Server definition
- Hash
- sha256:29f5feba932135498aa293096baf189b26fb844b4a33e9b0dcb1a8356eff443b
- What it is
- What a remote MCP server returned when asked what it offers: 27 tools
The blob, as servednamed by its sha256
{
"instructions": "Liminality is a shared intelligence workspace: the routes, sources, handoffs\nand receipts it keeps are shared between the app and this server. Use `solve` for ambiguous, consequential, multi-step, research,\nor long-context work; skip trivial lookups. It frames and answers but never claims a\nreal-world write executed. Use typed settings, handoff, delegation, detail/export, and\noutcome tools when needed. Call `get_capabilities` for the complete map. Trace is a safe\nexecution summary, never private chain-of-thought. Prefer lean output unless detail is needed.\nCONTEXT MINIMALITY (automatic, no questions): on your first call Liminal binds a use-case\nprofile from your client name and request and returns a one-screen confirmation under\n`context_setup`; from then on every call is held to that profile server-side. Whenever a tool\nresult, file, log or page you are about to read is over 8,000 characters, call\ncompress_context(text=..., task=<what you need from it>) and continue from the brief instead of\nthe raw text. Continue earlier results with solve(follow_up_of=...) rather than re-sending\nthem. setup(action='status') shows what is enforced; setup(action='apply', profile=...) changes it.\nFIRST CONTACT: if the user wants to continue earlier work (\"pick up where I left off\",\n\"resume <subject>\"), call handoff(action=\"list\"), match subjects[].subject, select only\nresumable:true, then call handoff(action=\"resume\", handoff_id=...) — checkpoints persist\n7 days across sessions, models, and machines.\nBefore the session ends, offer to save one: handoff(action=\"create\", task=...,\nsession_state=..., evidence=..., subject=..., source_sessions=[...]). The server assigns\nsubject_number. Skill: https://physea.ai/skills/handoff/SKILL.md",
"tools": [
{
"description": "Create, validate, release and run pure algorithms over versioned datasets; runs replay byte-identical with zero model calls. action='run' is one solve; other actions are free.",
"inputSchema": {
"properties": {
"action": {
"title": "Action",
"type": "string"
},
"changes": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Changes"
},
"columns": {
"anyOf": [
{
"items": {
"additionalProperties": true,
"type": "object"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Columns"
},
"correction": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Correction"
},
"dataset_id": {
"default": "",
"title": "Dataset Id",
"type": "string"
},
"key": {
"default": "",
"title": "Key",
"type": "string"
},
"label": {
"default": "",
"title": "Label",
"type": "string"
},
"name": {
"default": "",
"title": "Name",
"type": "string"
},
"parameters": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Parameters"
},
"rows": {
"anyOf": [
{
"items": {
"additionalProperties": true,
"type": "object"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Rows"
},
"run_id": {
"default": "",
"title": "Run Id",
"type": "string"
},
"run_ids": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Run Ids"
},
"spec": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Spec"
},
"version_id": {
"default": "",
"title": "Version Id",
"type": "string"
}
},
"required": [
"action"
],
"title": "algorithmsArguments",
"type": "object"
},
"name": "algorithms",
"outputSchema": null
},
{
"description": "Apply form answers to sharpen a task.",
"inputSchema": {
"properties": {
"fills": {
"additionalProperties": true,
"title": "Fills",
"type": "object"
},
"question": {
"title": "Question",
"type": "string"
}
},
"required": [
"question",
"fills"
],
"title": "apply_formArguments",
"type": "object"
},
"name": "apply_form",
"outputSchema": null
},
{
"description": "Apply a grade-form answer to a result.",
"inputSchema": {
"properties": {
"choice": {
"title": "Choice",
"type": "string"
},
"note": {
"default": "",
"title": "Note",
"type": "string"
},
"result_id": {
"title": "Result Id",
"type": "string"
}
},
"required": [
"result_id",
"choice"
],
"title": "apply_gradeArguments",
"type": "object"
},
"name": "apply_grade",
"outputSchema": null
},
{
"description": "Create a short form for missing user-specific facts.",
"inputSchema": {
"properties": {
"max_depth": {
"default": 3,
"title": "Max Depth",
"type": "integer"
