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Glama

AIsa Creator Discovery

Server Details

Your agent needs creators who actually fit — starting from one profile you already like, or from a brief — and then a way to reach them.

What you can ask for • "Find creators similar to this profile, in this country." • "Who else makes content like this account, with a comparable audience?" • "Look up the contact email for this creator." • "Build a shortlist for this brief and give me the emails."

How to use it Point any MCP client at https://mcp.aisa.one/creator-discovery/mcp and sign in with OAuth — there is no key to create or paste. 2 tools: similar-creator lookup from a seed profile or a brief, and an email lookup for a creator.

Why this rather than the source Similarity from a profile you already trust, rather than a filter over a follower-count database.

It is also a door to the rest The same login reaches 26 sources and 580+ operations. Shortlist the creators here, then ask the same agent for their posting history on Instagram or X — without adding a second server.

What it costs Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident.

Where else it reaches https://mcp.aisa.one/social/mcp for what those creators actually post; https://mcp.aisa.one/sales/mcp for the rest of the outreach.

Ownership verified
Status
Healthy
Uptime
94.3% over 45 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL

TDQS

A3.7/5.0

Scored across 10 tools

Disambiguation4/5

Most tools have distinct roles: search/schema/quote/execute pipeline, account/catalogue meta-tools, and three clearly separated creator-discovery tools. The deprecated `use` tool duplicates `batch_use`'s apparent purpose, and quote-vs-execute requires careful reading, but descriptions generally clarify boundaries.

Naming Consistency3/5

All names are snake_case, but conventions mix: generic verbs/nouns (`search`, `use`, `account`), `batch_*` pipeline tools, `list_*`, and vendor-prefixed `post_waveinflu_*` domain tools. It remains readable, but there is no single predictable verb_noun pattern.

Tool Count4/5

Ten tools is reasonable for creator discovery plus billing/pipeline meta-tools, and each has a role. The deprecated `use` tool is dead weight, but the overall set is not bloated.

Completeness4/5

The surface covers brief-based and seed-based creator discovery, email enrichment, catalogue lookup, account/budget visibility, and a schema-to-quote-to-execute pipeline. Minor gaps remain, such as no dedicated creator-detail refetch or bulk email helper, though emails are embedded in discovery results and batch execution can cover bulk calls.

Available Tools

10 tools
accountShow account and usageA
Read-only
Inspect

Who am I, what can I use, how much can I spend: the key, the account balance, the Go-to-Market wallet when one is active, and usage for today, 7 days and 30 days. Free; needs the Authorization header. Call it to verify a new connection or to explain a 402. ok is true only when the balance was read; otherwise each entry of errors says what to do in next_step.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.7/5.0
Behavior5/5

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

Adds substantial context beyond the readOnlyHint/openWorldHint/destructiveHint annotations: the call is free, it requires the Authorization header, and it discloses result semantics ('ok is true only when the balance was read; otherwise each entry of errors says what to do in next_step'). That tells an agent how to interpret partial failure, which annotations cannot convey.

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 sentences, front-loaded with what the agent gets, followed by cost/auth, then call triggers, then result interpretation. No sentence is redundant and none could be dropped without losing information.

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 zero-parameter read tool with an output schema already present, the description covers the remaining gaps: cost, auth requirement, invocation triggers, and the ok/errors/next_step contract. Nothing an agent needs to call or interpret 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?

The tool takes zero parameters, so the description has nothing parameter-level to compensate for, and the schema is fully covered. A 4 rather than 5 reflects that it adds no input-syntax detail, though none is possible here.

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

Purpose5/5

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

The description states a concrete resource set (identity/key, account balance, Go-to-Market wallet, usage over 1/7/30 days) rather than restating the name. It is clearly distinguishable from every sibling, which are all Reddit, batch, or search tools. An agent knows exactly what it will learn by calling it.

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?

Explicit triggering conditions are given: 'Call it to verify a new connection or to explain a 402.' That is a strong when-to-use statement. It stops short of 5 because it names no alternative tool or a when-not condition, though the sibling list offers no obvious competing diagnostic.

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

batch_get_schemaGet AIsa tool schemas in one batchA
Read-onlyIdempotent
Inspect

Retrieve schemas for 1 to 20 exact tool names from search. Build arguments from successful schemas, then call batch_quote. Do not call batch_use yet. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.

