Zambo

Server Details

Trust Layer for AI work. Give your AI hands. Every run returns a verifiable receipt. No key needed.

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Status: Healthy
Uptime: 100.0% over 18 days
Last Tested: 2026-10-16 17:19
Transport: Streamable HTTP · MCP 2025-11-25
URL

TDQS

B3.4/5.0

Scored 2026-10-04 23:15 across 19 tools

Disambiguation4/5

Most tools target clearly distinct domains (audits, leads, prices, PDF extraction, prompt defense), and the continuity_* family, while sharing similar names, is differentiated by descriptions. The main overlaps are capability_search vs zambo_universal (both discover/route across the catalog) and new_session vs continuity_start_thread (both manage session IDs), which could cause misselection.

Naming Consistency3/5

All names use snake_case, which is consistent, but grouping is uneven: some families carry domain prefixes (continuity_*, ghost_audit_*), while others are bare or concatenated (credithunt, leadsignal, provibe_audit, day_pass_activate). Readable overall, but the namespace convention is not predictable.

Tool Count4/5

19 tools is slightly heavy but justified for a multi-service platform spanning continuity, audits, lead gen, market data, and utilities. Each tool maps to a plausible distinct operation, though a few (capability_search, zambo_universal) feel redundant at this count.

Completeness4/5

Coverage is strong within domains: ghost_audit has site/status/report lifecycle, continuity has start/list/open/get/set_prefs, and utilities like pdf_extract, prompt_shield, and live_price cover common needs. Minor gaps exist (no thread close/delete, no access/payment status query), but agents can work around them.

Available Tools

27 tools

capability_searchCapability Search

Read-onlyIdempotent

Inspect

Search across the supported Zambo tool catalog for a use case. Returns relevant tools with relevance scores, descriptions, taglines, and callable API endpoints.

ParametersJSON Schema

Name	Required	Description
`q`	No	Search keyword or phrase. Also accepts the natural aliases query, keyword, or search. Example: 'code audit', 'prompt injection defense', 'wallet scoring', 'lead generation', 'trust verification'
`query`	No	Alias for q. Use q when possible.
`search`	No	Natural-language alias for q.
`keyword`	No	Natural-language alias for q.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

continuity_get_recentContinuity: get recent

Read-onlyIdempotent

Inspect

Reads only the private receipt timeline for the supplied job or thread ID. Returns receipt links, has_more, and a cursor for the next page. Use since to filter by an inclusive RFC3339 timestamp. Optional AI client labels are self-reported, not verified.

ParametersJSON Schema

Name	Required	Description
`limit`	No	Maximum receipt-backed events to return. Defaults to 20.
`since`	No	Optional inclusive RFC3339 timestamp lower bound. Keep it unchanged while following a cursor.
`cursor`	No	Opaque next-page cursor returned by the previous continuity_get_recent result.
`ai_filter`	No	Optional self-reported AI client label to match, or 'unreported'.
`thread_id`	No	Optional named thread ID. If omitted, reads the job and its named threads.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

continuity_list_threadsContinuity List Threads

Read-onlyIdempotent

Inspect

Lists named threads owned by the supplied job ID. Thread IDs can be used as _session_id by another AI client.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

continuity_open_threadContinuity Open Thread

Read-onlyIdempotent

Inspect

Opens a named thread or thread ID and returns only events with stored Zambo receipts, including links to open and check each receipt.

ParametersJSON Schema

Name	Required	Description
`name`	No	Thread name under the supplied job ID.
`limit`	No	Maximum events to return. Defaults to 100.
`thread_id`	No	Thread ID returned by continuity_start_thread.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

continuity_set_prefsContinuity: set prefs

DestructiveIdempotent

Inspect

Changes whether future successful calls are captured in the private timeline. It does not remove or hide public receipts already created.

ParametersJSON Schema

Name	Required	Description
`ai_label`	No	Optional self-reported client label for a per-AI setting. It is not verified.
`thread_id`	No	Optional named thread ID for a thread-specific setting.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`capture_enabled`	Yes	Whether future successful calls should appear in this private timeline.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

continuity_start_threadContinuity Start Thread

DestructiveIdempotent

Inspect

Creates or reuses a named thread under an existing job ID. Pass the returned thread_id as _session_id to append work from another AI client.

ParametersJSON Schema

Name	Required	Description
`name`	Yes	Short name that another AI can use to identify this work thread.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

credithuntCredithunt

Read-onlyIdempotent

Inspect

Live verified index of AI and cloud startup credit programs. Accepts optional stack, stage, and minimum value filters. Returns count, updated_at, opportunities, and api.

ParametersJSON Schema

Name	Required	Description
`stack`	No	Optional stack filter. Example: ["openai","vercel","aws"]. Leave empty to include all programs.
`stage`	No	Your stage: solo (1 person), early (2 to 10), growth (10+). Default: solo.
`min_value`	No	Minimum credit value in USD to filter by (optional). Example: 5000
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

day_pass_activateDay Pass activate

Destructive

Inspect

Agent-native access activation endpoint. Accepts an optional payment envelope or existing access key and returns a payment challenge or verified activation result. Activation results include receipt URL, run ID, access key, expiration, usage guidance, and a spend receipt. Activation occurs only after a verified transfer.

