Zambo AI Tools

Zambo Universal

zambo_universal

Universal Zambo entry point for routing natural-language requests across supported Zambo tools through one MCP connection. Covers strategy, code audits, lead generation, wallet intelligence, provenance certificates, parallel work coordination, and live market data. Returns a route, execution state, downstream tool results when available, and receipt information. Required arguments: need.

Input Schema

Name	Required	Description	Default
`_ref`	No	Optional handover referral ID from your install link.
`loop`	No	Run a bounded proof loop. Defaults on for jobs with two or more steps; false preserves the original result.
`mode`	No	Collaboration mode. execute routes and performs the request; continue uses the current session trail; verify checks whether the current session has completed a request. Default: execute.
`need`	Yes	Natural language description of what you need. Any length. Also accepts: message, query, prompt, input, goal, text. Example: 'How do I protect my AI agent from prompt injection?'
`email`	No	Optional email, only with the user's consent. Namespaces Pass access and a compact working trail so the same user can continue across AI clients without restarting.
`format`	No	Response format. Default: json.
`context`	No	Optional extra context. Supported keys: repo_url, goal, trade, city, wallet, domain. Example: { "repo_url": "https://github.com/owner/repo" }
`remember`	No	Optional explicit fact to persist in this stable session. It is returned by mode:'verify'; only use after the user asks you to remember it or clearly consents.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id. Use one stable ID for the whole conversation so Zambo and the host AI do not repeat completed steps.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`session_code`	No	Optional ZAMBO-XXXX handoff code from Telegram /export. Loads that saved conversation into this request so another AI can continue immediately.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.	zambo-starter
`_caller_handle`	No	Opaque anonymous continuity handle returned during initialize. Reuse it across MCP sessions; it is not payment authorization.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

Name	Required	Description
`ok`	Yes
`ids`	Yes
`next`	Yes
`tier`	No
`urls`	Yes
`error`	No
`graph`	No
`active`	No
`result`	Yes	The tool's observed JSON value or plain-text result.
`intents`	No
`next_up`	No
`payment`	No
`day_pass`	No
`today_url`	No
`expires_at`	No
`human_line`	Yes
`next_steps`	No
`daily_recap`	No
`renew_nudge`	No
`unlock_link`	No
`seconds_left`	No
`resume_status`	No
`resumed_result`	No

Schema Changelog

Changes observed during successful MCP inspections.

Changed2 schema fields changedOct 25, 2026

addedInput schema / properties / _caller_handle

Added value: +{
+  "description": "Opaque anonymous continuity handle returned during initialize. Reuse it across MCP sessions; it is not payment authorization.",
+  "maxLength": 64,
+  "type": "string"
+}

addedInput schema / properties / _caller_label / default
```
Added value: +"zambo-starter"
```

