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

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/co.colossalcapital%2Fobvect/versions/latest)
- Connected to: https://mcp.colossalcapital.co/mcp
- Scoring rules: v2
- Tools: 24
- Average: 46.1 / 100 (Cloudy)
- Near-identical pairs: 1

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.

## Across the server

No server-wide issues.

## Tools

- `remove_llm_key`: 26 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: provider, scope.
  - Minor: String arguments with no constraint or example: provider.
- `test_llm_key`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: provider, api_key.
  - Minor: String arguments with no constraint or example: provider, api_key.
- `corpus_outcome`: 37 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: item_id, domain, success, note.
  - Minor: String arguments with no constraint or example: item_id, domain.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument success is unclear.
  - 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.
- `check_heartbeat_monitors`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: entity_id, trigger_check.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument trigger_check is unclear.
- `get_research_basis`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: interaction_id.
  - Minor: No `required` list, so every argument is optional.
- `register_agent`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, ed25519_pubkey, operator_contact, intended_use.
  - Minor: String arguments with no constraint or example: name, ed25519_pubkey.
  - Minor: The description mentions none of its 3 or more arguments.
- `search_corpus`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: query, stack_layer, technology, limit.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `corpus_domains`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: product.
  - Minor: No `required` list, so every argument is optional.
- `corpus_item`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: item_id.
  - Minor: String arguments with no constraint or example: item_id.
  - 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.
- `draft_deployment_plan`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: workspace_id, source_repo, environment, derived_from_ticket, cicd_provider.
  - Minor: String arguments with no constraint or example: workspace_id, source_repo.
  - Minor: The description mentions none of its 3 or more arguments.
  - 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.
- `read_corpus_item`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: entry_id.
  - Minor: String arguments with no constraint or example: entry_id.
  - 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.
- `analyze_repo`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: repo_path, entity_id, interaction_id.
  - Minor: String arguments with no constraint or example: repo_path.
  - Minor: The description mentions none of its 3 or more arguments.
- `claim_agent`: 45 / 100
  - Major: Arguments without a description: agent_id, claimant_entity_id, signature, scopes, workspace_scope.
  - Minor: String arguments with no constraint or example: agent_id, claimant_entity_id, signature.
  - 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.
- `search_skillfiles`: 45 / 100
  - Major: Arguments without a description: query, persona.
  - Minor: No `required` list, so every argument is optional.
- `corpus_route`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: task, domain.
  - Minor: String arguments with no constraint or example: task.
- `fetch_hitl_items`: 48 / 100
  - Major: Arguments without a description: status, category.
  - Minor: No `required` list, so every argument is optional.
- `generate_cicd_workflow`: 48 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: repo_path, provider, tier, build_command, test_command, deploy_enabled, deploy_environment.
  - Minor: String arguments with no constraint or example: repo_path, provider.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: The meaning of the boolean argument deploy_enabled is unclear.
- `register_org`: 52 / 100
  - Major: Arguments without a description: name, contact_email, contact_name, industry.
  - Minor: String arguments with no constraint or example: name, contact_email.
  - Minor: The description mentions none of its 3 or more arguments.
- `register_account`: 53 / 100
  - Major: Arguments without a description: email, name, intended_tier, use_case, captcha_token.
  - Minor: String arguments with no constraint or example: email, name.
  - Minor: The description mentions none of its 3 or more arguments.
- `set_llm_key`: 53 / 100
  - Major: Arguments without a description: provider, api_key, scope, validate.
  - Minor: String arguments with no constraint or example: provider, api_key.
  - Minor: The meaning of the boolean argument validate is unclear.
- `get_public_capabilities`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_llm_providers`: 60 / 100
  - Major: Says nothing about when to use it, or when not to.
- `get_onboarding_guide`: 64 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_llm_keys`: 67 / 100

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