ParametersJSON Schema

Name	Required	Description
`sponsor`	No	Explicitly sponsor another team's closed workflow; branding ownership never transfers.
`x_payment`	No	Base64 JSON x402 payment envelope signed from the live challenge, sent as X-Payment.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`workflow_id`	No	Optional workflow to seal after verified payment.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

day_pass_checkout_linkDAY Pass Checkout LinkA

Read-onlyIdempotent

Inspect

Create a 30-minute short link for a human-approved $0.99, 24-hour Day Pass by card or PayPal. Optional workflow_id targets a closed run; sponsor:true explicitly lets you pay to seal another team's run without transferring branding ownership. The link is not an order or charge.

ParametersJSON Schema

Name	Required	Description
`sponsor`	No	Explicitly sponsor a closed workflow owned by another session; this never grants branding access.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`workflow_id`	No	Optional closed workflow to seal after payment.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`human_approved`	Yes	Must be true only after the human explicitly agrees to receive a checkout link.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.
`workflow_manage_token`	No	Optional private workflow capability. Never share it in public.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

A3.9/5.0

Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint and openWorldHint, so the bar is lower, yet the description adds real context: the link expires in 30 minutes, it is not an order or charge, and sponsoring never transfers branding ownership. It does not cover rate limits or what the receipt/response contains, but the added behavioral framing is substantive.

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?

Three dense sentences with no boilerplate; the core action, price, expiry and payment methods are front-loaded before the optional parameters. It is efficient, though the 'seal a run' / 'branding ownership' phrasing assumes domain familiarity.

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?

For a link-generation tool with an output schema and fully documented parameters, the description supplies the non-obvious operational facts an agent needs: approval gate, expiry, and that no order or charge results. Nothing critical is missing, though it does not address what to do after the link is issued.

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% across all 9 parameters, so the schema carries the documentation burden and baseline is 3. The description only elaborates on workflow_id and sponsor, and its sponsor explanation largely restates the schema's own wording ('never grants branding access'), adding little beyond structured fields.

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?

The description gives a precise verb and resource: creating a 30-minute short link for a $0.99, 24-hour Day Pass payable by card or PayPal, with the human-approval gate stated up front. That is clearly distinguishable from day_pass_activate and day_pass_status, though no sibling is named explicitly, so it stops short of a 5.

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

Usage Guidelines4/5

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

It explains the two conditional paths: workflow_id targets a closed run to seal after payment, and sponsor:true lets the caller pay to seal another team's run without gaining branding ownership. The human-approval precondition is stated as part of 'human-approved'. It never names an alternative tool or an explicit when-not-to-use case, so 4 rather than 5.

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

day_pass_statusDay Pass statusA

Read-onlyIdempotent

Inspect

Check a Day Pass using _zambo_key, X-Zambo-Key, or the same _session_id used at card checkout or x402 payment. Returns active, expires_at, and calls_left without spending quota. Gateway calls are unmetered while active; product/provider limits may still apply. Never returns the key.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`status_token`	No	Opaque token returned with the human checkout link; it is not the Day Pass key.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes

TDQS

A4.3/5.0

Behavior5/5

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

Adds real behavior beyond the annotations: it does not consume quota, gateway calls are unmetered while active but product/provider limits may still apply, and it never returns the key. These are meaningful operational and security traits that the readOnly/idempotent hints alone do not convey.

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?

Four tight sentences, front-loaded with the credential options and the non-quota-spending behavior. The return-field enumeration slightly duplicates the output schema but remains compact.

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

Completeness5/5

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

For a six-parameter, zero-required auth-check tool with an output schema and rich annotations, the description covers the credential alternatives, quota semantics, and the key-safety guarantee. Nothing needed to call it correctly is missing.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3, but the description adds value by explaining that the key can arrive via _zambo_key or the X-Zambo-Key header and by tying _session_id to the checkout/payment flow. It stops short of clarifying how status_token relates to the other credential inputs.

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 and resource ('Check a Day Pass') and names the accepted credentials plus the fields returned (active, expires_at, calls_left). It is clearly distinct from siblings like day_pass_activate and day_pass_checkout_link, though it never names those siblings explicitly to route the agent.

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

Usage Guidelines4/5

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

Gives concrete usage context: which identifiers are accepted (_zambo_key, X-Zambo-Key header, or the same _session_id used at checkout/x402 payment). It does not state when-not-to-use or point to alternatives such as day_pass_activate or day_pass_checkout_link.

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

ghost_audit_reportGhost Audit Report

Read-onlyIdempotent

Inspect

Full markdown report for a completed Ghost Audit. Returns the Achilles 10-stage score, severity-ranked findings, stage analysis, and recommended fixes.

ParametersJSON Schema

Name	Required	Description
`audit_id`	Yes	The audit_id returned by ghost_audit_site
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

ghost_audit_siteGhost Audit Site

Destructive

Inspect

Achilles 10-stage audit for a website. Returns SEO gaps, AI discoverability issues, conversion leaks, brand-presence gaps, competitor intelligence, a score from 0 to 100, stage findings, an audit ID, a live stream URL, and a report URL.

ParametersJSON Schema

Name	Required	Description
`url`	Yes	Full website URL to audit (e.g., https://yoursite.com). Include https://.
`email`	No	Optional email tied to an active Zambo Pass or Day Pass for unlimited audits.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

ghost_audit_statusGhost Audit Status

Read-onlyIdempotent

Inspect

Status report for a Ghost Audit identified by audit_id. Returns whether the audit is running or complete, along with elapsed-time information and report availability.

ParametersJSON Schema

Name	Required	Description
`audit_id`	Yes	The audit_id returned by ghost_audit_site
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

handoverHandoverA

Read-onlyIdempotent

Inspect

Package the work from this session (or any continuity thread) into one client-ready link with a verifiable receipt for each step, an in-browser hash check, which AI ran each step, what was not checked, and Accept/Flag buttons. Use when the user says 'Use zambo to hand this over to '.