Changed1 schema field changedOct 23, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-25"New value: +"draft-zambo-aer1-26"
```
Changed1 schema field changedOct 22, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-24"New value: +"draft-zambo-aer1-25"
```
Changed1 schema field changedOct 20, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-23"New value: +"draft-zambo-aer1-24"
```
Changed1 schema field changedOct 19, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-22"New value: +"draft-zambo-aer1-23"
```
Changed1 schema field changedOct 18, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-21"New value: +"draft-zambo-aer1-22"
```
Changed1 schema field changedOct 18, 2026
- changedOutput schema / properties / graph / properties / aer / const
```
Previous value: -"draft-zambo-aer1-20"New value: +"draft-zambo-aer1-21"
```
Changed1 schema field changedOct 17, 2026
- addedOutput schema / properties / next_steps
```
Added value: +{
+  "items": {},
+  "minItems": 1,
+  "type": "array"
+}
```

Changed13 schema fields changedOct 17, 2026

addedInput schema / properties / _ref

Added value: +{
+  "description": "Optional handover referral ID from your install link.",
+  "format": "uuid",
+  "type": "string"
+}

addedInput schema / properties / loop

Added value: +{
+  "description": "Run a bounded proof loop. Defaults on for jobs with two or more steps; false preserves the original result.",
+  "type": "boolean"
+}

changedOutput schema / additionalProperties
```
Previous value: -falseNew value: +true
```

addedOutput schema / properties / error

Added value: +{
+  "additionalProperties": true,
+  "anyOf": [
+    {
+      "required": [
+        "next_call"
+      ]
+    },
+    {
+      "required": [
+        "next_url"
+      ]
+    }
+  ],
+  "properties": {
+    "code": {
+      "type": "string"
+    },
+    "next_call": {
+      "additionalProperties": false,
+      "properties": {
+        "args": {
+          "type": "object"
+        },
+        "tool": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "tool",
+        "args"
+      ],
+      "type": "object"
+    },
+    "next_step": {
+      "type": "string"
+    },
+    "next_url": {
+      "type": "string"
+    }
+  },
+  "required": [
+    "code",
+    "next_step"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / graph

Added value: +{
+  "properties": {
+    "aer": {
+      "const": "draft-zambo-aer1-20"
+    },
+    "schema": {
+      "const": "zambo.graph/1"
+    }
+  },
+  "required": [
+    "schema",
+    "aer",
+    "nodes",
+    "edges",
+    "retries",
+    "sources",
+    "summary"
+  ],
+  "type": "object"
+}

addedOutput schema / properties / human_line / maxLength
```
Added value: +200
```
addedOutput schema / properties / human_line / pattern
```
Added value: +"^[^\\r\\n]*$"
```

addedOutput schema / properties / ids

Added value: +{
+  "additionalProperties": {
+    "type": "string"
+  },
+  "type": "object"
+}

addedOutput schema / properties / next

Added value: +{
+  "minLength": 1,
+  "type": "string"
+}

addedOutput schema / properties / ok
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / properties / renew_nudge
```
Added value: +{
+  "type": "object"
+}
```

addedOutput schema / properties / urls

Added value: +{
+  "additionalProperties": {
+    "type": "string"
+  },
+  "type": "object"
+}

changedOutput schema / required

Previous value: -[
-  "result"
-]New value: +[
+  "result",
+  "ok",
+  "human_line",
+  "next",
+  "ids",
+  "urls"
+]

Changed14 schema fields changedOct 16, 2026

addedOutput schema / properties / active
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / properties / daily_recap
```
Added value: +{
+  "type": "object"
+}
```
addedOutput schema / properties / day_pass
```
Added value: +{
+  "type": "object"
+}
```

addedOutput schema / properties / expires_at

Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}

addedOutput schema / properties / human_line
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / intents

Added value: +{
+  "items": {
+    "type": "object"
+  },
+  "type": "array"
+}

addedOutput schema / properties / next_up
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / payment
```
Added value: +{
+  "type": "object"
+}
```
addedOutput schema / properties / resume_status
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / resumed_result
```
Added value: +{
+  "type": "object"
+}
```

addedOutput schema / properties / seconds_left

Added value: +{
+  "type": [
+    "number",
+    "null"
+  ]
+}

addedOutput schema / properties / tier

Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}

addedOutput schema / properties / today_url
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / unlock_link

Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}

Changed3 schema fields changedOct 10, 2026

changedInput schema / properties / _caller_label / description

Previous value: -"Optional self-reported caller label. It is recorded as a claim, not independently verified."New value: +"Optional caller label recorded as a caller-reported claim in the receipt."

changedInput schema / properties / _session_id / description

Previous value: -"Optional stable Zambo session ID used to preserve continuity across tool calls."New value: +"Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together."

addedInput schema / properties / _zambo_key

Added value: +{
+  "description": "Optional opaque Zambo access capability. Never place it in a URL or public log.",
+  "maxLength": 160,
+  "type": "string"
+}

Changed15 schema fields changedOct 10, 2026

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```

removedOutput schema / properties / executed

Removed value: -{
-  "type": "boolean"
-}

removedOutput schema / properties / executed_tools

Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

removedOutput schema / properties / grounding

Removed value: -{
-  "oneOf": [
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    }
-  ]
-}

removedOutput schema / properties / observed_status

Removed value: -{
-  "oneOf": [
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    }
-  ]
-}

removedOutput schema / properties / ok

Removed value: -{
-  "type": "boolean"
-}

removedOutput schema / properties / planned_tools

Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

addedOutput schema / properties / result / description

Added value: +"The tool's observed JSON value or plain-text result."

removedOutput schema / properties / result / type
```
Removed value: -"string"
```

removedOutput schema / properties / result_status

Removed value: -{
-  "oneOf": [
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    },
-    {
-      "type": "string"
-    }
-  ]
-}

removedOutput schema / properties / run_id

Removed value: -{
-  "type": "string"
-}

removedOutput schema / properties / sources

Removed value: -{
-  "items": {
-    "type": "object"
-  },
-  "type": "array"
-}

removedOutput schema / properties / understood
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / properties / verify

Removed value: -{
-  "additionalProperties": true,
-  "type": "object"
-}

addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changed6 schema fields changedOct 10, 2026

addedOutput schema / properties / grounding / oneOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  }
