, observation.reported_claim.material_state.condition, observation.reported_claim.material_state.product_form, observation.reported_claim.material_state.stated_basis, observation.reported_claim.material_state.thickness_range, observation.reported_claim.material_state.thickness_range.min, observation.reported_claim.material_state.thickness_range.max, observation.reported_claim.material_state.thickness_range.unit, observation.reported_claim.material_state.specifications, observation.applicability, observation.applicability.established, observation.applicability.not_established, observation.applicability.simulation_eligible, observation.applicability.reason, observation.claim_limits, observation.claim_limits.source_document_identity_verified, observation.claim_limits.reported_value_transcribed, observation.claim_limits.source_claim_independently_reproduced, observation.claim_limits.independent_physical_measurement, observation.claim_limits.actual_material_identity_verified, observation.claim_limits.temperature_applicability_established, observation.claim_limits.design_allowable_claimed, observation.claim_limits.engineering_validation, observation.claim_limits.design_certification, observation.claim_limits.physical_truth, observation.source_caveat, observation.authority, observation.authority.candidate_selection, observation.authority.engineering_validation, observation.authority.design_certification, observation.authority.safety_approval, observation.authority.supplier_contact, observation.authority.order, observation.authority.payment, observation.authority.fabrication, target, target.property, target.property.quantity, target.property.value, target.property.unit, target.material_state, target.material_state.name, target.material_state.grade, target.material_state.condition, target.material_state.product_form, target.applicability, target.applicability.temperature_c, target.applicability.orientation, target.applicability.manufacturing_process.param_no_description
  • Minor
    The meaning of the boolean argument observation.source.retrieval.file_signature_verified is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.source.retrieval.document_bytes_verified is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.source.retrieval.observed_page_text_extracted is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.source.retrieval.runtime_retrieval is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.reported_claim.value_present_on_observed_page is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.claim_limits.source_document_identity_verified is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument observation.claim_limits.reported_value_transcribed is unclear.vague_boolean

upload_design_file

46 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
24 / 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

run_bounded_simulation_study

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: study.param_no_description

translate_materials_project_elasticity

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: material_id, retrieval, response, response.data, response.data[].builder_meta, response.data[].builder_meta.emmet_version, response.data[].builder_meta.pymatgen_version, response.data[].builder_meta.run_id, response.data[].builder_meta.batch_id, response.data[].builder_meta.database_version, response.data[].builder_meta.build_date, response.data[].builder_meta.license, response.data[].material_id, response.data[].formula_pretty, response.data[].deprecated, response.data[].deprecation_reasons, response.data[].last_updated, response.data[].warnings, response.data[].bulk_modulus, response.data[].bulk_modulus.voigt, response.data[].bulk_modulus.reuss, response.data[].bulk_modulus.vrh, response.data[].shear_modulus, response.data[].shear_modulus.voigt, response.data[].shear_modulus.reuss, response.data[].shear_modulus.vrh, response.data[].universal_anisotropy, response.data[].homogeneous_poisson, response.data[].fitting_method, response.data[].state, response.errors, response.meta, response.meta.api_version, response.meta.time_stamp, response.meta.total_doc, refresh_after.param_no_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
  • Minor
    Required identifiers whose description does not say where the value comes from: material_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

validate_simulation_study_result

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
10 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: study, result.param_no_description