ParametersJSON Schema

Name	Required	Description	Default
`goal`	No
`anchor`	No
`redact`	No
`shield`	No
`dry_run`	No
`not_run`	No
`payment`	No
`summary`	No
`branding`	No
`recipient`	Yes
`thread_id`	No
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`visibility`	No		public
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`not_checked`	No
`receipt_ids`	No
`deliverables`	No
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`exclude_receipt_ids`	No
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.
`acknowledge_warnings`	No	Publish only after reviewing missing evidence or a failed/risky shield scan. Warning labels stay visible.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

A3.6/5.0

Behavior4/5

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

Annotations already declare readOnlyHint and non-destructive, but the description adds real behavioral texture: the link carries per-step receipts, an in-browser hash check, which AI ran each step, and an explicit 'what was not checked' surface. It does not mention that the handover is published (visibility defaults to public) or that a Zambo access capability may be required, which matters for a tool whose output leaves the machine.

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?

Two sentences, zero filler, with the artifact definition front-loaded before the invocation trigger. The middle clause stacks a long list of package contents, but every item adds a distinct capability the agent would otherwise miss.

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

Completeness3/5

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

An output schema exists, so return values need not be described, and the description covers the trigger plus the shape of the deliverable. For a 21-parameter tool with nested redaction, payment, branding and deliverable objects, though, the absent explanation of the safety- and disclosure-relevant parameters (redact, shield, visibility, dry_run, acknowledge_warnings) leaves the definition short of what an agent needs to invoke it correctly.

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

Parameters2/5

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

Schema description coverage is 24% across 21 parameters, so the schema is doing very little work and the description must compensate — yet it names no parameter at all. High-impact inputs such as redact mode/auto_pii, shield, dry_run, visibility, payment, not_run/not_checked, and acknowledge_warnings are left entirely to the agent's inference from bare property names.

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 and artifact — 'Package the work from this session ... into one client-ready link' — and enumerates what the package contains (receipts, hash check, AI attribution, unchecked items, Accept/Flag buttons). That is far more than the title 'Handover' conveys. It stops short of differentiating itself from siblings handover_list and handover_status, so the agent must infer that this is the create action and those are the query actions.

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

Usage Guidelines4/5

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

Gives an explicit trigger: 'Use when the user says "Use zambo to hand this over to <client>"', which is unambiguous context for invocation. It offers no when-not guidance and does not point to handover_list/handover_status for inspecting or re-checking an existing handover, so the alternative-selection half of the rule set is absent.

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

handover_listHandover ListB

Read-onlyIdempotent

Inspect

List your Zambo Handovers using Zambo Pass and the same _session_id. Returns real statuses and client-ready links.

ParametersJSON Schema

Name	Required	Description
`cursor`	No
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	Yes	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

B3.4/5.0

Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint=false, so the safety profile is covered. The description adds that results contain 'real statuses and client-ready links', hinting at return content, plus the Zambo Pass auth requirement, but says nothing about pagination behavior or what the cursor does.

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?

Two short sentences with no padding, and the core purpose is front-loaded. It is arguably over-terse for a tool with a cursor-based pagination parameter, but nothing is wasted.

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

Completeness3/5

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

An output schema exists, so return values need not be explained, and the read-only annotations carry the safety story. Still, for a five-parameter tool with a pagination cursor, the description omits any hint about how listing is scoped or paged, leaving a modest gap.

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 80%, so the schema already documents cursor, _zambo_key, _caller_label, and _continuity_ai_label. The description's mention of _session_id reuse only echoes what the schema description already states, adding no new semantic detail. Baseline 3 is correct.

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 (List) and resource (Zambo Handovers), so the basic operation is unambiguous. However, it does not distinguish itself from the sibling tools 'handover' and 'handover_status', leaving the agent to infer the division of labor between creating, listing, and checking status.

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?

'using Zambo Pass and the same _session_id' supplies a real prerequisite (reuse the session id across calls), which is more than most definitions offer. But there is no explicit when-to-use versus 'handover_status' or 'handover', and no stated exclusions or conditions.

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

handover_statusHandover StatusA

Read-onlyIdempotent

Inspect

Check a Zambo Handover's current status and client messages without spending execution quota. Supply the owning _session_id for private deliveries.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`handover_id`	Yes
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

A3.9/5.0

Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, openWorld, but the description adds a trait annotations cannot express: it does not consume execution quota. It also flags an ownership/privacy precondition for _session_id. No return-format detail, but an output schema exists, so this is solid added context.

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

Conciseness5/5

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

Two tight sentences that lead with the action and the cost benefit, then the conditional parameter requirement. Nothing is redundant or padded.

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?

With annotations covering the safety profile and an output schema covering return values, the description only needs to add cost and privacy context, which it does. It could still say what 'client messages' means or when status is stale, but nothing critical is missing for correct invocation.

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

Parameters4/5

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

Coverage is 80% and the schema already documents the four underscore-prefixed optional params. The description adds genuine meaning by telling the agent when _session_id becomes effectively required (private deliveries), which the schema's 'bind a Day Pass' text does not state.

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 (check) and resource (a Zambo Handover's current status and client messages), which is enough to separate it from handover_list and handover. It does not explicitly name those siblings as alternatives, so it stops short of a 5.

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?

Gives one conditional usage instruction (supply _session_id for private deliveries) and an implicit cost-based reason to prefer this over a full execution. There is no explicit when-not guidance or named alternative, so usage remains implied rather than spelled out.