},
"question": {
"title": "Question",
"type": "string"
},
"verify_divergence": {
"default": false,
"title": "Verify Divergence",
"type": "boolean"
}
},
"required": [
"question"
],
"title": "ask_formArguments",
"type": "object"
},
"name": "ask_form",
"outputSchema": null
},
{
"description": "Read the capability catalog: action='search' returns every saved candidate for an objective with distinctiveness deltas; action='delta' compares a named entity pair.",
"inputSchema": {
"properties": {
"action": {
"default": "search",
"title": "Action",
"type": "string"
},
"entity_a": {
"default": "",
"title": "Entity A",
"type": "string"
},
"entity_b": {
"default": "",
"title": "Entity B",
"type": "string"
},
"objective": {
"default": "",
"title": "Objective",
"type": "string"
}
},
"title": "catalogArguments",
"type": "object"
},
"name": "catalog",
"outputSchema": null
},
{
"description": "Create a caller-scoped connection link for a toolkit.",
"inputSchema": {
"properties": {
"toolkit": {
"title": "Toolkit",
"type": "string"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"required": [
"toolkit"
],
"title": "composio_connectArguments",
"type": "object"
},
"name": "composio_connect",
"outputSchema": null
},
{
"description": "Compress long context into a task-focused brief; use before reading any source over 8,000 characters.",
"inputSchema": {
"properties": {
"retention": {
"default": "task_local",
"title": "Retention",
"type": "string"
},
"task": {
"title": "Task",
"type": "string"
},
"text": {
"title": "Text",
"type": "string"
}
},
"required": [
"text",
"task"
],
"title": "compress_contextArguments",
"type": "object"
},
"name": "compress_context",
"outputSchema": null
},
{
"description": "Create, resume, or report a bounded subagent packet (action='create'|'resume'|'report').",
"inputSchema": {
"properties": {
"acceptance_criteria": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Acceptance Criteria"
},
"action": {
"title": "Action",
"type": "string"
},
"changed_paths": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Changed Paths"
},
"delegation_id": {
"default": "",
"title": "Delegation Id",
"type": "string"
},
"handoff_id": {
"default": "",
"title": "Handoff Id",
"type": "string"
},
"outcome": {
"default": "",
"title": "Outcome",
"type": "string"
},
"owned_paths": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Owned Paths"
},
"read_only_inputs": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Read Only Inputs"
},
"role": {
"default": "",
"title": "Role",
"type": "string"
},
"stop_conditions": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Stop Conditions"
},
"task": {
"default": "",
"title": "Task",
"type": "string"
},
"test_evidence": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Test Evidence"
},
"unresolved": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Unresolved"
}
},
"required": [
"action"
],
"title": "delegationArguments",
"type": "object"
},
"name": "delegation",
"outputSchema": null
},
{
"description": "Export a caller-owned result in a supported format.",
"inputSchema": {
"properties": {
"format": {
"default": "json",
"title": "Format",
"type": "string"
},
"result_id": {
"title": "Result Id",
"type": "string"
}
},
"required": [
"result_id"
],
"title": "export_resultArguments",
"type": "object"
},
"name": "export_result",
"outputSchema": null
},
{
"description": "List solve modes and every public capability.",
"inputSchema": {
"properties": {},
"title": "get_capabilitiesArguments",
"type": "object"
},
"name": "get_capabilities",
"outputSchema": null
},
{
"description": "Fetch the full caller-owned result behind a lean solve.",
"inputSchema": {
"properties": {
"result_id": {
"title": "Result Id",
"type": "string"
}
},
"required": [
"result_id"
],
"title": "get_result_detailArguments",
"type": "object"
},
"name": "get_result_detail",
"outputSchema": null
},
{
"description": "Read this caller's saved solve and safety settings.",
"inputSchema": {
"properties": {
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "get_settingsArguments",
"type": "object"
},
"name": "get_settings",
"outputSchema": null
},
{
"description": "Create, safely resume, or list caller-scoped cross-session checkpoints (action='create'|'resume'|'list'). Create accepts an optional subject and source_sessions; Liminality assigns the subject number. Resume by handoff_id — 'latest' resumes the newest unfinished resumable checkpoint, or asks which one when several were created in the last 24h; detail='full' returns the complete checkpoint.",
