Council of AI GSPC: tool descriptions scored ai.councilof/gspc

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

Scores, issues and names only

This page shows how Council of AI GSPC (ai.councilof/gspc)'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/ai.councilof/gspc

Average score: 60.9 / 100Cloudy
Tools: 53
Near-identical descriptions: 561

Across the server

Major
53 tools. Above 40, models choose less accurately.too_many_tools
Minor
561 pairs with nearly the same description in all; the top 12 are shown.confusable_pair_total
Major
36 tools repeat the same note (31 words). Say it once in the server's instructions, and let each description say what only that tool does. The note does not count toward the tools' scores.repeated_note

Tools whose descriptions are nearly the same

12 of 561 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
axis_governance	axis_safety	0.92	0.33
axis_governance	axis_provenance	0.92	0.33
axis_governance	axis_continuity	0.92	0.33
axis_governance	axis_conformance	0.92	0.33
axis_governance	axis_openness	0.92	0.33
axis_governance	axis_machinery-conformity	0.92	0.25
axis_governance	axis_care	0.92	0.33
axis_governance	axis_cross-reality	0.92	0.25
axis_governance	axis_detector-interop	0.92	0.25
axis_governance	axis_art5-safeguard	0.92	0.25
axis_governance	axis_swarm	0.92	0.33
axis_governance	axis_affect	0.92	0.33

Tools

get_card

55 / 100Cloudy

Purpose: 20 / 20
When to use: 0 / 20
Arguments: 20 / 25
Return value: 8 / 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

axis_affect

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_ai-adoption-components

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_art5-safeguard

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_care

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_claim-maintenance

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_company-practice

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_conformance

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_continuity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_cross-reality

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_custody-disclosure

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_detector-interop

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_distribution-integrity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_effect-binding

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_governance

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_safety's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_safety instead.confusable_pair
Minor
Its description is nearly the same as axis_provenance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_provenance instead.confusable_pair
Minor
Its description is nearly the same as axis_continuity's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_continuity instead.confusable_pair
Minor
Its description is nearly the same as axis_conformance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_conformance instead.confusable_pair
Minor
Its description is nearly the same as axis_openness's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_openness instead.confusable_pair
Minor
Its description is nearly the same as axis_machinery-conformity's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_machinery-conformity instead.confusable_pair
Minor
Its description is nearly the same as axis_care's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_care instead.confusable_pair
Minor
Its description is nearly the same as axis_cross-reality's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_cross-reality instead.confusable_pair
Minor
Its description is nearly the same as axis_detector-interop's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_detector-interop instead.confusable_pair
Minor
Its description is nearly the same as axis_art5-safeguard's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_art5-safeguard instead.confusable_pair
Minor
Its description is nearly the same as axis_swarm's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_swarm instead.confusable_pair
Minor
Its description is nearly the same as axis_affect's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_affect instead.confusable_pair

axis_harness-fidelity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_humanoid-deployment

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_humanoid-labour-index

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_interop-conformance

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_interpretability-reproducibility

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_jail

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_lab-practice

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_labour-components

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_machinery-conformity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_measurer-integrity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_openness

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_provenance

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_provenance-controls

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_regulator-transparency

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_regulatory-framework

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_reserve-attestation

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_safety

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_serving-fidelity

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

axis_swarm

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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
Minor
Its description is nearly the same as axis_governance's (similarity 0.92); only the names and schemas tell them apart. Say in this description when to use axis_governance instead.confusable_pair

axis_watchdog-ingest

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 25 / 25
Return value: 8 / 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

get_axis

57 / 100Cloudy

Purpose: 17 / 20
When to use: 0 / 20
Arguments: 20 / 25
Return value: 8 / 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_inclusion

60 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 20 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

commission_card

64 / 100Cloudy

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

No issues.

rwa_evidence

64 / 100Cloudy

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

No issues.

x402_trust

65 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 7 / 10
Examples: 0 / 10

No issues.

art50_marking_evidence

67 / 100Cloudy

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

Minor
No `required` list, so every argument is optional.no_required

evidence_bundle

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

No issues.

verify_capsule

67 / 100Cloudy

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

mcp_trust

68 / 100Cloudy

Purpose: 20 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

No issues.

evidence_bundle_preview

69 / 100Cloudy

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

No issues.

list_cards

69 / 100Cloudy

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

Minor
No `required` list, so every argument is optional.no_required

measurement_index

70 / 100Clear

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

No issues.

route

70 / 100Clear

Purpose: 17 / 20
When to use: 15 / 20
Arguments: 8 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Major
Arguments without a description: needs_write, candidates[].id, candidates[].kind, candidates[].provider, candidates[].model, candidates[].region, candidates[].cost_declared, candidates[].latency_declared_ms, candidates[].read_only, candidates[].destructive, candidates[].paid, candidates[].data_class_allowed, policy.presets, policy.forbid_providers, policy.allow_kinds, policy.confirm_destructive, policy.caller_wallet, objective, objective.weights, objective.weights.quality, objective.weights.cost, objective.weights.latency.param_no_description
Minor
String arguments with no constraint or example: candidates[].id, candidates[].provider, candidates[].model, candidates[].region.loose_string_param
Minor
No `required` list, so every argument is optional.no_required
Minor
The meaning of the boolean argument needs_write is unclear.vague_boolean
Minor
The meaning of the boolean argument candidates[].read_only is unclear.vague_boolean
Minor
The meaning of the boolean argument candidates[].destructive is unclear.vague_boolean
Minor
The meaning of the boolean argument candidates[].paid is unclear.vague_boolean
Minor
The meaning of the boolean argument policy.confirm_destructive is unclear.vague_boolean
Minor
The meaning of the boolean argument policy.caller_wallet is unclear.vague_boolean

board_totals

71 / 100Clear

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 22 / 25
Return value: 15 / 15
Constraints and side effects: 7 / 10
Examples: 5 / 10

Minor
No `required` list, so every argument is optional.no_required

receipts_batch

74 / 100Clear

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

No issues.

get_root

75 / 100Clear

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

No issues.

server_evidence

75 / 100Clear

Purpose: 17 / 20
When to use: 5 / 20
Arguments: 25 / 25
Return value: 8 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

verify_card

82 / 100Clear

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

No issues.

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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