NameRequiredDescriptionDefault
toolsYesExact tool names returned by search whose complete contracts are needed. Never invent tool names.
session_idNoReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
include_documentationNoReturn the complete immutable public OpenAPI operation, referenced declarations, provenance and scoped completeness. Documentation does not change execution support.
include_response_schemaNoReturn the complete response_schema. Defaults to false.
include_arguments_schemaNoReturn the complete arguments_schema. Defaults to true.

Output Schema

NameRequiredDescription
toolsYes
session_idYesReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
error_countYes
total_countYes
success_countYes
next_steps_guidanceYes

TDQS

A4.6/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, closed-world), so the description is not required to restate it. It adds genuine operational context: the batch_use prohibition, exact-name/prefix requirements, and session reuse semantics. It does not cover failure handling when names are invalid, keeping it below a 5.

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

Conciseness4/5

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

Front-loaded with the core action and size limit, and every sentence carries workflow value. The session_id sentence duplicates the schema's own parameter description, which is minor redundancy rather than bloat.

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 read-only batch retrieval tool with an output schema, the description supplies the orchestration context an agent needs (source of names, next steps, session handling) without needing to explain return values. Nothing essential to correct invocation 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 description coverage is 100%, so the baseline is 3. The description adds real meaning beyond the schema by constraining names to those returned by search and warning against a client prefix such as mcp__aisa__, which is not encoded in the schema.

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

Purpose5/5

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

States a specific verb and resource ('Retrieve schemas for 1 to 20 exact tool names') and pins the source of those names to search. This clearly separates it from siblings like search (finds tools), batch_quote, and batch_use.

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

Usage Guidelines5/5

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

Explicitly sequences the workflow: build arguments from successful schemas, then call batch_quote, and 'Do not call batch_use yet.' This is an explicit when-to-use and when-not-to-use instruction naming the alternative siblings.

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

batch_quoteQuote published AIsa tools without executing themA
Read-onlyIdempotent
Inspect

Obtain AIsaServices cost quotes for 1 to 20 published tools without executing them. Same input as batch_use: exact tool names and schema-valid arguments. Never falls back to execution. The response reports auto_execute_eligible and auto_execute_threshold_micros_usd. auto_execute_eligible waives only the extra cost-confirmation step and does not override a user prohibition on execution, a narrower scope, or a tighter budget limit. Quotes are price observations, not authorization grants. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.

NameRequiredDescriptionDefault
callsYes
search_idNoOptional search correlation identifier returned by search.
session_idNoReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.

Output Schema

NameRequiredDescription
resultsYes
batch_idYes
session_idYesReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
error_countYes
total_countYes
success_countYes
next_steps_guidanceYesDeterministic next-step instructions derived from this result. Not an authorization grant.
auto_execute_eligibleNoTrue when the worst-known total of successful USD quotes is at or below auto_execute_threshold_micros_usd. A non-USD successful quote makes the batch ineligible. Present on quote responses.
auto_execute_threshold_micros_usdNoConfigured auto-execute threshold in micro-USD. 0 disables automatic execution. Present on quote responses.

TDQS

A4.8/5.0
Behavior5/5

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

Goes well past the readOnly/idempotent annotations by explaining that quotes are price observations rather than authorization grants, and precisely delimiting what auto_execute_eligible does and does not waive (user prohibition, narrower scope, tighter budget). It also guarantees no execution fallback, which is the key behavioral risk for this tool.

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?

Purpose is front-loaded and most sentences carry distinct rules (no fallback, eligibility limits, naming, session reuse). It is on the long side and the argument-shape constraint is stated twice in spirit, but little is truly wasted.

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?

An output schema exists, so return-value documentation isn't required, yet the description still flags the two response fields that matter for a downstream decision. Combined with session and naming guidance, an agent has everything needed to call it correctly.

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?

At 67% schema coverage the schema already documents each parameter, so the description earns credit only for added meaning: exact-name rules for 'tool', session_id reuse semantics, and the 1-to-20 argument-shape parallel with batch_use. It doesn't clarify search_id beyond what the schema states.