"inputSchema": {
"properties": {
"action": {
"title": "Action",
"type": "string"
},
"checkpoint": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Checkpoint"
},
"current_artifact_hash": {
"default": "",
"title": "Current Artifact Hash",
"type": "string"
},
"detail": {
"default": "lean",
"title": "Detail",
"type": "string"
},
"evidence": {
"default": "",
"title": "Evidence",
"type": "string"
},
"handoff_id": {
"default": "",
"title": "Handoff Id",
"type": "string"
},
"parent_handoff_id": {
"default": "",
"title": "Parent Handoff Id",
"type": "string"
},
"refs": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Refs"
},
"resources": {
"default": "",
"title": "Resources",
"type": "string"
},
"session_state": {
"default": "",
"title": "Session State",
"type": "string"
},
"source_sessions": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Source Sessions"
},
"subject": {
"default": "",
"title": "Subject",
"type": "string"
},
"task": {
"default": "",
"title": "Task",
"type": "string"
},
"tool_manifest": {
"anyOf": [
{
"items": {
"additionalProperties": true,
"type": "object"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Tool Manifest"
}
},
"required": [
"action"
],
"title": "handoffArguments",
"type": "object"
},
"name": "handoff",
"outputSchema": null
},
{
"description": "Compatibility router for retained-context lifecycle actions.",
"inputSchema": {
"properties": {
"action": {
"title": "Action",
"type": "string"
},
"payload": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Payload"
}
},
"required": [
"action"
],
"title": "manageArguments",
"type": "object"
},
"name": "manage",
"outputSchema": null
},
{
"description": "Rank bounded one-factor variants for a route against your stated objective; candidates remain unsaved.",
"inputSchema": {
"properties": {
"budget": {
"default": 5,
"title": "Budget",
"type": "integer"
},
"objective": {
"title": "Objective",
"type": "string"
},
"target": {
"title": "Target",
"type": "string"
},
"top_k": {
"default": 5,
"title": "Top K",
"type": "integer"
}
},
"required": [
"target",
"objective"
],
"title": "optimizeArguments",
"type": "object"
},
"name": "optimize",
"outputSchema": null
},
{
"description": "Find a workaround for a blocked obligation without changing the task: open a case, read candidates with their boundary, choose, retry, verify against the original criteria (action='open'|'candidates'|'choose'|'retry'|'verify'|'add_candidate'|'get'|'list').",
"inputSchema": {
"properties": {
"action": {
"default": "list",
"title": "Action",
"type": "string"
},
"candidate": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Candidate"
},
"candidate_id": {
"default": "",
"title": "Candidate Id",
"type": "string"
},
"case_id": {
"default": "",
"title": "Case Id",
"type": "string"
},
"criteria_ids": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Criteria Ids"
},
"fields": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Fields"
},
"limit": {
"default": 50,
"title": "Limit",
"type": "integer"
},
"note": {
"default": "",
"title": "Note",
"type": "string"
},
"outcome": {
"default": "",
"title": "Outcome",
"type": "string"
},
"repaired_claims": {
"anyOf": [
{
"items": {
"additionalProperties": true,
"type": "object"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Repaired Claims"
},
"task_id": {
"default": "",
"title": "Task Id",
"type": "string"
},
"user_change": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "User Change"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "recoverArguments",
"type": "object"
},
"name": "recover",
"outputSchema": null
},
{
"description": "Register a caller-owned resource for future grounding.",
"inputSchema": {
"properties": {
"attributes": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Attributes"
},
"kind": {
"default": "",
"title": "Kind",
"type": "string"
},
"name": {
"title": "Name",
"type": "string"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"required": [
"name"
],
"title": "register_assetArguments",
"type": "object"
},
"name": "register_asset",
"outputSchema": null
},
{
"description": "Report structured feedback on a result.",
"inputSchema": {
"properties": {
"comment": {
"default": "",
"title": "Comment",
"type": "string"
},
"helpful": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
],
"default": null,
"title": "Helpful"
},
"missing": {
"default": "",