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

journal_logJournal log

Destructive

Inspect

Free anonymous or authenticated append-only log for an action performed outside Zambo. The entry is recorded as an agent-reported claim; Zambo does not claim it ran or observed the action. Limited to 20 calls per IP per day on the free tier.

ParametersJSON Schema

Name	Required	Description
`inputs`	No	Optional local input object. It is redacted and hashed, then discarded.
`job_id`	Yes	Stable job or session identifier shared by the agent.
`metadata`	No	Optional redacted display metadata.
`tool_name`	Yes	Tool or action name reported by the agent.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`started_at`	No	RFC 3339 start timestamp.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`duration_ms`	No	Reported duration in milliseconds.
`completed_at`	No	RFC 3339 completion timestamp.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`executor_identity`	Yes	Agent, client, or local executor that reported the action.
`external_executor`	No	External server or executor name when relevant.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.
`redacted_inputs_hash`	No	Hash of redacted inputs. Raw inputs are never stored.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

leadsignalLeadsignal

Read-only

Inspect

AI lead generation for contractors and local service businesses. Accepts a trade type and city. Returns qualified local leads with available contact information.

ParametersJSON Schema

Name	Required	Description
`city`	Yes	City and optional state. Example: 'Chicago', 'Denver CO', 'Austin Texas'
`trade`	Yes	The trade or service type. Example: 'plumber', 'HVAC', 'electrician', 'roofer', 'general contractor'
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

live_priceLive Price

Read-onlyIdempotent

Inspect

Real-time cryptocurrency price lookup for supported coins. Uses CoinGecko first, Coinbase as a secondary no-key provider, then the most recent cached verified value with its age if both live providers are unavailable. Returns live USD price, 24-hour percentage change, and market capitalization when verified.

ParametersJSON Schema

Name	Required	Description
`coin`	No	Alias for symbol. Accepts the same coin ticker or name, for example BTC.
`symbol`	No	Coin ticker or name - BTC, ETH, SOL, DOGE, BNB, XRP, MATIC, AVAX, ADA, LINK, DOT, UNI, ATOM, NEAR, APT, OP, ARB, SUI, PEPE, WIF, BONK, TON, TRX, LTC, SHIB. Case-insensitive.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

new_sessionNew session

Read-only

Inspect

Starts fresh session context and returns a new session_id. Reuse that ID on subsequent calls for continuity; changing or omitting it starts clean context.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

pdf_extractPDF Extract

Read-onlyIdempotent

Inspect

Fetch and extract text content from any public URL - PDF documents, web pages, articles, docs. Returns the extracted text, word count, and a summary. Works on research papers, contracts, articles, reports. Use when user says 'read this PDF', 'extract from this URL', 'summarize this document', 'what does this say'.

ParametersJSON Schema

Name	Required	Description
`url`	Yes	Public URL to the document or webpage to extract and summarize.
`max_chars`	No	Max characters of raw text to return (default: 4000, max: 8000).
`summarize`	No	Also generate an AI summary. Default: true.
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

prompt_shieldPrompt Shield

Read-onlyIdempotent

Inspect

Detection and analysis of prompt injection, jailbreak, and policy-bypass attempts. Returns an injection risk score, a safe/review/block recommendation, attack indicators, and a safe rewritten version when available.

ParametersJSON Schema

Name	Required	Description
`mode`	No	'fast' = pattern scan only (default), 'deep' = pattern + Groq semantic analysis
`email`	No	Zambo Pass email for unlimited calls (optional)
`prompt`	Yes	The user input or prompt to validate for injection/jailbreak (max 16K chars)
`system`	No	Your system prompt - also scanned for prompt leak attempts (optional)
`context`	No	Describe your app for better contextual analysis (optional)
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`certificate`	No	If true, freeze this scan as a permanent public certificate and return certificate_url (optional)
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

provibe_auditProvibe Audit

Read-onlyIdempotent

Inspect

AI code audit for a public GitHub repository. Returns a Provibe score from 0 to 100, security vulnerabilities, a dead-code map, and an execution plan for addressing the findings.

ParametersJSON Schema

Name	Required	Description
`email`	No	Zambo Pass email for full audit (optional - without it you get the free teaser: score + top 3 issues). Get pass: https://zambo.dev/upgrade?tool=provibe_audit&tier=monthly
`repo_url`	Yes	Public GitHub repository URL. Example: https://github.com/owner/my-saas
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`vibe_context`	No	Optional context: language, framework, specific concerns, or what the project does
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

workflow_closeWorkflow CloseA

Read-onlyIdempotent

Inspect

Create or return an immutable snapshot of this job's eligible receipts. Repeating the call with unchanged receipt data returns the same snapshot workflow_id; later calls after new receipts create a separate snapshot while session_workflow_id continues identifying the live ledger. Both identifiers are unbound metadata excluded from canonical receipt bytes. The first close returns a one-time private workflow_manage_token; retries do not rotate or reissue it. The workflow_close summary receipt is excluded from the step count. Records Zambo's claims, not issuer authentication.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`session_id`	No	Alias for _session_id.
`_session_id`	Yes	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

A4/5.0

Behavior5/5

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

Beyond the annotations, it discloses the one-time private workflow_manage_token and that retries neither rotate nor reissue it, the exclusion of the close summary receipt from the step count, the non-canonical status of the session_workflow_id/workflow_id metadata, and the trust boundary ('Records Zambo's claims, not issuer authentication'). The idempotent/non-destructive/read-only claims in the annotations are actively reinforced by the immutable-snapshot and repeat-call semantics, adding real context rather than repeating structured fields.

