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ColossalCapital — Akashic Corpus & Agentic Platform: tool descriptions scored co.colossalcapital/obvect

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

Scores, issues and names only

This page shows how ColossalCapital — Akashic Corpus & Agentic Platform (co.colossalcapital/obvect)'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/co.colossalcapital/obvect
Average score
46.1 / 100Cloudy
Tools
24
Near-identical descriptions
1

Across the server

Tools whose descriptions are nearly the same

1 of 1 pairs shown, highest description similarity first.
ToolToolDescription similarityName similarity
read_corpus_itemcorpus_item0.530.67

Tools

remove_llm_key

26 / 100Rain

Purpose
6 / 20
When to use
0 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    The description only restates the name (9 words).restates_name
  • Major
    Says nothing about when to use it, or when not to.no_usage_context
  • Major
    Arguments without a description: provider, scope.param_no_description
  • Minor
    String arguments with no constraint or example: provider.loose_string_param

test_llm_key

35 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 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
  • Major
    Arguments without a description: provider, api_key.param_no_description
  • Minor
    String arguments with no constraint or example: provider, api_key.loose_string_param

corpus_outcome

37 / 100Rain

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: item_id, domain, success, note.param_no_description
  • Minor
    String arguments with no constraint or example: item_id, domain.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 success is unclear.vague_boolean
  • Minor
    Required identifiers whose description does not say where the value comes from: item_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

check_heartbeat_monitors

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: entity_id, trigger_check.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The meaning of the boolean argument trigger_check is unclear.vague_boolean

get_research_basis

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: interaction_id.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

register_agent

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: name, ed25519_pubkey, operator_contact, intended_use.param_no_description
  • Minor
    String arguments with no constraint or example: name, ed25519_pubkey.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

search_corpus

40 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: query, stack_layer, technology, limit.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

corpus_domains

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: product.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

corpus_item

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 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
  • Major
    Arguments without a description: item_id.param_no_description
  • Minor
    Its description is nearly the same as read_corpus_item's (similarity 0.53); only the names and schemas tell them apart. Say in this description when to use read_corpus_item instead.confusable_pair
  • Minor
    String arguments with no constraint or example: item_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: item_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

draft_deployment_plan

42 / 100Cloudy

Purpose
14 / 20
When to use
0 / 20
Arguments
6 / 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
  • Major
    Arguments without a description: workspace_id, source_repo, environment, derived_from_ticket, cicd_provider.param_no_description
  • Minor
    String arguments with no constraint or example: workspace_id, source_repo.loose_string_param
  • 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: workspace_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

read_corpus_item

42 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
3 / 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
  • Major
    Arguments without a description: entry_id.param_no_description
  • Minor
    Its description is nearly the same as corpus_item's (similarity 0.53); only the names and schemas tell them apart. Say in this description when to use corpus_item instead.confusable_pair
  • Minor
    String arguments with no constraint or example: entry_id.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: entry_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

analyze_repo

45 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
6 / 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
  • Major
    Arguments without a description: repo_path, entity_id, interaction_id.param_no_description
  • Minor
    String arguments with no constraint or example: repo_path.loose_string_param
  • Minor
    The description mentions none of its 3 or more arguments.params_not_in_description

claim_agent

45 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: agent_id, claimant_entity_id, signature, scopes, workspace_scope.param_no_description
  • Minor
    String arguments with no constraint or example: agent_id, claimant_entity_id, signature.loose_string_param
  • Minor
    Required identifiers whose description does not say where the value comes from: agent_id, claimant_entity_id. Name the tool or the place that returns it, or models look it up first.id_source_missing

search_skillfiles

45 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 10
  • Major
    Arguments without a description: query, persona.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

corpus_route

47 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
5 / 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
  • Major
    Arguments without a description: task, domain.param_no_description
  • Minor
    String arguments with no constraint or example: task.loose_string_param

fetch_hitl_items

48 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Arguments without a description: status, category.param_no_description
  • Minor
    No `required` list, so every argument is optional.no_required

generate_cicd_workflow

48 / 100Cloudy

Purpose
20 / 20
When to use
0 / 20
Arguments
6 / 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
  • Major
    Arguments without a description: repo_path, provider, tier, build_command, test_command, deploy_enabled, deploy_environment.param_no_description
  • Minor
    String arguments with no constraint or example: repo_path, provider.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 deploy_enabled is unclear.vague_boolean

register_org

52 / 100Cloudy

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

register_account

53 / 100Cloudy

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

set_llm_key

53 / 100Cloudy

Purpose
20 / 20
When to use
5 / 20
Arguments
5 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
5 / 10
  • Major
    Arguments without a description: provider, api_key, scope, validate.param_no_description
  • Minor
    String arguments with no constraint or example: provider, api_key.loose_string_param
  • Minor
    The meaning of the boolean argument validate is unclear.vague_boolean

get_public_capabilities

54 / 100Cloudy

Purpose
14 / 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

list_llm_providers

60 / 100Cloudy

Purpose
17 / 20
When to use
0 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
10 / 10
Examples
0 / 10
  • Major
    Says nothing about when to use it, or when not to.no_usage_context

get_onboarding_guide

64 / 100Cloudy

Purpose
17 / 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

list_llm_keys

67 / 100Cloudy

Purpose
17 / 20
When to use
10 / 20
Arguments
25 / 25
Return value
8 / 15
Constraints and side effects
7 / 10
Examples
0 / 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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