prepare_derived_beam_simulation

49 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
11 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: derivation_input, derivation_input.purpose, derivation_input.model, derivation_input.load_n, derivation_input.span_mm, derivation_input.section_width_mm, derivation_input.elastic_modulus_gpa, derivation_input.max_deflection_mm, derivation_input.allowable_stress_mpa, derivation_input.manufacturing_increment_mm, derivation_input.max_deflection_mm, derivation_input.allowable_stress_mpa, derivation_receipt, derivation_receipt.contract, derivation_receipt.contract_version, derivation_receipt.state, derivation_receipt.purpose, derivation_receipt.binding, derivation_receipt.derivation, derivation_receipt.candidate, derivation_receipt.verification, derivation_receipt.assumptions, derivation_receipt.claim_limits, derivation_receipt.next, derivation_receipt.external_effects, derivation_receipt.authority, derivation_receipt.screening, derivation_receipt.screening.verdict, derivation_receipt.screening.stage, derivation_receipt.screening.policy_version, derivation_receipt.screening.categories, derivation_receipt.screening.flags, derivation_receipt.screening.requires_human_review_before_external_action, source_metadata, source_metadata.id, source_metadata.version, source_metadata.staleness, source_metadata.staleness.checked_at, source_metadata.staleness.refresh_after, objectives, objectives[].objective_id, objectives[].quantity, objectives[].unit, objectives[].direction, objectives[].priority, objectives[].proxy, objectives[].proxy.is_proxy, objectives[].proxy.target_requirement_id, objectives[].proxy.validity_domain, objectives[].proxy.divergence_regime, material_property_evidence.property, material_property_evidence.property.quantity, material_property_evidence.property.value, material_property_evidence.property.unit, material_property_evidence.material_state, material_property_evidence.material_state.name, material_property_evidence.material_state.grade, material_property_evidence.material_state.condition, material_property_evidence.material_state.product_form, material_property_evidence.applicability, material_property_evidence.applicability.orientation, material_property_evidence.applicability.manufacturing_process, material_property_evidence.basis, material_property_evidence.basis.class, material_property_evidence.basis.method, material_property_evidence.basis.uncertainty, material_property_evidence.basis.uncertainty.kind, material_property_evidence.basis.uncertainty.value, material_property_evidence.source, material_property_evidence.source.kind, material_property_evidence.source.id, material_property_evidence.source.version, material_property_evidence.source.checked_at, material_property_evidence.source.refresh_after, material_property_evidence.source.excerpt, physical_validation_plan, physical_validation_plan[].test_id, physical_validation_plan[].measured_quantity, physical_validation_plan[].unit, physical_validation_plan[].acceptance_criterion, physical_validation_plan[].authority_required.param_no_description
  • Minor
    String arguments with no constraint or example: derivation_receipt.purpose.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 derivation_receipt.screening.requires_human_review_before_external_action is unclear.vague_boolean
  • Minor
    The meaning of the boolean argument objectives[].proxy.is_proxy is unclear.vague_boolean

explore_rectangular_beam_sections

51 / 100Cloudy

Purpose
17 / 20
When to use
5 / 20
Arguments
11 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: purpose, model, load_n, span_mm, elastic_modulus_gpa, max_deflection_mm, allowable_stress_mpa, manufacturing_increment_mm, max_deflection_mm, allowable_stress_mpa.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

assess_supplier_fit

53 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
10 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
0 / 10
  • Major
    Arguments without a description: package_projection, package_projection.package_sha256, package_projection.process, package_projection.material, package_projection.stock_thickness_mm, package_projection.quantity, package_projection.size_x_mm, package_projection.size_y_mm, package_projection.design_file_format, package_projection.tolerance_class, package_projection.surface_finish, package_projection.ship_to_country, capability_declaration, import_observation.param_no_description
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

validate_domain_solutioning_result

53 / 100Cloudy

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

normalize_stl_units

54 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
9 / 25
Return value
15 / 15
Constraints and side effects
0 / 10
Examples
0 / 10
  • Major
    Arguments without a description: file_reference, file_reference.url, file_reference.format, file_reference.role, source_units, target_units, unit_evidence, unit_evidence.basis, unit_evidence.source_system, unit_evidence.source_revision, unit_evidence.export_operation, unit_evidence.statement, validation, validation.expected_bounding_box_mm, validation.expected_bounding_box_mm.x, validation.expected_bounding_box_mm.y, validation.expected_bounding_box_mm.z, validation.tolerance_mm.param_no_description
  • Minor
    String arguments with no constraint or example: file_reference.format, file_reference.role, source_units, target_units.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