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

Purpose5/5

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

States a specific verb and resource ('Obtain AIsaServices cost quotes for 1 to 20 published tools') plus the crucial scope qualifier 'without executing them.' It is immediately distinguishable from the sibling batch_use, which executes rather than quotes.

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

Usage Guidelines5/5

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

Explicitly names the parallel sibling ('Same input as batch_use') and draws the boundary ('Never falls back to execution'). It also gives operational conditions: use names exactly as search returns them, strip any mcp__aisa__ prefix, and reuse session_id from Search for the task.

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

batch_useExecute published AIsa toolsA
Destructive
Inspect

Billable API calls can incur substantial charges. Never call before a successful batch_quote for the same tools and arguments. Execute only when that quote response reports auto_execute_eligible=true for these calls, or when explicit user authorization covers that cost and risk. auto_execute_eligible waives only the extra cost-confirmation step; it does not override a user prohibition on execution, a narrower scope, or a tighter budget limit. Re-quote if tools, arguments, or scope change. Execute 1 to 20 independent published-tool calls; never silently retry. A missing or failed quote is not free. Use tool names exactly as search returns them, without a client prefix such as mcp__aisa__. Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.

NameRequiredDescriptionDefault
callsYes
search_idNoOptional search correlation identifier returned by search.
session_idNoReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.

Output Schema

NameRequiredDescription
resultsYes
batch_idYes
session_idYesReuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.
error_countYes
total_countYes
success_countYes
next_steps_guidanceYesDeterministic next-step instructions derived from this result. Not an authorization grant.

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already cover mutability, destructiveness, and open-world behavior. The description adds critical business logic: billable calls, quote dependency, the meaning of auto_execute_eligible (waives only cost confirmation, not user prohibitions), and no silent retry. It doesn't detail rate limits or return format, but with an output schema present, that's acceptable.

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

Conciseness3/5

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

The description is dense and front-loads the cost warning, but it packs many separate instructions into one block, making it less scannable. Some sentences like 'A missing or failed quote is not free' add value, but the overall flow could be better structured.

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 destructive, open-world annotations and the presence of an output schema, the description covers the essential preconditions and behavioral constraints. It could mention error handling or partial failure behavior, but the core guidance is sufficient 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?

Schema coverage is 67%, and the description adds important semantics: tool names must be exact without client prefix, session_id reuse guidance, and 1-20 call limit. It doesn't explain search_id, but the schema description for search_id is already clear enough.

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 clearly states the verb and resource: 'Execute 1 to 20 independent published-tool calls', and the title matches. It distinguishes itself from batch_quote by requiring a quote first, but doesn't explicitly contrast with the singular 'use' sibling, though that's implied by 'batch'.

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

Usage Guidelines5/5

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

The description gives explicit when-to-use and when-not-to-use conditions: only after a successful batch_quote with auto_execute_eligible=true or explicit user authorization. It also states re-quote conditions and prohibits silent retries, leaving little ambiguity.

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

list_categoriesBrowse the AIsa catalogueA
Read-only
Inspect

The AIsa catalogue at a glance: categories, the servers in each, tool counts, and the dedicated endpoint to connect if you only need one category. Free. (AIsa-only: tool-router has no equivalent.) Use mcp.aisa.one/mcp?modules=<category> (or mcp.aisa.one/<category>/mcp) to have that category's tools listed directly instead of via search.

NameRequiredDescriptionDefault

No parameters

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already establish that this is a safe, read-only, closed-world operation. The description adds useful context beyond annotations by saying it returns categories, servers, tool counts, and the dedicated endpoint, and that it is free. It omits auth/rate-limit details, but those are less critical given the read-only annotations.

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?

The description is front-loaded with what the tool returns and is generally efficient. The parenthetical about tool-router and the endpoint URL add some density, but each part contributes usage or content context.

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 zero parameters, read-only annotations, and an output schema available, the description supplies enough context for correct invocation. It explains the catalogue contents and gives the category-specific endpoint alternative, leaving no critical gap for an agent.

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?

The tool has zero parameters, so parameter semantics are not a meaningful differentiator. The schema has no properties to explain, and the description does not need to document any 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 clearly states that this tool gives a catalogue overview: categories, servers per category, tool counts, and a dedicated endpoint. The resource is specific and recognizable, though sibling differentiation is only partial because it references 'tool-router' rather than the listed siblings like search/use.