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?

Five tightly packed sentences, front-loaded with the core action before the idempotency, token, and trust details. Everything earns its place, though the receipt-byte jargon makes it denser than ideal for a quick scan.

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

Completeness5/5

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

With an output schema present, 100% schema coverage, and full annotations, the description only needed to cover behavioral quirks — and it does: idempotency semantics, token lifecycle, step-count exclusion, metadata treatment, and honest trust claims. Nothing an agent needs to call it correctly is missing.

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 the schema already documents all five inputs including aliases and the _zambo_key secrecy note. The description adds little about the input parameters themselves (it discusses identifiers that are largely outputs), so the baseline of 3 applies.

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 and resource: 'Create or return an immutable snapshot of this job's eligible receipts.' It also distinguishes the snapshot workflow_id from the live-ledger session_workflow_id, giving the agent a clear mental model of what it produces. It never names or contrasts with the obvious sibling workflow_seal, so it falls short of full sibling differentiation.

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?

Usage is implied rather than stated: the agent learns that repeating the call with unchanged receipts yields the same snapshot, and that later calls create a new snapshot. There is no explicit when-to-use guidance and no routing to or away from alternatives such as workflow_seal or the continuity tools.

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

workflow_sealWorkflow SealA

Idempotent

Inspect

Seals a closed workflow for durable export. Requires the matching job session and an active pass. Never spends, captures, or starts a payment. The export remains a Zambo claim, not issuer authentication.

ParametersJSON Schema

Name	Required	Description
`action`	No	Seal the paid snapshot or edit its post-seal branding.
`branding`	No
`_zambo_key`	No	Optional active Day Pass key bound to this exact job. Never place it in a URL or public log.
`_session_id`	Yes	Required owning job ID, identical to the ID used when the workflow was closed.
`workflow_id`	Yes	Required workflow_id returned by workflow_close.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.
`workflow_manage_token`	No	Optional private capability returned once by workflow_close. Never share it in public.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes

TDQS

A3.8/5.0

Behavior4/5

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

Beyond the annotations (which already mark it idempotent, non-destructive, and not read-only), the description adds that it 'Never spends, captures, or starts a payment' and that 'The export remains a Zambo claim, not issuer authentication.' Those are useful disambiguations, though it does not describe what sealing actually locks or whether branding edits are reversible.

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

Conciseness5/5

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

Three short sentences, front-loaded with the core action and followed by prerequisites and caveats. Every sentence carries information; no filler.

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 the rich schema (88% coverage), existing annotations, and an output schema, the description supplies the key operational context: session match, pass requirement, and non-payment nature. It does not cover the branding action, but the schema's action enum description does, so the definition is nearly complete.

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

Parameters2/5

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

Schema coverage is already 88%, so the baseline is 3. However, the description says the tool 'Requires... an active pass,' while the schema marks _zambo_key (the active Day Pass key) as optional and does not list it among required parameters. That added claim conflicts with the schema and could mislead an agent about required inputs.

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?

The description states a specific verb and resource: 'Seals a closed workflow for durable export.' This clearly distinguishes it from the closing sibling workflow_close, but it omits the tool's second action ('branding' from the action enum), which means an agent could miss that the tool can also edit post-seal branding.

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

Usage Guidelines4/5

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

It provides clear prerequisites: 'Requires the matching job session and an active pass.' That tells the agent when the tool is usable, but it never names an alternative or explicitly says when not to use this tool versus siblings such as workflow_close.

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

zambo_homeZambo HomeA

Read-onlyIdempotent

Inspect

Your private Zambo starting point. Use when the user says 'zambo': welcome new users or resume the same caller-scoped job, show today's saved receipt links, actual per-tool free usage, and three practical next actions. Does not spend quota.

ParametersJSON Schema

Name	Required	Description
`_zambo_key`	No	Optional opaque Zambo access capability. Never place it in a URL or public log.
`_session_id`	No	Optional stable bot-job ID. Reuse it across calls to bind a Day Pass and keep the job ledger together.
`_caller_label`	No	Optional caller label recorded as a caller-reported claim in the receipt.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

TDQS

A3.9/5.0

Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, so the safety profile is covered; the description adds the non-obvious quota-cost disclosure 'Does not spend quota', which is not derivable from annotations. It also frames the operation as 'private' and 'caller-scoped', reinforcing the idempotentHint. It does not disclose rate limits or whether outputs are cached.

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?

Three sentences, front-loaded with the identity and the trigger phrase before the output list. The middle sentence is a dense comma-separated enumeration but each item is meaningful. No filler padding.

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?

An output schema exists, so return values need not be restated, and annotations cover the safety/idempotency profile. The description supplies the trigger, the free-usage constraint, and caller scoping, leaving little an agent needs. The one gap is disambiguation from the parallel zambo_universal entry point.

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%, and all four optional underscore-prefixed parameters carry their own descriptions, so the schema does the heavy lifting. The description adds nothing about the parameters (no mention of session, key, or continuity labels), which is acceptable at full coverage but earns only the baseline.

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?

The description goes beyond the vague marketing line 'Your private Zambo starting point' to specify concrete outputs: a welcome, job resumption, today's saved receipt links, per-tool free usage, and three next actions. That is a clear, specific resource. It does not, however, differentiate itself from the sibling zambo_universal or explain what makes 'home' distinct from a universal entry point.

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

Usage Guidelines4/5

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

It gives an explicit trigger ('Use when the user says "zambo"') and two use conditions (welcome new users, resume the same caller-scoped job). It states no when-not conditions and names no alternative sibling, so routing against zambo_universal is left to inference.

