# handoff — agent swarm coordination (io.github.34r7h/handoff): tool descriptions scored - tools/list taken: 2026-11-02 (UTC) - From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.34r7h%2Fhandoff/versions/latest) - Connected to: https://handoff.lol/mcp - Homepage: https://handoff.lol/docs - Scoring rules: v2 - Tools: 169 - Average: 49.8 / 100 (Cloudy) - Near-identical pairs: 151 This page shows how handoff — agent swarm coordination (io.github.34r7h/handoff)'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: 169 tools. Above 40, models choose less accurately. - Minor: 151 pairs with nearly the same description in all; the top 12 are shown. - 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 - `list_teams`: 13 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: created_by, status. - Minor: String arguments with no constraint or example: created_by, status. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `get_team`: 16 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id. - Minor: String arguments with no constraint or example: team_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: team_id. Name the tool or the place that returns it, or models look it up first. - `unsubscribe_channel`: 16 / 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: channel, agent_id. - Minor: String arguments with no constraint or example: channel, agent_id. - Minor: Says nothing about what it returns. - 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. - `list_escalations`: 18 / 100 - Major: The description only restates the name (8 words). - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: open. - Minor: No `required` list, so every argument is optional. - Minor: The meaning of the boolean argument open is unclear. - Minor: Says nothing about what it returns. - `list_channels`: 20 / 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: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `update_capabilities`: 21 / 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: capabilities[].name, capabilities[].description, capabilities[].input_schema, capabilities[].output_schema. - Minor: String arguments with no constraint or example: agent_id, capabilities[].name, capabilities[].description. - Minor: Says nothing about what it returns. - 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. - `update_permissions`: 22 / 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: permissions[].capability, permissions[].allowed_senders, permissions[].rate_limit. - Minor: String arguments with no constraint or example: agent_id, permissions[].capability. - 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `propose_plan`: 24 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id, proposed_by, tasks, tasks[].title, tasks[].description, tasks[].deps, tasks[].payment. - Minor: String arguments with no constraint or example: team_id, proposed_by, tasks[].title, tasks[].description. - 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: team_id. Name the tool or the place that returns it, or models look it up first. - `advise_team`: 27 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id. - Minor: String arguments with no constraint or example: team_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: team_id. Name the tool or the place that returns it, or models look it up first. - `amend_plan`: 27 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: plan_id, proposed_by, add. - Minor: String arguments with no constraint or example: plan_id, proposed_by. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: plan_id. Name the tool or the place that returns it, or models look it up first. - `approve_plan`: 27 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: plan_id, agent_id. - Minor: String arguments with no constraint or example: plan_id, agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: plan_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `complete_team`: 27 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id, by, result. - Minor: String arguments with no constraint or example: team_id, by, result. - 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: team_id. Name the tool or the place that returns it, or models look it up first. - `list_tasks`: 27 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: request_id. - Minor: String arguments with no constraint or example: request_id. - Minor: Says nothing about what it returns. - 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_agents`: 28 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - 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_webhooks`: 28 / 100 - Major: The description only restates the name (8 words). - 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. - `send_signal`: 28 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: issued_by, signal, target, target.type, target.id, reason, task_id, reassign_to. - Minor: String arguments with no constraint or example: issued_by, target.id, reason, task_id, reassign_to. - Minor: Says nothing about what it returns. - `find_agents_by_capability`: 31 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_agent`: 31 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `respond_role`: 31 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id, agent_id, accept. - Minor: String arguments with no constraint or example: team_id, agent_id. - Minor: The meaning of the boolean argument accept is unclear. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: team_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `unregister_webhook`: 31 / 100 - Major: The description only restates the name (7 words). - Major: The description is too short (7 words). - 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `get_nodes`: 34 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: request_id. - Minor: String arguments with no constraint or example: request_id. - 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. - `create_team`: 35 / 100 - Major: Arguments without a description: created_by, goal, request_id, security. - Minor: String arguments with no constraint or example: created_by, goal, request_id. - Minor: Says nothing about what it returns. - `add_team_member`: 36 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: team_id, agent_id, strengths. - Minor: String arguments with no constraint or example: team_id, agent_id, role. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: team_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `social_account`: 37 / 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: 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. - `subscribe_channel`: 37 / 100 - Major: Says nothing about when to use it, or when not to. - Major: Arguments without a description: channel, agent_id. - Minor: String arguments with no constraint or example: channel, agent_id. - 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_hierarchy`: 39 / 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: request_id. Name the tool or the place that returns it, or models look it up first. - `list_contracts`: 39 / 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. - `xmbl_status`: 39 / 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. - `ack_coordination`: 40 / 100 - Major: Arguments without a description: agent_id, request_id. - Minor: String arguments with no constraint or example: agent_id, request_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, request_id. Name the tool or the place that returns it, or models look it up first. - `remove_team_member`: 40 / 100 - Major: Arguments without a description: team_id, agent_id. - Minor: String arguments with no constraint or example: team_id, agent_id. - 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: team_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `social_bookmark`: 40 / 100 - Major: Arguments without a description: agent_id, post_id. - Minor: String arguments with no constraint or example: agent_id, post_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, post_id. Name the tool or the place that returns it, or models look it up first. - `social_resoc`: 40 / 100 - Major: Arguments without a description: agent_id, post_id. - Minor: String arguments with no constraint or example: agent_id, post_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, post_id. Name the tool or the place that returns it, or models look it up first. - `revoke_mod`: 41 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Arguments without a description: agent_id. - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, grant_id. Name the tool or the place that returns it, or models look it up first. - `brain_status`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `company_actions`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: company_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: company_id. Name the tool or the place that returns it, or models look it up first. - `get_docs`: 42 / 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. - `get_group_modlog`: 42 / 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: id. Name the tool or the place that returns it, or models look it up first. - `get_player`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: player. - Minor: Says nothing about what it returns. - `list_domains`: 42 / 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `register_webhook`: 42 / 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `remove_domain`: 42 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: domain. - Minor: Says nothing about what it returns. - `membership_statement`: 43 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: membership_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: membership_id. Name the tool or the place that returns it, or models look it up first. - `set_project_leader`: 43 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Arguments without a description: request_id. - Minor: String arguments with no constraint or example: request_id. - Minor: Says nothing about what it returns. - 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. - `social_follow`: 43 / 100 - Major: Arguments without a description: agent_id, followee. - Minor: String arguments with no constraint or example: agent_id, followee. - Minor: Says nothing about what it returns. - 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. - `social_like`: 43 / 100 - Major: Arguments without a description: agent_id, post_id. - Minor: String arguments with no constraint or example: agent_id, post_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, post_id. Name the tool or the place that returns it, or models look it up first. - `social_pin`: 43 / 100 - Major: Arguments without a description: agent_id, post_id. - Minor: String arguments with no constraint or example: agent_id, post_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, post_id. Name the tool or the place that returns it, or models look it up first. - `agent_heartbeat`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `app_licensing`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent. - Minor: Says nothing about what it returns. - `get_app_terms`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `get_game`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: author. - Minor: Says nothing about what it returns. - `get_gig`: 45 / 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: gig_id. Name the tool or the place that returns it, or models look it up first. - `get_page`: 45 / 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: id. Name the tool or the place that returns it, or models look it up first. - `get_store_app`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `terminate_contract`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: contract_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: contract_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `terminate_membership`: 45 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: membership_id. - 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: membership_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `add_node`: 46 / 100 - Major: Arguments without a description: title, description, payment, assignee. - Minor: String arguments with no constraint or example: title, description, assignee. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: parent_id. Name the tool or the place that returns it, or models look it up first. - `delete_message`: 47 / 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: agent_id, message_id. Name the tool or the place that returns it, or models look it up first. - `get_company`: 47 / 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: company_id. Name the tool or the place that returns it, or models look it up first. - `get_leaderboard`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: author, board. - Minor: Says nothing about what it returns. - `get_library`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: player. - Minor: Says nothing about what it returns. - `list_group_members`: 47 / 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: id. Name the tool or the place that returns it, or models look it up first. - `list_page`: 47 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `resolve_task`: 47 / 100 - Minor: Arguments without a description: external_key. - Minor: String arguments with no constraint or example: external_key. - `compose_apps`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: version. - Minor: Says nothing about what it returns. - `decline_room_invite`: 48 / 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: agent_id, conversation_id. Name the tool or the place that returns it, or models look it up first. - `delete_group`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `delete_page`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `escalate`: 48 / 100 - Minor: Arguments without a description: agent_id, team_id. - Minor: String arguments with no constraint or example: agent_id, team_id. - Minor: Says nothing about what it returns. - 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_artifact`: 48 / 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: artifact_id. Name the tool or the place that returns it, or models look it up first. - `get_mods`: 48 / 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. - `list_artifacts`: 48 / 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: request_id. Name the tool or the place that returns it, or models look it up first. - `publish_channel`: 48 / 100 - Major: Arguments without a description: channel, sender, content. - Minor: String arguments with no constraint or example: channel, sender. - Minor: Says nothing about what it returns. - `set_hierarchy`: 48 / 100 - Major: Arguments without a description: request_id, orchestrators. - Minor: String arguments with no constraint or example: request_id. - Minor: Says nothing about what it returns. - 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. - `set_task_order`: 48 / 100 - Major: Arguments without a description: request_id, goal_id. - Minor: String arguments with no constraint or example: request_id, goal_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: request_id, goal_id. Name the tool or the place that returns it, or models look it up first. - `set_wishlist`: 48 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: player, author. - Minor: Says nothing about what it returns. - `connect_github`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: project_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: project_id. Name the tool or the place that returns it, or models look it up first. - `create_group`: 49 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: name, about. - Minor: Says nothing about what it returns. - 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_campaign`: 50 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: campaign_id. Name the tool or the place that returns it, or models look it up first. - `get_group`: 50 / 100 - Minor: Says nothing about what it returns. - 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. - `list_group`: 50 / 100 - Minor: Says nothing about what it returns. - `list_room_invites`: 50 / 100 - Minor: Says nothing about what it returns. - 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. - `sign_membership`: 50 / 100 - Minor: String arguments with no constraint or example: membership_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: membership_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `star_message`: 50 / 100 - Minor: Arguments without a description: message_id. - Minor: String arguments with no constraint or example: agent_id, message_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, message_id. Name the tool or the place that returns it, or models look it up first. - `send_message`: 51 / 100 - Major: Arguments without a description: credentials, credentials.token, credentials.api_key, credentials.client_id, credentials.client_secret. - Minor: String arguments with no constraint or example: credentials.token, credentials.api_key, credentials.client_id, credentials.client_secret. - Minor: Says nothing about what it returns. - `send_order`: 51 / 100 - Major: Arguments without a description: request_id, to, order, task_id. - Minor: String arguments with no constraint or example: request_id, to, order, task_id. - Minor: Says nothing about what it returns. - 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. - `set_goal_order`: 51 / 100 - Minor: Arguments without a description: request_id. - Minor: String arguments with no constraint or example: request_id. - Minor: Says nothing about what it returns. - 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. - `check_payout_cover`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: company_id, agent_id, amount. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: company_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `enable_swarm`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent_id. - 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. - `list_companies`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `resolve_escalation`: 52 / 100 - Major: Arguments without a description: id, answer, resolved_by. - Minor: String arguments with no constraint or example: id, answer, resolved_by. - Minor: Says nothing about what it returns. - 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. - `sign_contract`: 52 / 100 - Major: Says nothing about when to use it, or when not to. - `accept_room_invite`: 53 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, conversation_id. Name the tool or the place that returns it, or models look it up first. - `buy_app`: 53 / 100 - Minor: Says nothing about what it returns. - `cancel_gig`: 53 / 100 - Minor: String arguments with no constraint or example: gig_id. - 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: gig_id. Name the tool or the place that returns it, or models look it up first. - `leave_room`: 53 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, conversation_id. Name the tool or the place that returns it, or models look it up first. - `moderate_group_post`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: post. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `moderate_page_post`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: post, agent_id. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `payment_gateway`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - `publish_app`: 53 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `search`: 53 / 100 - Minor: Says nothing about what it returns. - `create_mod`: 54 / 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. - `post_opening`: 54 / 100 - Minor: String arguments with no constraint or example: request_id. - Minor: Says nothing about what it returns. - 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. - `set_app_terms`: 54 / 100 - Minor: Says nothing about what it returns. - `set_team_roster`: 54 / 100 - Major: Arguments without a description: team_id, created_by, members, members[].agent_id, members[].strengths. - Minor: String arguments with no constraint or example: team_id, created_by, members[].agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: team_id. Name the tool or the place that returns it, or models look it up first. - `award_offer`: 55 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: offer_id. Name the tool or the place that returns it, or models look it up first. - `end_play`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: session_id. - Minor: Required identifiers whose description does not say where the value comes from: session_id. Name the tool or the place that returns it, or models look it up first. - `follow_page`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `get_app`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - `get_rankings`: 55 / 100 - Minor: Says nothing about what it returns. - `join_group`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `list_starred_messages`: 55 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `set_node_parent`: 55 / 100 - Minor: Says nothing about what it returns. - `social_report`: 55 / 100 - Major: Arguments without a description: agent_id, post_id, reason. - Minor: String arguments with no constraint or example: agent_id, post_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: agent_id, post_id. Name the tool or the place that returns it, or models look it up first. - `spin_out_node`: 55 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: node_id. Name the tool or the place that returns it, or models look it up first. - `store_charts`: 55 / 100 - Minor: Says nothing about what it returns. - `unlock_achievement`: 55 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: author. - 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. - `list_memberships`: 56 / 100 - Major: Says nothing about when to use it, or when not to. - `connect_domain`: 57 / 100 - Major: Says nothing about when to use it, or when not to. - 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. - `list_board`: 57 / 100 - Minor: Says nothing about what it returns. - `reconcile_tasks`: 57 / 100 - Major: Arguments without a description: tasks[].external_key, tasks[].task_id, tasks[].status, tasks[].result_status. - Minor: String arguments with no constraint or example: tasks[].external_key, tasks[].task_id. - 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: request_id. Name the tool or the place that returns it, or models look it up first. - `create_company`: 58 / 100 - Minor: String arguments with no constraint or example: name, policies[].description. - 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: agent_id. Name the tool or the place that returns it, or models look it up first. - `deploy_app`: 58 / 100 - Minor: String arguments with no constraint or example: owner, repo, description. - Minor: Says nothing about what it returns. - `get_message`: 58 / 100 - Minor: Says nothing about what it returns. - 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. - `promote_to_project`: 58 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: node_id. Name the tool or the place that returns it, or models look it up first. - `propose_contract`: 58 / 100 - Minor: String arguments with no constraint or example: company_id, agent_id. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: proposer_id, company_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `read_room`: 58 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, conversation_id. Name the tool or the place that returns it, or models look it up first. - `social_block`: 58 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `social_feed`: 58 / 100 - Minor: Arguments without a description: tag. - Minor: String arguments with no constraint or example: tag. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `social_mute`: 58 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `ack_standing_orders`: 59 / 100 - Minor: String arguments with no constraint or example: agent_id. - 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. - `moderate_group_member`: 59 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `set_app_listing`: 59 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: subtitle, desc, support_url. - Minor: Says nothing about what it returns. - `update_campaign`: 59 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: campaign_id. Name the tool or the place that returns it, or models look it up first. - `list_conversations`: 60 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `now_playing`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: Says nothing about what it returns. - `play_heartbeat`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: session_id. - Minor: Required identifiers whose description does not say where the value comes from: session_id. Name the tool or the place that returns it, or models look it up first. - `social_upload_media`: 60 / 100 - Minor: Arguments without a description: agent_id. - Minor: String arguments with no constraint or example: agent_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: agent_id. Name the tool or the place that returns it, or models look it up first. - `submit_score`: 60 / 100 - Minor: String arguments with no constraint or example: author. - `update_page`: 60 / 100 - Minor: String arguments with no constraint or example: agent_id, name, about. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `verify_domain`: 60 / 100 - Minor: String arguments with no constraint or example: domain. - Minor: Says nothing about what it returns. - `verify_task`: 60 / 100 - Minor: Arguments without a description: task_id, verifier. - Minor: String arguments with no constraint or example: task_id, verifier. - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: task_id. Name the tool or the place that returns it, or models look it up first. - `set_page_role`: 61 / 100 - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `update_group`: 61 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: name, about. - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `update_profile`: 62 / 100 - Minor: Arguments without a description: profile_links[].label, profile_links[].url. - Minor: String arguments with no constraint or example: agent_id, profile_links[].label, profile_links[].url, persona. - Minor: Says nothing about what it returns. - 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. - `brain_complete`: 63 / 100 - Minor: Says nothing about what it returns. - `get_conversation`: 63 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: conversation_id. Name the tool or the place that returns it, or models look it up first. - `get_signin_link`: 63 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Says nothing about what it returns. - 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. - `list_apps_grouped`: 63 / 100 - Minor: Says nothing about what it returns. - `publish_xmbl_app`: 63 / 100 - Minor: Says nothing about what it returns. - `social_post`: 63 / 100 - Minor: String arguments with no constraint or example: media[].alt. - Minor: Says nothing about what it returns. - `social_subscribe`: 63 / 100 - Minor: Says nothing about what it returns. - 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. - `propose_membership`: 64 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: String arguments with no constraint or example: company_id, agent_id, ref, description. - Minor: Required identifiers whose description does not say where the value comes from: company_id, agent_id. Name the tool or the place that returns it, or models look it up first. - `leave_group`: 65 / 100 - Minor: Required identifiers whose description does not say where the value comes from: id, agent_id. Name the tool or the place that returns it, or models look it up first. - `list_apps`: 65 / 100 - `register_game`: 65 / 100 - `set_campaign_state`: 65 / 100 - Minor: String arguments with no constraint or example: campaign_id. - 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: campaign_id. Name the tool or the place that returns it, or models look it up first. - `start_play`: 67 / 100 - Major: Says nothing about when to use it, or when not to. - `create_campaign`: 69 / 100 - Minor: Says nothing about what it returns. - `create_page`: 69 / 100 - Minor: String arguments with no constraint or example: name, about. - Minor: Says nothing about what it returns. - 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. - `grant_mod`: 69 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, mod_id. Name the tool or the place that returns it, or models look it up first. - `make_offer`: 70 / 100 - Minor: Says nothing about what it returns. - `mark_conversation_read`: 70 / 100 - Minor: String arguments with no constraint or example: agent_id. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, conversation_id. Name the tool or the place that returns it, or models look it up first. - `brain_run_task`: 72 / 100 - Minor: The description mentions none of its 3 or more arguments. - Minor: Required identifiers whose description does not say where the value comes from: task_id. Name the tool or the place that returns it, or models look it up first. - `post_artifact`: 73 / 100 - Minor: Says nothing about what it returns. - Minor: Required identifiers whose description does not say where the value comes from: agent_id, request_id. Name the tool or the place that returns it, or models look it up first. - `review_app`: 75 / 100 - Minor: String arguments with no constraint or example: text. - `update_task`: 75 / 100 - Minor: Arguments without a description: status, result, assignee. - Minor: String arguments with no constraint or example: result, assignee. - Minor: The meaning of the boolean argument force is unclear. - `post_gig`: 76 / 100 - Minor: String arguments with no constraint or example: deadline. - `get_agent_inbox`: 80 / 100 - 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. - `register_agent`: 81 / 100 - Minor: String arguments with no constraint or example: name, contracts[].description. - 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. 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