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 a clear alternative: use the category-specific endpoint if you only need one category, rather than going via search. It also notes the tool is free and AIsa-only, but it does not explicitly state when to call list_categories instead of search or use.

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

post_waveinflu_ai_searchCreator AI SearchA
Destructive
Inspect

Finds creators from a natural-language brief instead of a seed account. platform and query are required; add limit (1–100, default 40) and the same optional filters as Similar Creators. Describe the creators you want in plain language (for example, "beauty creators in the US") and the response returns matching creators in the same rich shape as Similar Creators — full profile metrics plus AI-inferred gender, ageRange, ethnicity, faceVisibility, accountPositioning, aiDescription, and a relevance score. Billing is per delivered creator (data.count).

Usage-based billing; Default request estimate: $0.124425 USD (not a fixed price). Declared unit rate: $0.004977 USD per similar_creator_point. Account-specific pricing and final settlement may differ.

NameRequiredDescriptionDefault
bodyYes

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.1/5.0
Behavior4/5

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

Annotations mark this readOnly=false, destructive=true and idempotent=false, which is unusual for a search tool; the description resolves that by disclosing usage-based billing ('Billing is per delivered creator (data.count)') plus a concrete per-unit rate and estimate. That cost/consumption context is exactly the kind of behavior structured fields cannot convey. It does not spell out auth requirements or rate limits, so it falls short of a 5.

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

Conciseness4/5

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

Front-loads the differentiator and required inputs, then response shape, then billing — a sensible ordering with little filler. The appended pricing comment block is boilerplate rather than author content, but it does lengthen the definition.

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?

Covers the essentials for a billed, non-idempotent search: input meaning, output richness (redundant given the output schema exists), and cost. The one soft spot is that the filter set is described only by cross-reference ('the same optional filters as Similar Creators'), forcing an agent to consult a sibling to know the full filter surface.

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?

The description adds conceptual value (limit 'caps the billed count', the AI-inferred output fields), but it conflicts with the schema on two points: it calls `platform` required when the schema requires only `query` and gives platform a default, and it states `limit` defaults to 40 while the schema says 25. With reported schema coverage at 0% for the top-level `body` wrapper, the description is carrying the burden and these inaccuracies are costly, though the nested filter and platform properties are individually documented.

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

Purpose5/5

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

Names a specific verb and resource ('Finds creators') and immediately states the distinguishing mechanism: a natural-language brief rather than a seed account. This separates it cleanly from the sibling post_waveinflu_similar_creators, which is seed-driven, so an agent can pick between the two without opening either schema.

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 a clear condition for use ('Describe the creators you want in plain language') and contrasts it against the seed-account approach, implicitly naming the alternative path. It stops short of an explicit 'when not to use this / use similar_creators instead' instruction, so routing still requires a small inference.

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

post_waveinflu_email_lookupEmail LookupA
Read-onlyIdempotent
Inspect

Looks up the contact email for one Instagram, TikTok, or YouTube creator from a profile URL. Pass profile_url; the response returns the parsed platform, the normalized profile_url, and an email object {status, value}. A not_found status (with value null) is a normal result, not an error, and is still billed as one valid lookup. Handles one creator per call. To assemble a creator list first, use Similar Creators or AI Search — each match already includes an email for most creators; use this endpoint for the ones that come back null.

Usage-based billing; Default request estimate: $0.001991 USD (not a fixed price). Declared unit rate: $0.001991 USD per email_lookup_point. Account-specific pricing and final settlement may differ.

NameRequiredDescriptionDefault
bodyYes

Output Schema

NameRequiredDescription

No output parameters

TDQS

A4.6/5.0
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 genuinely non-obvious behavior: a `not_found` status with null value is a normal outcome rather than an error, and it is still billed as one valid lookup, plus the per-lookup pricing unit. It does not mention auth requirements or rate limits, so it stops short of a 5.

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

Conciseness4/5

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

Front-loads the core action and payload, then layers response shape, error semantics, and routing in descending order of importance. The embedded pricing comment block is machine-generated noise, but the prose itself is tight with no filler.

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?