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

zambo_universalZambo Universal

Destructive

Inspect

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, swarm coordination, and live market data. Returns a route, execution state, downstream tool results when available, and receipt information.

ParametersJSON Schema

Name	Required	Description
`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.
`_continuity_ai_label`	No	Optional self-reported AI client label for the private continuity timeline. Zambo does not independently verify the client.

Output Schema

ParametersJSON Schema

Name	Required	Description
`result`	Yes	The tool's observed JSON value or plain-text result.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

3 tool updatesOct 16, 2026
- Addedhandover
- Addedhandover_list
- Addedhandover_status

2 tool updatesOct 16, 2026

Changedcredithunt2 fields changed

changedInput schema / properties / stack / type

Previous value: -"array"New value: +[
+  "array",
+  "string"
+]

changedInput schema / properties / stage / enum

Previous value: -[
-  "solo",
-  "early",
-  "growth"
-]New value: +[
+  "solo",
+  "early",
+  "growth",
+  "seed",
+  "pre-seed",
+  "series A",
+  "series B",
+  "series C"
+]

Addedzambo_home

6 tool updatesOct 14, 2026

Changedday_pass_activate3 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "payment_method": "x402"
-  }
-]New value: +[
+  {
+    "_session_id": "73513c44-6969-435e-86eb-0fc262521fd1"
+  }
+]

addedInput schema / properties / sponsor

Added value: +{
+  "description": "Explicitly sponsor another team's closed workflow; branding ownership never transfers.",
+  "type": "boolean"
+}

addedInput schema / properties / workflow_id

Added value: +{
+  "description": "Optional workflow to seal after verified payment.",
+  "format": "uuid",
+  "type": "string"
+}

Addedday_pass_checkout_link

Changedday_pass_status5 fields changed

addedOutput schema / properties / result / additionalProperties
```
Added value: +true
```

removedOutput schema / properties / result / description

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

addedOutput schema / properties / result / properties

Added value: +{
+  "active": {
+    "type": "boolean"
+  },
+  "calls_left": {
+    "oneOf": [
+      {
+        "minimum": 0,
+        "type": "integer"
+      },
+      {
+        "type": "string"
+      }
+    ]
+  },
+  "calls_left_scope": {
+    "type": "string"
+  },
+  "expires_at": {
+    "type": [
+      "string",
+      "null"
+    ]
+  },
+  "seals": {
+    "items": {
+      "additionalProperties": false,
+      "properties": {
+        "sealed_at": {
+          "type": "string"
+        },
+        "workflow_id": {
+          "type": "string"
+        },
+        "workflow_url": {
+          "type": "string"
+        }
+      },
+      "required": [
+        "workflow_id",
+        "workflow_url",
+        "sealed_at"
+      ],
+      "type": "object"
+    },
+    "type": "array"
+  },
+  "session_bound": {
+    "type": "boolean"
+  },
+  "status": {
+    "type": "string"
+  }
+}

addedOutput schema / properties / result / required

Added value: +[
+  "status",
+  "active",
+  "expires_at",
+  "calls_left",
+  "seals"
+]

addedOutput schema / properties / result / type
```
Added value: +"object"
```

Changedprovibe_audit1 field changed

changedInput schema / properties / email / description

Previous value: -"Zambo Pass email for full audit (optional - without it you get the free teaser: score + top 3 issues). Get pass: https://zambo.dev/#zambo-pass"New value: +"Zambo Pass email for full audit (optional - without it you get the free teaser: score + top 3 issues). Get pass: https://zambo.dev/upgrade?tool=provibe_audit&tier=monthly"

Addedworkflow_close
Addedworkflow_seal

20 tool updatesOct 10, 2026

Changedcapability_search3 fields changed

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"
+}

Changedcontinuity_get_recent3 fields changed

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"
+}

Changedcontinuity_list_threads3 fields changed

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"
+}

Changedcontinuity_open_thread3 fields changed

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"
+}

Changedcontinuity_set_prefs3 fields changed

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"
+}

Changedcontinuity_start_thread3 fields changed

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"
+}

Changedcredithunt3 fields changed

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"
+}

Changedday_pass_activate4 fields changed

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"
+}

removedInput schema / properties / human_approved

Removed value: -{
-  "description": "Must be true only after the human explicitly approved this $0.99 USDC payment. Required when sending x_payment.",
-  "type": "boolean"
-}

Changedday_pass_status4 fields changed

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."

changedInput schema / properties / _zambo_key / description

Previous value: -"Optional Day Pass capability key. Never include it in a URL or public log."New value: +"Optional opaque Zambo access capability. Never place it in a URL or public log."

addedInput schema / properties / _zambo_key / maxLength
```
Added value: +160
```

