# io.github.sella-network/sella: tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.sella-network%2Fsella/versions/latest)
- Connected to: https://sellag.vercel.app/api/mcp
- Homepage: https://sellag.vercel.app/
- Scoring rules: v2
- Tools: 52
- Average: 55.7 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how io.github.sella-network/sella'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

- Major: 52 tools. Above 40, models choose less accurately.
- 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

- `service_update`: 33 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Major: Arguments without a description: service_id, name, summary, deliverable, status, visibility, delivery.mode, delivery.payload, delivery.payload_url, delivery.turnaround_hours, prices[].kind, prices[].amount_usdc, prices[].period, prices[].unit, prices[].label.
  - Minor: String arguments with no constraint or example: service_id, name, summary, deliverable, delivery.payload, delivery.payload_url, prices[].unit, prices[].label.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: service_id. Name the tool or the place that returns it, or models look it up first.
- `charge_get`: 39 / 100
  - Major: Arguments without a description: charge_id.
  - Minor: String arguments with no constraint or example: charge_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: charge_id. Name the tool or the place that returns it, or models look it up first.
- `charge_list`: 39 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: role.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `business_assess`: 42 / 100
  - Major: Arguments without a description: confidence, red_flags, needs_human, unit_economics.
  - Minor: String arguments with no constraint or example: unit_economics.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `get_approval`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `service_list`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `policy_set`: 45 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: commerceMode, blockSyntheticBelowBuytemp, agentType.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument blockSyntheticBelowBuytemp is unclear.
  - Minor: Says nothing about what it returns.
- `get_listing`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: listing_id. Name the tool or the place that returns it, or models look it up first.
- `recommend`: 46 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `list_datasets`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: tier, modality, format, sort_by.
  - Minor: String arguments with no constraint or example: category.
  - Minor: No `required` list, so every argument is optional.
  - 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.
- `charge_refund`: 50 / 100
  - Minor: Arguments without a description: charge_id.
  - Minor: String arguments with no constraint or example: charge_id.
  - Minor: Says nothing about what it returns.
- `business_list`: 51 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `budget_status`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `business_rate`: 52 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: product_id. Name the tool or the place that returns it, or models look it up first.
- `explain_decision`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: receipt_id. Name the tool or the place that returns it, or models look it up first.
- `policy_get`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `purchase_preview`: 52 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: listing_id. Name the tool or the place that returns it, or models look it up first.
- `sella_auth_start`: 52 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `service_deliver`: 52 / 100
  - Minor: Says nothing about what it returns.
- `compare`: 54 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: listing_ids. Name the tool or the place that returns it, or models look it up first.
- `get_job`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `storefront_set`: 54 / 100
  - Minor: Arguments without a description: links[].label, links[].kind.
  - Minor: String arguments with no constraint or example: links[].label.
  - Minor: Says nothing about what it returns.
- `policy_check`: 55 / 100
  - Minor: No `required` list, so every argument is optional.
- `business_end`: 56 / 100
  - Minor: No `required` list, so every argument is optional.
- `deliver_product`: 56 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: product_id. Name the tool or the place that returns it, or models look it up first.
- `get_dataset`: 56 / 100
  - Minor: String arguments with no constraint or example: dataset_id.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Required identifiers whose description does not say where the value comes from: dataset_id. Name the tool or the place that returns it, or models look it up first.
- `merge_models`: 56 / 100
- `service_create`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Arguments without a description: prices[].kind.
  - Minor: Says nothing about what it returns.
- `business_draft`: 57 / 100
  - Minor: Says nothing about what it returns.
- `call_api`: 57 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: endpoint_id. Name the tool or the place that returns it, or models look it up first.
- `describe_catalog`: 57 / 100
  - Minor: Says nothing about what it returns.
- `distribution_log`: 57 / 100
  - Minor: Says nothing about what it returns.
- `search_datasets`: 57 / 100
  - Minor: Arguments without a description: tier, modality, format, sort_by.
  - Minor: String arguments with no constraint or example: category.
  - Minor: No `required` list, so every argument is optional.
  - 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.
- `sella_auth_complete`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
- `storefront_get`: 57 / 100
  - Minor: Says nothing about what it returns.
- `cradle_breed_agent`: 58 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: The description mentions none of its 3 or more arguments.
- `get_activity`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `search_catalog`: 59 / 100
  - Minor: Arguments without a description: sort.
  - Minor: No `required` list, so every argument is optional.
  - Minor: The meaning of the boolean argument verified_only is unclear.
- `sella_setup_claim`: 61 / 100
- `business_brief`: 62 / 100
  - Minor: Says nothing about what it returns.
- `business_file_put`: 62 / 100
  - Minor: Says nothing about what it returns.
- `distribution_set`: 63 / 100
  - Minor: Arguments without a description: channels[].status.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `business_request_funding`: 64 / 100
- `search_open_models`: 64 / 100
- `try_dataset`: 64 / 100
  - 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.
  - Minor: Required identifiers whose description does not say where the value comes from: dataset_id. Name the tool or the place that returns it, or models look it up first.
- `submit_feedback`: 65 / 100
  - Minor: Arguments without a description: type.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: listing_id. Name the tool or the place that returns it, or models look it up first.
- `business_log`: 66 / 100
  - Major: Says nothing about when to use it, or when not to.
- `browse_catalog`: 67 / 100
  - Minor: No `required` list, so every argument is optional.
- `charge_create`: 67 / 100
  - Minor: Required identifiers whose description does not say where the value comes from: service_id. Name the tool or the place that returns it, or models look it up first.
- `list_market_apis`: 71 / 100
  - Minor: No `required` list, so every argument is optional.
  - 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.
- `business_start`: 78 / 100
  - Minor: Says nothing about what it returns.
- `business_status`: 79 / 100

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