An output schema exists, so return values were already documented, yet the description still surfaces the two things an agent actually needs to reason about: the `not_found` case is normal and billable, and one creator is handled per call. Combined with the sibling routing, nothing needed to call this 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 description coverage is 0% at the top level (the single nested `body.profile_url`), so the description must compensate, and it does: it tells the agent to pass `profile_url` and constrains the accepted values to Instagram, TikTok, or YouTube profile URLs, matching the schema example. It adds no syntax rules (e.g., trailing slash or handle-only input), so it is not fully exhaustive.

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

Purpose5/5

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

States a specific verb and resource — looks up the contact email for exactly one Instagram/TikTok/YouTube creator from a profile URL — and names the sibling alternatives (Similar Creators, AI Search) it is not. An agent can distinguish this from post_waveinflu_ai_search or post_waveinflu_similar_creators without opening any schema.

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

Usage Guidelines5/5

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

Explicit routing guidance: use the list-producing endpoints first to assemble a creator list, then call this endpoint for the creators whose `email` came back null. The one-creator-per-call constraint is stated outright, which prevents batching misuse.

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

post_waveinflu_similar_creatorsSimilar CreatorsA
Read-onlyIdempotent
Inspect

Finds creators similar to a seed account on Instagram, TikTok, or YouTube. platform and target_account are required; add limit (1–100, default 40) and optional filters (regions, languages, follower and play-count ranges, gender, ethnicity, creator type, face visibility, workspace dedup). Each match returns a rich profile: biography, email, followerCount, averagePlayCount / medianPlayCount, averageEngagementRate / medianEngagementRate, plus AI-inferred gender, ageRange, ethnicity, faceVisibility, accountPositioning tags, and an aiDescription, with a relevance score. Results are sorted by score descending. Billing is per delivered creator (data.count).

Usage-based billing; Default request estimate: $0.124425 USD (not a fixed price). Declared unit rate: $0.004977 USD per similar_creator_point. Account-specific pricing and final settlement may differ.

NameRequiredDescriptionDefault
bodyYes

Output Schema

NameRequiredDescription

No output parameters

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, open-world, non-destructive), so the bar is lower. The description adds genuinely useful context beyond them: per-delivered-creator billing tied to data.count, score-descending sort, and workspace-dedup behavior. Auth/rate-limit behavior is still absent, keeping it from a 5.

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

Conciseness4/5

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

Front-loaded with the core purpose, then parameters, return fields, sorting, and billing in a single dense paragraph. Every sentence carries information, though the return-field enumeration is somewhat list-heavy against an existing output schema.

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 nested, complex tool with an output schema, the description covers required params, optional filters, dedup, sort order, and billing. Return values are enumerated even though the output schema handles them, so nothing an agent needs is missing, but the incorrect limit default is a completeness flaw.

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?

The description compensates for the low top-level schema coverage by naming the required fields and enumerating the filter categories. However, it states a `limit` default of 40 while the schema declares a default of 25, a factual mismatch that could mislead the agent, and it largely restates what the nested schema descriptions already document.

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

Purpose5/5

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

States a specific verb and resource ('Finds creators similar to a seed account') plus the exact platforms (Instagram, TikTok, YouTube). This clearly distinguishes it from siblings like ai_search, email_lookup, and search without opening any schema.

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?

It tells the agent which parameters are required and which are optional, which implies the invocation pattern, but it never states when to choose this over siblings like post_waveinflu_ai_search or when not to use it. Usage context is implied rather than explicit.

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

useRun an AIsa operationC
Destructive
Inspect

deprecated, use batch_use instead

NameRequiredDescriptionDefault
argumentsNoArguments matching input_schema / arguments_schema
search_idNosearch_id from the search that found this operation
operation_idYesoperation_id as returned by search
max_price_usdNoRefuse the call before any spend if its quoted price is above this many USD

Output Schema

NameRequiredDescription

No output parameters

TDQS

C2.8/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=false, destructiveHint=true, and openWorldHint=true, so the agent knows this is a state-changing, open-world operation. The description adds only the deprecation status and says nothing about what gets mutated, spend behavior (despite a max_price_usd param), or authorization needs.

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?

A single clause with zero waste; the deprecation notice and the replacement are front-loaded. It is terse by design for a deprecated endpoint, though it is under-specified rather than optimally efficient.