+]

removedOutput schema / properties / grounding / type
```
Removed value: -"string"
```

addedOutput schema / properties / observed_status / oneOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  }
+]

removedOutput schema / properties / observed_status / type
```
Removed value: -"string"
```

addedOutput schema / properties / result_status / oneOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  }
+]

removedOutput schema / properties / result_status / type
```
Removed value: -"string"
```

Changed3 schema fields changedOct 10, 2026

addedInput schema / properties / _caller_label

Added value: +{
+  "description": "Optional self-reported caller label. It is recorded as a claim, not independently verified.",
+  "maxLength": 80,
+  "type": "string"
+}

changedInput schema / properties / _session_id / description

Previous value: -"Stable ID generated by the host AI once per conversation and reused on every Zambo call. Enables a shared working trail across multi-step tasks."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

addedInput schema / properties / _session_id / maxLength
```
Added value: +64
```

Changed1 schema field changedOct 2, 2026

addedInput schema / properties / _continuity_ai_label

Added value: +{
+  "description": "Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.",
+  "maxLength": 48,
+  "type": "string"
+}

Changed2 schema fields changedSep 26, 2026

addedInput schema / examples

Added value: +[
+  {
+    "mode": "execute",
+    "need": "Protect my AI agent from prompt injection"
+  }
+]

addedInput schema / properties / remember

Added value: +{
+  "description": "Optional explicit fact to persist in this stable session. It is returned by mode:'verify'; only use after the user asks you to remember it or clearly consents.",
+  "maxLength": 1000,
+  "type": "string"
+}

Changed15 schema fields changedSep 7, 2026

addedOutput schema / properties / executed
```
Added value: +{
+  "type": "boolean"
+}
```

addedOutput schema / properties / executed_tools

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}

addedOutput schema / properties / grounding
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / observed_status
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / ok
```
Added value: +{
+  "type": "boolean"
+}
```

addedOutput schema / properties / planned_tools

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": "array"
+}

removedOutput schema / properties / response
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / properties / result
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / result_status
```
Added value: +{
+  "type": "string"
+}
```
removedOutput schema / properties / routed_to
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / properties / run_id
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / sources

Added value: +{
+  "items": {
+    "type": "object"
+  },
+  "type": "array"
+}

removedOutput schema / properties / tools_invoked

Removed value: -{
-  "items": {
-    "type": "string"
-  },
-  "type": "array"
-}

addedOutput schema / properties / understood
```
Added value: +{
+  "type": "string"
+}
```

addedOutput schema / properties / verify

Added value: +{
+  "additionalProperties": true,
+  "type": "object"
+}

Changed1 schema field changedSep 3, 2026

addedInput schema / properties / email

Added value: +{
+  "description": "Optional email, only with the user's consent. Namespaces Pass access and a compact working trail so the same user can continue across AI clients without restarting.",
+  "type": "string"
+}

Changed1 schema field changedSep 3, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "additionalProperties": true,
+  "properties": {
+    "response": {
+      "type": "string"
+    },
+    "routed_to": {
+      "type": "string"
+    },
+    "tools_invoked": {
+      "items": {
+        "type": "string"
+      },
+      "type": "array"
+    }
+  },
+  "type": "object"
+}

Changed4 schema fields changedSep 2, 2026

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Stable ID generated by the host AI once per conversation and reused on every Zambo call. Enables a shared working trail across multi-step tasks.",
+  "type": "string"
+}

addedInput schema / properties / mode

Added value: +{
+  "description": "Collaboration mode. execute routes and performs the request; continue uses the current session trail; verify checks whether the current session has completed a request. Default: execute.",
+  "enum": [
+    "execute",
+    "continue",
+    "verify"
+  ],
+  "type": "string"
+}

addedInput schema / properties / session_code

Added value: +{
+  "description": "Optional ZAMBO-XXXX handoff code from Telegram /export. Loads that saved conversation into this request so another AI can continue immediately.",
+  "type": "string"
+}

addedInput schema / properties / session_id

Added value: +{
+  "description": "Alias for _session_id. Use one stable ID for the whole conversation so Zambo and the host AI do not repeat completed steps.",
+  "type": "string"
+}

Changed2 schema fields changedJun 19, 2026

changedInput schema / properties / need / description

Previous value: -"Natural language description of what you need (5–2000 chars). Example: 'How do I protect my AI agent from prompt injection?'"New value: +"Natural language description of what you need. Any length. Also accepts: message, query, prompt, input, goal, text. Example: 'How do I protect my AI agent from prompt injection?'"

removedInput schema / properties / need / minLength
```
Removed value: -5
```

First observedJun 14, 2026

TDQS

A3.5/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare non-read-only, open-world, non-idempotent, and non-destructive behavior. The description adds that it returns route, execution state, downstream results, and receipt information, but does not go further into mutation side effects, auth requirements, or rate limits.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with purpose and capabilities, then return behavior and required argument. The capability list is a bit broad but earns its place by scoping what the universal router covers.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given an output schema and full parameter descriptions, the description needs to explain purpose, return shape, and required input, which it does. It is not fully complete on routing alternatives or mutation behavior, but those gaps are partly covered by structured fields.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so parameter meanings are already well documented. The description only restates that 'need' is required, adding no meaningful semantics beyond the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (routing) and resource (natural-language requests) across supported Zambo tools, and positions itself as the universal entry point. It is clear but does not name specific sibling tools it replaces or contrasts with.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implied usage is clear: route broad natural-language requests through one MCP connection. However, it does not explicitly say when to use this tool versus the many specialized sibling tools, nor does it state exclusions or preferred alternatives.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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