Changedghost_audit_report3 fields changed

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"
+}

Changedghost_audit_site3 fields changed

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"
+}

Changedghost_audit_status3 fields changed

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"
+}

Changedjournal_log3 fields changed

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"
+}

Changedleadsignal3 fields changed

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"
+}

Changedlive_price3 fields changed

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"
+}

Changednew_session3 fields changed

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"
+}

Changedpdf_extract3 fields changed

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"
+}

Changedprompt_shield3 fields changed

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"
+}

Changedprovibe_audit3 fields changed

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"
+}

Changedzambo_universal3 fields changed

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"
+}

20 tool updatesOct 10, 2026

Changedcapability_search6 fields changed

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

removedOutput schema / properties / count

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

removedOutput schema / properties / matched

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

addedOutput schema / properties / result

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

removedOutput schema / properties / tools

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

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

Changedcontinuity_get_recent9 fields changed

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

removedOutput schema / properties / cursor

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

removedOutput schema / properties / events

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

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

removedOutput schema / properties / has_more

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

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

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

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

Changedcontinuity_list_threads5 fields changed

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

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

removedOutput schema / properties / threads

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

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

Changedcontinuity_open_thread7 fields changed

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

removedOutput schema / properties / events

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

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

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

removedOutput schema / properties / thread_id
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedcontinuity_set_prefs7 fields changed
- changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
- removedOutput schema / properties / capture_enabled
```
Removed value: -{
-  "type": "boolean"
-}
```
- removedOutput schema / properties / public_receipts_remain
```
Removed value: -{
-  "type": "boolean"
-}
```
- addedOutput schema / properties / result
```
Added value: +{
+  "description": "The tool's observed JSON value or plain-text result."
+}
```
- removedOutput schema / properties / scope_type
```
Removed value: -{
-  "type": "string"
-}
```
- removedOutput schema / properties / status
```
Removed value: -{
-  "type": "string"
-}
```
- addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedcontinuity_start_thread7 fields changed

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

removedOutput schema / properties / name

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

addedOutput schema / properties / result

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

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

removedOutput schema / properties / status

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

removedOutput schema / properties / thread_id
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedcredithunt7 fields changed

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

removedOutput schema / properties / api

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

removedOutput schema / properties / count

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

removedOutput schema / properties / opportunities

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

addedOutput schema / properties / result

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

removedOutput schema / properties / updated_at
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedday_pass_activate9 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / access_key
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / properties / activated
```
Removed value: -{
-  "type": "boolean"
-}
```
removedOutput schema / properties / already_active
```
Removed value: -{
-  "type": "boolean"
-}
```
removedOutput schema / properties / expires_at
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / properties / how_to_use

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

addedOutput schema / properties / result

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

removedOutput schema / properties / x711_credits
```
Removed value: -{
-  "type": "number"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedday_pass_status9 fields changed

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

removedOutput schema / properties / active

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

removedOutput schema / properties / calls_left

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

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

removedOutput schema / properties / expires_at

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

addedOutput schema / properties / result

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

removedOutput schema / properties / session_bound
```
Removed value: -{
-  "type": "boolean"
-}
```

removedOutput schema / properties / status

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

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

Changedghost_audit_report6 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / audit_id
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / properties / report

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

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

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

Changedghost_audit_site8 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / audit_id
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / properties / download_url
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / properties / result

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

removedOutput schema / properties / stages

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

removedOutput schema / properties / status

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

removedOutput schema / properties / stream_url
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedghost_audit_status6 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / audit_id
```
Removed value: -{
-  "type": "string"
-}
```

removedOutput schema / properties / ready

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

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

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

Changedjournal_log6 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / provenance_class
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / properties / result

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

removedOutput schema / properties / status

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

removedOutput schema / properties / verify_url
```
Removed value: -{
-  "type": "string"
-}
```
addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedleadsignal7 fields changed

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

removedOutput schema / properties / city

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

removedOutput schema / properties / count

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

removedOutput schema / properties / leads

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

addedOutput schema / properties / result

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

removedOutput schema / properties / trade

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

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

Changedlive_price4 fields changed
- changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
- 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"
```
- addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changednew_session6 fields changed

changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
removedOutput schema / properties / instructions
```
Removed value: -{
-  "type": "string"
-}
```

addedOutput schema / properties / result

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

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

removedOutput schema / properties / status

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

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

Changedpdf_extract4 fields changed
- changedOutput schema / additionalProperties
```
Previous value: -trueNew value: +false
```
- 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"
```
- addedOutput schema / required
```
Added value: +[
+  "result"
+]
```

Changedprompt_shield6 fields changed

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

addedOutput schema / properties / result

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

removedOutput schema / properties / safe

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

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

removedOutput schema / properties / threats

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

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

Changedprovibe_audit7 fields changed

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

removedOutput schema / properties / dead_code

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

removedOutput schema / properties / execution_plan
```
Removed value: -{
-  "type": "string"
-}
```
removedOutput schema / properties / provibe_score
```
Removed value: -{
-  "type": "number"
-}
```

addedOutput schema / properties / result

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

removedOutput schema / properties / vulnerabilities

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

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

Changedzambo_universal15 fields changed

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"
+]
```

5 tool updatesOct 10, 2026

Changedday_pass_activate1 field changed

addedInput schema / properties / session_id

Added value: +{
+  "description": "Alias for _session_id.",
+  "maxLength": 64,
+  "type": "string"
+}

Addedday_pass_status
Changedghost_audit_report2 fields changed
- addedOutput schema / properties / status / oneOf
```
Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  }
+]
```
- removedOutput schema / properties / status / type
```
Removed value: -"string"
```
Changedghost_audit_status2 fields changed
- addedOutput schema / properties / status / oneOf
```
Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "string"
+  }
+]
```
- removedOutput schema / properties / status / type
```
Removed value: -"string"
```