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

Completeness2/5

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

Has an output schema and annotations, which reduces the burden, but a 4-parameter operation tool with a deprecation notice gives no information about what it executes or whether it remains functional. For an agent deciding between this and batch_use, the description is thin.

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 all four parameters (operation_id, arguments, search_id, max_price_usd) are already documented in the schema. The description adds no parameter meaning on top, so the baseline 3 applies.

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

Purpose2/5

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

The description never states what the tool does — no verb or resource. It only labels the tool as deprecated and points to a replacement, leaving the actual capability ('Run an AIsa operation' from the title) unexplained. An agent must infer the purpose from the title and schema alone.

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 explicitly routes the agent to the alternative ('use batch_use instead'), which is exactly the guidance needed for a deprecated tool. It doesn't explain when, if ever, this tool should still be called (e.g., during a migration window), so it stops short of a 5.

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

Tool Schema Changelog

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

  1. 5 tool updates
    • Addedaccount
    • Removedget_details
    • Changedpost_waveinflu_ai_search7 fields changed
      • addedInput schema / additionalProperties
        Added value: +false
      • addedInput schema / properties / body
        Added value: +{
        +  "properties": {
        +    "filters": {
        +      "description": "Optional filters applied before matching. All fields are optional.",
        +      "properties": {
        +        "creatorTypes": {
        +          "description": "Creator account types, e.g. [\"individual\", \"brand\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "ethnicities": {
        +          "description": "Inferred creator ethnicities.",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "faceVisibilities": {
        +          "description": "Face-visibility classifications, e.g. [\"clear_face\", \"mixed\", \"no_face\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "genders": {
        +          "description": "Inferred creator genders, e.g. [\"female\", \"male\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "languages": {
        +          "description": "Creator languages, e.g. [\"en\", \"ja\", \"zh-cn\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "maxFollowers": {
        +          "description": "Maximum follower / subscriber count.",
        +          "type": "number"
        +        },
        +        "maxPlayCount": {
        +          "description": "Maximum play / view count, measured by `playCountMetric`.",
        +          "type": "number"
        +        },
        +        "minFollowers": {
        +          "description": "Minimum follower / subscriber count.",
        +          "type": "number"
        +        },
        +        "minPlayCount": {
        +          "description": "Minimum play / view count, measured by `playCountMetric`.",
        +          "type": "number"
        +        },
        +        "playCountMetric": {
        +          "description": "Whether `minPlayCount` / `maxPlayCount` are compared against the median or the average play count.",
        +          "enum": [
        +            "median",
        +            "average"
        +          ],
        +          "type": "string"
        +        },
        +        "regions": {
        +          "description": "Creator regions (ISO country codes), e.g. [\"US\", \"GB\", \"JP\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "workspaceDeduplicationEnabled": {
        +          "description": "When true, creators already saved in your workspace are excluded from the results.",
        +          "type": "boolean"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "limit": {
        +      "default": 25,
        +      "description": "Maximum number of creators to return. Default 25, range 1–100. Caps the billed count.",
        +      "example": 10,
        +      "maximum": 100,
        +      "minimum": 1,
        +      "type": "integer"
        +    },
        +    "platform": {
        +      "default": "youtube",
        +      "description": "Target platform.",
        +      "enum": [
        +        "instagram",
        +        "tiktok",
        +        "youtube"
        +      ],
        +      "example": "instagram",
        +      "type": "string"
        +    },
        +    "query": {
        +      "description": "Natural-language description of the creators you are looking for.",
        +      "example": "beauty creators in the US",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "query"
        +  ],
        +  "type": "object"
        +}
      • removedInput schema / properties / filters
        Removed value: -{
        -  "description": "Optional filters applied before matching. All fields are optional.",
        -  "properties": {
        -    "creatorTypes": {
        -      "description": "Creator account types, e.g. [\"individual\", \"brand\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "ethnicities": {
        -      "description": "Inferred creator ethnicities.",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "faceVisibilities": {