"title": "Missing",
"type": "string"
},
"rating": {
"anyOf": [
{
"type": "integer"
},
{
"type": "null"
}
],
"default": null,
"title": "Rating"
},
"route_key": {
"default": "",
"title": "Route Key",
"type": "string"
},
"tool": {
"default": "",
"title": "Tool",
"type": "string"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "report_feedbackArguments",
"type": "object"
},
"name": "report_feedback",
"outputSchema": null
},
{
"description": "Report verified real-world outcome evidence for a result.",
"inputSchema": {
"$id": "https://physea.ai/schemas/liminality-report-outcome-v1.schema.json",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"additionalProperties": false,
"anyOf": [
{
"anyOf": [
{
"required": [
"note"
]
},
{
"required": [
"read_back"
]
}
],
"required": [
"result_id",
"worked"
]
},
{
"required": [
"intent",
"leaf",
"endpoint",
"endpoint_correct"
]
},
{
"required": [
"intent",
"leaf",
"endpoint",
"completion_event",
"evidence_ref"
]
},
{
"required": [
"intent",
"leaf",
"endpoint",
"human_verdict",
"read_back"
]
}
],
"properties": {
"completion_event": {
"type": "string"
},
"could_have_done_better": {
"type": "string"
},
"efficiency_note": {
"type": "string"
},
"endpoint": {
"minLength": 1,
"type": "string"
},
"endpoint_correct": {
"type": "boolean"
},
"evidence_ref": {
"type": "string"
},
"human_verdict": {
"type": "string"
},
"intent": {
"minLength": 1,
"type": "string"
},
"leaf": {
"minLength": 1,
"type": "string"
},
"note": {
"minLength": 1,
"type": "string"
},
"read_back": {
"minLength": 1,
"type": "string"
},
"result_id": {
"minLength": 1,
"type": "string"
},
"worked": {
"type": "boolean"
}
},
"type": "object"
},
"name": "report_outcome",
"outputSchema": null
},
{
"description": "Run a multi-source research pass for a question.",
"inputSchema": {
"properties": {
"max_depth": {
"default": 3,
"title": "Max Depth",
"type": "integer"
},
"question": {
"title": "Question",
"type": "string"
}
},
"required": [
"question"
],
"title": "researchArguments",
"type": "object"
},
"name": "research",
"outputSchema": null
},
{
"description": "Run lifecycle with run and attempt identity (action='start'|'status'|'list'|'cancel'|'reconcile'|'attempt'|'execute'|'outcome'|'approve'|'grants'|'revoke'): cancel persists, an unknown effect is reconciled before any retry, simulate never executes, approve grants operation_kinds for hours and returns approval_id.",
"inputSchema": {
"properties": {
"action": {
"default": "status",
"title": "Action",
"type": "string"
},
"approval_id": {
"default": "",
"title": "Approval Id",
"type": "string"
},
"attempt_id": {
"default": "",
"title": "Attempt Id",
"type": "string"
},
"danger_classes": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Danger Classes"
},
"hours": {
"default": 24,
"title": "Hours",
"type": "number"
},
"idempotency_key": {
"default": "",
"title": "Idempotency Key",
"type": "string"
},
"limit": {
"default": 50,
"title": "Limit",
"type": "integer"
},
"mode": {
"default": "live",
"title": "Mode",
"type": "string"
},
"node_id": {
"default": "",
"title": "Node Id",
"type": "string"
},
"operation": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Operation"
},
"operation_kinds": {
"anyOf": [
{
"items": {
"type": "string"
},
"type": "array"
},
{
"type": "null"
}
],
"default": null,
"title": "Operation Kinds"
},
"outcome": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Outcome"
},
"policy": {
"anyOf": [
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},
{
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}
],
"default": null,
"title": "Policy"
},
"reason": {
"default": "",
"title": "Reason",
"type": "string"
},
"run_id": {
"default": "",
"title": "Run Id",
"type": "string"
},
"task_id": {
"default": "",
"title": "Task Id",
"type": "string"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "runsArguments",
"type": "object"
},
"name": "runs",
"outputSchema": null
},
{
"description": "Save caller-scoped tasks and importance signals.",
"inputSchema": {
"properties": {
"items": {
"anyOf": [
{
"items": {
"additionalProperties": true,
"type": "object"
},
"type": "array"
},
{
"additionalProperties": true,
"type": "object"
}
],
"title": "Items"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"required": [
"items"
],
"title": "set_prioritiesArguments",
"type": "object"
},
"name": "set_priorities",
"outputSchema": null
},
{
"description": "Save caller-scoped settings from one dict (depth, optimization, trace, relay, governance); keys and values in get_capabilities.",