prepare_reviewed_beam_simulation

59 / 100Cloudy

Purpose
17 / 20
When to use
15 / 20
Arguments
11 / 25
Return value
8 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Major
    Arguments without a description: simulation_handoff, candidate_id, requirement, source_metadata, source_metadata.id, source_metadata.version, source_metadata.staleness, source_metadata.staleness.checked_at, source_metadata.staleness.refresh_after, objectives, objectives[].objective_id, objectives[].quantity, objectives[].unit, objectives[].direction, objectives[].priority, objectives[].proxy, objectives[].proxy.is_proxy, objectives[].proxy.target_requirement_id, objectives[].proxy.validity_domain, objectives[].proxy.divergence_regime, physical_validation_plan, physical_validation_plan[].test_id, physical_validation_plan[].measured_quantity, physical_validation_plan[].unit, physical_validation_plan[].acceptance_criterion, physical_validation_plan[].authority_required, material_property_evidence.property, material_property_evidence.property.quantity, material_property_evidence.property.value, material_property_evidence.property.unit, material_property_evidence.material_state, material_property_evidence.material_state.name, material_property_evidence.material_state.grade, material_property_evidence.material_state.condition, material_property_evidence.material_state.product_form, material_property_evidence.applicability, material_property_evidence.applicability.orientation, material_property_evidence.applicability.manufacturing_process, material_property_evidence.basis, material_property_evidence.basis.class, material_property_evidence.basis.method, material_property_evidence.basis.uncertainty, material_property_evidence.basis.uncertainty.kind, material_property_evidence.basis.uncertainty.value, material_property_evidence.source, material_property_evidence.source.kind, material_property_evidence.source.id, material_property_evidence.source.version, material_property_evidence.source.checked_at, material_property_evidence.source.refresh_after, material_property_evidence.source.excerpt.param_no_description
  • Minor
    The meaning of the boolean argument objectives[].proxy.is_proxy is unclear.vague_boolean
  • Minor
    Required identifiers whose description does not say where the value comes from: candidate_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

request_provider_estimate

59 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
0 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param
  • Minor
    No constraints, side effects, auth or rate limits described, and no annotations.no_constraints

check_request_status

61 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
18 / 25
Return value
15 / 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

get_supply_options

64 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param

prepare_domain_solutioning_case

67 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param

request_physical_solution

67 / 100Cloudy

Purpose
20 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param

check_quote_job

68 / 100Cloudy

Purpose
20 / 20
When to use
15 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
5 / 10

No issues.

render_supplier_email_binding

70 / 100Clear

Purpose
20 / 20
When to use
10 / 20
Arguments
17 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
5 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, email_binding.accountable_principal, email_binding.principal_kind, email_binding.principal_domain, email_binding.from, email_binding.recipient, email_binding.reply_to_is_monitored, email_binding.reply_to_identifies_natural_person, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param
  • Minor
    The meaning of the boolean argument email_binding.reply_to_identifies_natural_person is unclear.vague_boolean

revise_requirement

78 / 100Clear

Purpose
20 / 20
When to use
20 / 20
Arguments
18 / 25
Return value
7 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: request_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

review_specification

82 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
17 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    The description is long (654 words). It helps selection but costs steps and tokens.too_long
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param

build_supplier_request_package

83 / 100Clear

Purpose
17 / 20
When to use
20 / 20
Arguments
18 / 25
Return value
15 / 15
Constraints and side effects
3 / 10
Examples
10 / 10
  • Minor
    Arguments without a description: intent.functional_requirements.load_case.section, intent.functional_requirements.thermal_range.min, intent.functional_requirements.thermal_range.max, intent.geometric_envelope.max_x, intent.geometric_envelope.max_y, intent.geometric_envelope.max_z, intent.budget_envelope.max, intent.budget_envelope.type, specification.design_files[].url, specification.design_files[].format, specification.design_files[].role, specification.sheet_stock.nominal_thickness_mm, specification.sheet_stock.ply_count, delivery.principal_kind, intent.param_no_description
  • Minor
    String arguments with no constraint or example: specification.design_files[].url, rejected_alternatives[].value.loose_string_param

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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