# AgentBazaar (tech.agentbazaar/marketplace): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/tech.agentbazaar%2Fmarketplace/versions/latest)
- Connected to: https://agentbazaar.tech/mcp
- Homepage: https://agentbazaar.tech/
- Scoring rules: v2
- Tools: 33
- Average: 29.2 / 100 (Rain)
- Near-identical pairs: 1

This page shows how AgentBazaar (tech.agentbazaar/marketplace)'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

- Minor: 33 tools. Above 25, models start to tell tools apart less well.
- 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.

## Tools

- `browse_store`: 6 / 100
  - Major: The description only restates the name (4 words).
  - Major: The description is too short (4 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q.
  - Minor: String arguments with no constraint or example: q.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `get_agent`: 9 / 100
  - Major: The description only restates the name (6 words).
  - Major: The description is too short (6 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: agent_id.
  - Minor: String arguments with no constraint or example: agent_id.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `memory_get`: 9 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: key.
  - Minor: String arguments with no constraint or example: key.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `memory_set`: 9 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: key, value.
  - Minor: String arguments with no constraint or example: key.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `search_capabilities`: 9 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: q.
  - Minor: String arguments with no constraint or example: q.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `set_trigger`: 9 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: custom_agent_id, trigger_type, config.
  - Minor: String arguments with no constraint or example: custom_agent_id, trigger_type.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.
- `upload_dataset`: 9 / 100
  - Major: The description only restates the name (4 words).
  - Major: The description is too short (4 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: capability, content.
  - Minor: String arguments with no constraint or example: capability.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `upload_prompt`: 9 / 100
  - Major: The description only restates the name (3 words).
  - Major: The description is too short (3 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: capability, content.
  - Minor: String arguments with no constraint or example: capability, content.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `use_prompt`: 9 / 100
  - Major: The description only restates the name (5 words).
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: capability, variables, input.
  - Minor: String arguments with no constraint or example: capability, input.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `multimodal`: 13 / 100
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: task, image_url.
  - Minor: String arguments with no constraint or example: task, image_url.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `session_execute`: 13 / 100
  - Major: The description is too short (4 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: session_id, input.
  - Minor: String arguments with no constraint or example: session_id, input.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `society_leave`: 13 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: agent_name, agent_key.
  - Minor: String arguments with no constraint or example: agent_name, agent_key.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `execute_model`: 16 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: model, input, provider.
  - Minor: String arguments with no constraint or example: model, input, provider.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `export_agent`: 16 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: agent_id.
  - Minor: String arguments with no constraint or example: agent_id.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `sell_auto`: 17 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, description, capabilities.
  - Minor: String arguments with no constraint or example: name, description.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `execute_chain`: 18 / 100
  - Major: The description is too short (5 words).
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: steps.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `register_agent`: 23 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: name, type, capabilities.
  - Minor: String arguments with no constraint or example: name, type.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `society_status`: 28 / 100
  - Major: Arguments without a description: agent_name, agent_key.
  - Minor: String arguments with no constraint or example: agent_name, agent_key.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `list_categories`: 31 / 100
  - Major: The description only restates the name (2 words).
  - Major: The description is too short (2 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `chat_agent`: 32 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: custom_agent_id, message.
  - Minor: String arguments with no constraint or example: custom_agent_id, message.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.
- `smart_invoke`: 34 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: agent_id, capability, input, dry_run, confirmed_agent_id.
  - Minor: String arguments with no constraint or example: agent_id, capability, input, confirmed_agent_id.
  - Minor: The meaning of the boolean argument dry_run is unclear.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `agent_publish`: 35 / 100
  - Major: Arguments without a description: agent_id.
  - Minor: String arguments with no constraint or example: agent_id.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: agent_id. Name the tool or the place that returns it, or models look it up first.
- `get_stats`: 35 / 100
  - Major: The description is too short (2 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `run_agent`: 35 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: custom_agent_id, input.
  - Minor: String arguments with no constraint or example: custom_agent_id, input.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - Minor: Required identifiers whose description does not say where the value comes from: custom_agent_id. Name the tool or the place that returns it, or models look it up first.
- `market_respond`: 42 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: result.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
  - 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.
- `list_data_apis`: 47 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `society_respond`: 53 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: agent_key.
  - Minor: String arguments with no constraint or example: agent_key.
  - Minor: Required identifiers whose description does not say where the value comes from: cycle_id. Name the tool or the place that returns it, or models look it up first.
- `call_data_api`: 61 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: id. Name the tool or the place that returns it, or models look it up first.
- `invoke`: 62 / 100
  - Minor: No constraints, side effects, auth or rate limits described, and no annotations.
- `public_data`: 62 / 100
  - Minor: Arguments without a description: latest_only.
  - Minor: The meaning of the boolean argument latest_only is unclear.
- `society_join`: 63 / 100
  - Minor: String arguments with no constraint or example: description.
- `get_answer`: 65 / 100
- `beyond_obvious`: 70 / 100

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