"inputSchema": {
"properties": {
"settings": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Settings"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "set_settingsArguments",
"type": "object"
},
"name": "set_settings",
"outputSchema": null
},
{
"description": "Context-minimality setup with no questions (auto); or profiles, status, verify.",
"inputSchema": {
"properties": {
"action": {
"default": "auto",
"title": "Action",
"type": "string"
},
"first_request": {
"default": "",
"title": "First Request",
"type": "string"
},
"profile": {
"default": "",
"title": "Profile",
"type": "string"
},
"use_case": {
"default": "",
"title": "Use Case",
"type": "string"
}
},
"title": "setupArguments",
"type": "object"
},
"name": "setup",
"outputSchema": null
},
{
"description": "Decompose, ground, and answer a non-trivial task. Supports saved or per-call depth, safe trace, caller tools, and lean/full output.",
"inputSchema": {
"properties": {
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"default": "",
"title": "Context",
"type": "string"
},
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{
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"deep"
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{
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{
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{
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},
"preference_policy": {
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{
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},
{
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}
],
"default": null,
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"question": {
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"type": "string"
},
"resources": {
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"title": "Resources",
"type": "string"
},
"tool_manifest": {
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{
"items": {
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"type": "object"
},
"type": "array"
},
{
"type": "null"
}
],
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"title": "Tool Manifest"
},
"trace": {
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{
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"summary",
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{
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],
"default": null,
"title": "Trace"
},
"user_id": {
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{
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"type": "null"
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],
"default": null,
"title": "User Id"
},
"verbose": {
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"title": "Verbose",
"type": "boolean"
}
},
"required": [
"question"
],
"title": "solveArguments",
"type": "object"
},
"name": "solve",
"outputSchema": null
},
{
"description": "Read or version the contract behind a solve (action='get'|'list'|'versions'|'new_version'|'graph'|'create'|'state'); graph also returns what is still unfinished.",
"inputSchema": {
"properties": {
"action": {
"default": "get",
"title": "Action",
"type": "string"
},
"changes": {
"anyOf": [
{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Changes"
},
"expected_version": {
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{
"type": "integer"
},
{
"type": "null"
}
],
"default": null,
"title": "Expected Version"
},
"fields": {
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{
"additionalProperties": true,
"type": "object"
},
{
"type": "null"
}
],
"default": null,
"title": "Fields"
},
"limit": {
"default": 50,
"title": "Limit",
"type": "integer"
},
"task_id": {
"default": "",
"title": "Task Id",
"type": "string"
},
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
},
"version": {
"default": 0,
"title": "Version",
"type": "integer"
}
},
"title": "taskArguments",
"type": "object"
},
"name": "task",
"outputSchema": null
},
{
"description": "Return this caller's deterministic ranked priority frame.",
"inputSchema": {
"properties": {
"user_id": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
],
"default": null,
"title": "User Id"
}
},
"title": "taxisArguments",
"type": "object"
},
"name": "taxis",
"outputSchema": null
}
]
}Verify it yourself
curl -s https://api.teppi.xyz/v1/evidence/sha256:29f5feba932135498aa293096baf189b26fb844b4a33e9b0dcb1a8356eff443b | sha256sum