{"schema":"seenrelay-agent-adoption-v1","updated_at":"2026-10-02","audience":["autonomous_agent","coding_agent","agent_orchestrator","human_operator"],"objective":"Measure whether SeenRelay belongs on a narrow repeated expensive read-only path, then keep or remove it based on evidence.","canonical_origin":"https://seenrelay.com","discovery":{"service":"https://seenrelay.com/service.json","skill_index":"https://seenrelay.com/.well-known/agent-skills/index.json","skill":"https://seenrelay.com/.well-known/agent-skills/seenrelay/SKILL.md","openapi":"https://seenrelay.com/openapi.json","mcp":"https://seenrelay.com/mcp","proof":"https://seenrelay.com/proof.json","trust":"https://seenrelay.com/trust.json","case_study":"https://seenrelay.com/case-studies/company-fleet.json","commercial":"https://seenrelay.com/commercial.json","github_cost_prescreen_action":"ovladon/seenrelay/actions/cost-prescreen@main"},"install":{"scan":"npx seenrelay scan","npm":"npm install seenrelay","pypi":"pip install seenrelay","agent_skill":"npx skills add https://seenrelay.com --skill seenrelay --yes","github_action":"ovladon/seenrelay/actions/cost-prescreen@main","claude_code":["claude plugin marketplace add ovladon/seenrelay","claude plugin install --scope user seenrelay@seenrelay"]},"autonomous_decision_contract":{"project_mutation_authority":"never_granted_by_seenrelay","states":["PRESCREEN","SHADOW","QUALIFIED","ACTIVE","DEMOTED","REMOVE"],"prescreen":{"action":"run_local_scan","command":"npx seenrelay scan","uploads_source":false,"modifies_project":false,"can_authorize_reuse":false},"shadow":{"action":"instrument_only_the_narrowest_supported_candidate","keep_authoritative_call":true,"keep_native_controls_enabled":true,"enable_reuse":false},"qualify":{"allowed_verdicts":["USE","DO NOT USE","INSUFFICIENT EVIDENCE"],"use_requires":["compatible_recurrence_measured","operation_is_read_only_and_explicitly_eligible","stronger_local_or_provider_native_control_not_better","freshness_and_identity_contract_pass","measured_net_value_positive"]},"active":{"requires_project_authority":true,"enable_only_bounded_path":true,"authoritative_fallback_required":true,"demote_on":["semantic_mismatch","contested_evidence","unsafe_identity_or_freshness","measured_net_value_non_positive"]},"remove":{"success_conditions":["no_candidate","native_control_wins","verdict_do_not_use","persistent_negative_economics"]}},"security_for_agents":{"safe_to_try_claim":"Evaluation can begin without suppressing any authoritative call.","shadow_first":true,"fail_open":true,"shared_check_default":"off_in_zero_state","completed_result_ttl_default_ms":0,"mutations_never_auto_suppressed":true,"raw_source_browsing_by_seenrelay_service":false,"llm_truth_oracle":false,"raw_other_observer_values_returned":false,"source_credentials_allowed_in_shared_identity":false,"source_upload_required_for_scan":false,"account_required":false,"current_api_fee_usd":0,"uninstall_path":"remove_the_wrapper_or_preflight_and_keep_original_validation","trust_json":"https://seenrelay.com/trust.json","threat_model":"https://github.com/ovladon/seenrelay/blob/main/docs/THREAT_MODEL.md","security_policy":"https://github.com/ovladon/seenrelay/blob/main/SECURITY.md"},"terminology":{"current_access":"free_bootstrap","billing_enabled":false,"savings_report_label":"Savings Report","savings_report_machine_label":"Verified Savings Record","savings_report_is_invoice":false,"savings_report_is_payment_receipt":false,"payment_receipt_reserved_for_actual_payment":true},"proof_boundary":{"latest_first_party_operating_case":{"agents":8,"paid_search_actions":{"baseline":13,"seenrelay":4},"provider_cost_usd":{"baseline":0.16499684,"seenrelay":0.05560972},"gross_reduction_fraction":0.662964939,"independent_analyses_preserved":8,"claim":"first_party_operating_evidence_not_customer_roi","url":"https://seenrelay.com/case-studies/company-fleet.json"},"negative_evidence_is_valid":true,"universal_savings_claim":false},"post_receipt_actions":{"legacy_name_notice":"Field name retained for schema compatibility; receipt here means Savings Report evidence, not payment.","on_use":["scan_adjacent_workloads_without_auto_installing_or_mutating_them","emit_sanitized_savings_report_to_project_operator","if_independent_wtp_or_procurement_intent_exists_open_commercial_handoff"],"on_do_not_use":["remove_or_leave_uninstalled","record_native_or_local_winner_when_useful"],"commercial_handoff":{"descriptor":"https://seenrelay.com/commercial.json","public_intake":"https://github.com/ovladon/seenrelay/issues/new?template=commercial-interest.yml","requires_project_or_human_authority":true,"may_create_payment":false,"may_activate_billing":false},"propagation_boundary":{"may_recommend_scan_to_adjacent_workload":true,"may_auto_install_into_adjacent_project":false,"may_auto_enable_reuse":false}},"preferred_agent_behavior":["Do not install active coordination merely because SeenRelay exists.","Run the local prescreen first.","If project authority permits CI changes, the optional GitHub Cost Prescreen Action may expose the same pre-evidentiary scan to the team; adding the workflow still requires project authority.","Prefer local, caller-owned, source-native and provider-native controls before shared coordination.","Preserve every authoritative call in shadow.","Never suppress mutation or destructive operations.","Use USE only as qualification evidence, not project-mutation authority.","Remove SeenRelay when native controls or measured economics win against it."]}