Changedzambo_universal6 fields changed

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"
```

19 tool updatesOct 10, 2026

Changedcapability_search2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedcontinuity_get_recent8 fields changed

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: -"The existing Zambo job ID shared across AI clients."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

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

addedInput schema / properties / cursor

Added value: +{
+  "description": "Opaque next-page cursor returned by the previous continuity_get_recent result.",
+  "type": "string"
+}

addedInput schema / properties / since

Added value: +{
+  "description": "Optional inclusive RFC3339 timestamp lower bound. Keep it unchanged while following a cursor.",
+  "format": "date-time",
+  "type": "string"
+}

addedOutput schema / properties / cursor
```
Added value: +{
+  "type": "string"
+}
```
addedOutput schema / properties / has_more
```
Added value: +{
+  "type": "boolean"
+}
```
addedOutput schema / properties / next_cursor
```
Added value: +{
+  "type": "string"
+}
```

Changedcontinuity_list_threads3 fields changed

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: -"The existing Zambo job ID that owns these threads."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

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

Changedcontinuity_open_thread3 fields changed

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: -"The parent job ID, when opening by name."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

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

Changedcontinuity_set_prefs3 fields changed

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: -"Existing Zambo job ID."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

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

Changedcontinuity_start_thread3 fields changed

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: -"Existing Zambo job ID that will own the new thread."New value: +"Optional stable Zambo session ID used to preserve continuity across tool calls."

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

Changedcredithunt2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedday_pass_activate2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedghost_audit_report2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedghost_audit_site2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedghost_audit_status2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedjournal_log6 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

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

removedOutput schema / properties / result

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

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

Changedleadsignal2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedlive_price2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changednew_session2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedpdf_extract2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedprompt_shield2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedprovibe_audit2 fields changed

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"
+}

addedInput schema / properties / _session_id

Added value: +{
+  "description": "Optional stable Zambo session ID used to preserve continuity across tool calls.",
+  "maxLength": 64,
+  "type": "string"
+}

Changedzambo_universal3 fields changed

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
```

1 tool updateOct 4, 2026

Changedday_pass_activate1 field changed

addedInput schema / properties / human_approved

Added value: +{
+  "description": "Must be true only after the human explicitly approved this $0.99 USDC payment. Required when sending x_payment.",
+  "type": "boolean"
+}

1 tool updateOct 3, 2026

Changedcredithunt5 fields changed

changedInput schema / examples

Previous value: -[
-  {
-    "query": "AI startup credits"
-  }
-]New value: +[
+  {
+    "min_value": 5000,
+    "stack": [
+      "openai",
+      "vercel"
+    ],
+    "stage": "early"
+  }
+]

changedInput schema / properties / stack / description

Previous value: -"Your tech stack for matched recommendations. Example: [\"openai\",\"vercel\",\"aws\"]. Leave empty to get all programs."New value: +"Optional stack filter. Example: [\"openai\",\"vercel\",\"aws\"]. Leave empty to include all programs."

addedOutput schema / properties / api

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

removedOutput schema / properties / matched

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

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

1 tool updateOct 3, 2026

Changedcredithunt2 fields changed

addedOutput schema / properties / opportunities

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

removedOutput schema / properties / programs

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

19 tool updatesOct 2, 2026

Changedcapability_search1 field changed

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"
+}

Addedcontinuity_get_recent
Addedcontinuity_list_threads
Addedcontinuity_open_thread
Addedcontinuity_set_prefs
Addedcontinuity_start_thread

Changedcredithunt2 fields changed

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"
+}

changedInput schema / properties / stage / description

Previous value: -"Your stage: solo (1 person), early (2–10), growth (10+). Default: solo."New value: +"Your stage: solo (1 person), early (2 to 10), growth (10+). Default: solo."

Changedday_pass_activate1 field changed

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"
+}

Changedghost_audit_report1 field changed

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"
+}

Changedghost_audit_site1 field changed

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"
+}

Changedghost_audit_status1 field changed

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"
+}

Changedjournal_log1 field changed

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"
+}

Changedleadsignal1 field changed

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"
+}

Changedlive_price2 fields changed

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"
+}

changedInput schema / properties / symbol / description

Previous value: -"Coin ticker or name — BTC, ETH, SOL, DOGE, BNB, XRP, MATIC, AVAX, ADA, LINK, DOT, UNI, ATOM, NEAR, APT, OP, ARB, SUI, PEPE, WIF, BONK, TON, TRX, LTC, SHIB. Case-insensitive."New value: +"Coin ticker or name - BTC, ETH, SOL, DOGE, BNB, XRP, MATIC, AVAX, ADA, LINK, DOT, UNI, ATOM, NEAR, APT, OP, ARB, SUI, PEPE, WIF, BONK, TON, TRX, LTC, SHIB. Case-insensitive."

Changednew_session1 field changed

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"
+}

Addedpdf_extract

Changedprompt_shield2 fields changed

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"
+}

changedInput schema / properties / system / description

Previous value: -"Your system prompt — also scanned for prompt leak attempts (optional)"New value: +"Your system prompt - also scanned for prompt leak attempts (optional)"

Changedprovibe_audit2 fields changed

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"
+}

changedInput schema / properties / email / description

Previous value: -"Zambo Pass email for full audit (optional — without it you get the free teaser: score + top 3 issues). Get pass: https://zambo.dev/#zambo-pass"New value: +"Zambo Pass email for full audit (optional - without it you get the free teaser: score + top 3 issues). Get pass: https://zambo.dev/#zambo-pass"

Changedzambo_universal1 field changed

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"
+}

13 tool updatesSep 26, 2026
- First observedcapability_search
- First observedcredithunt
- First observedday_pass_activate
- First observedghost_audit_report
- First observedghost_audit_site
- First observedghost_audit_status
- First observedjournal_log
- First observedleadsignal
- First observedlive_price
- First observednew_session
- First observedprompt_shield
- First observedprovibe_audit
- First observedzambo_universal

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