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OpenTrain

io-github-opentrain-ai-opentrain declares 41 capabilities across 41 tools, with 3 critical issues.

95/100 exposureHigh exposure

Manifest recorded 2026-10-13 from tools/list answered by the npm package @opentrain-ai/mcp@0.2.2 (published to npm as @opentrain-ai/mcp, listed in the official MCP registry as io.github.OpenTrain-AI/opentrain 0.2.2), run in an isolated container with no network access and placeholder credentials. The date changes only when the manifest does. Not verified by a maintainer.

Issues

These describe what this server's manifest declares. A product can provide controls that MCP has no way to express — token revocation, an admin console, audit logs — and this page cannot see them. The absence of a declaration is not evidence that a control is absent.

critical · no-revocation · All 41 tools

41 of 41 tools declare no way for the customer to switch them off once granted. This applies to every tool because MCP has no field in which to declare a revocation mechanism; the product may provide one outside MCP that a manifest cannot show.

critical · irreversible-uncapped · 12 of 41 tools

12 tools are classified as irreversible and declare no limit.

critical · uncapped-spend · 1 of 41 tools

1 tool is classified as moving money and declares no dollar limit. A cap on the number of payments does not bound their amount.

high · no-expiry · All 41 tools

41 of 41 tools declare no expiry. This applies to every tool because MCP has no field in which to declare an expiry; the product may provide one outside MCP that a manifest cannot show.

high · no-audit-trail · All 41 tools

41 of 41 tools declare no record of their actions that the customer can read. This applies to every tool because MCP has no field in which to declare an audit requirement; the product may provide one outside MCP that a manifest cannot show.

high · uncapped-write · 12 of 41 tools

12 tools can modify data and declare no limit.

low · uncapped-read · 17 of 41 tools

17 tools can read data and declare no limit.

Declared capabilities

How each tool was read. declared means the server's own annotation said so — self-reported and unverified. inferred is from the tool's name. assumed means nothing indicated either way.

ToolRead asBasis
opentrain_register_agentwrite assumed
opentrain_claim_accountsend inferred
opentrain_claim_statusread inferred
opentrain_auth_statusread inferred
opentrain_create_job_draftwrite inferred
opentrain_update_job_draft_fieldswrite inferred
opentrain_publish_jobsend inferred
opentrain_invite_freelancersend inferred
opentrain_get_proposalread inferred
opentrain_get_freelancer_profileread inferred
opentrain_hire_proposalwrite inferred
opentrain_read_messagessend inferred
opentrain_send_messagesend inferred
opentrain_list_pending_paymentspay inferred
opentrain_list_jobsread inferred
opentrain_list_proposalsread inferred
opentrain_get_teamread inferred
opentrain_invite_team_membersend inferred
opentrain_start_proposal_conversationsend inferred
opentrain_poll_updateswrite inferred
opentrain_search_jobsread inferred
opentrain_capabilitieswrite assumed
opentrain_list_tokensread inferred
opentrain_revoke_tokendelete inferred
opentrain_list_contractsread inferred
opentrain_get_contractread inferred
opentrain_create_milestonewrite inferred
opentrain_request_milestone_fundingwrite inferred
opentrain_request_milestone_approvalwrite inferred
opentrain_get_approvalread inferred
opentrain_end_contractwrite assumed
opentrain_close_jobdelete inferred
opentrain_update_published_jobsend inferred
opentrain_get_creditsread inferred
opentrain_list_credit_ledgerread inferred
opentrain_create_credit_top_upwrite inferred
opentrain_get_credit_top_upread inferred
opentrain_create_webhookwrite inferred
opentrain_list_webhooksread inferred
opentrain_get_webhookread inferred
opentrain_delete_webhookdelete inferred
Answering this question about your own agent? The self-serve stack report applies the same reading to your own stack or server and gives you a dated document you can hand to a customer's security review. It is generated in your browser, with nobody to wait for. Buying one does not change this page, its score or its place in the index — see Independence.
Maintain this server? If this page misreads your manifest, or your server has changed, submit its current tools/list response and it will be re-scored and dated. Corrections are published alongside the original, not in place of it.