        -      "description": "Face-visibility classifications, e.g. [\"clear_face\", \"mixed\", \"no_face\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "genders": {
        -      "description": "Inferred creator genders, e.g. [\"female\", \"male\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "languages": {
        -      "description": "Creator languages, e.g. [\"en\", \"ja\", \"zh-cn\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "maxFollowers": {
        -      "description": "Maximum follower / subscriber count.",
        -      "type": "number"
        -    },
        -    "maxPlayCount": {
        -      "description": "Maximum play / view count, measured by `playCountMetric`.",
        -      "type": "number"
        -    },
        -    "minFollowers": {
        -      "description": "Minimum follower / subscriber count.",
        -      "type": "number"
        -    },
        -    "minPlayCount": {
        -      "description": "Minimum play / view count, measured by `playCountMetric`.",
        -      "type": "number"
        -    },
        -    "playCountMetric": {
        -      "description": "Whether `minPlayCount` / `maxPlayCount` are compared against the median or the average play count.",
        -      "enum": [
        -        "median",
        -        "average"
        -      ],
        -      "type": "string"
        -    },
        -    "regions": {
        -      "description": "Creator regions (ISO country codes), e.g. [\"US\", \"GB\", \"JP\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "workspaceDeduplicationEnabled": {
        -      "description": "When true, creators already saved in your workspace are excluded from the results.",
        -      "type": "boolean"
        -    }
        -  },
        -  "type": "object"
        -}
      • removedInput schema / properties / limit
        Removed value: -{
        -  "default": 25,
        -  "maximum": 100,
        -  "minimum": 1,
        -  "type": "integer"
        -}
      • removedInput schema / properties / platform
        Removed value: -{
        -  "default": "youtube",
        -  "enum": [
        -    "instagram",
        -    "tiktok",
        -    "youtube"
        -  ],
        -  "type": "string"
        -}
      • removedInput schema / properties / query
        Removed value: -{
        -  "description": "Natural-language description of the creators you are looking for.",
        -  "example": "beauty creators in the US",
        -  "type": "string"
        -}
      • changedInput schema / required
        Previous value: -[
        -  "query"
        -]New value: +[
        +  "body"
        +]
    • Changedpost_waveinflu_email_lookup4 fields changed
      • addedInput schema / additionalProperties
        Added value: +false
      • addedInput schema / properties / body
        Added value: +{
        +  "properties": {
        +    "profile_url": {
        +      "description": "Instagram, TikTok, or YouTube creator profile URL.",
        +      "example": "https://www.instagram.com/onkimia/",
        +      "type": "string"
        +    }
        +  },
        +  "type": "object"
        +}
      • removedInput schema / properties / profile_url
        Removed value: -{
        -  "type": "string"
        -}
      • changedInput schema / required
        Previous value: -[]New value: +[
        +  "body"
        +]
    • Changedpost_waveinflu_similar_creators7 fields changed
      • addedInput schema / additionalProperties
        Added value: +false
      • addedInput schema / properties / body
        Added value: +{
        +  "properties": {
        +    "filters": {
        +      "description": "Optional filters applied before matching. All fields are optional.",
        +      "properties": {
        +        "creatorTypes": {
        +          "description": "Creator account types, e.g. [\"individual\", \"brand\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "ethnicities": {
        +          "description": "Inferred creator ethnicities.",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "faceVisibilities": {
        +          "description": "Face-visibility classifications, e.g. [\"clear_face\", \"mixed\", \"no_face\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "genders": {
        +          "description": "Inferred creator genders, e.g. [\"female\", \"male\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "languages": {
        +          "description": "Creator languages, e.g. [\"en\", \"ja\", \"zh-cn\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "maxFollowers": {
        +          "description": "Maximum follower / subscriber count.",
        +          "type": "number"
        +        },
        +        "maxPlayCount": {
        +          "description": "Maximum play / view count, measured by `playCountMetric`.",
        +          "type": "number"
        +        },
        +        "minFollowers": {
        +          "description": "Minimum follower / subscriber count.",
        +          "type": "number"
        +        },
        +        "minPlayCount": {
        +          "description": "Minimum play / view count, measured by `playCountMetric`.",
        +          "type": "number"
        +        },
        +        "playCountMetric": {
        +          "description": "Whether `minPlayCount` / `maxPlayCount` are compared against the median or the average play count.",
        +          "enum": [
        +            "median",
        +            "average"
        +          ],
        +          "type": "string"
        +        },
        +        "regions": {
        +          "description": "Creator regions (ISO country codes), e.g. [\"US\", \"GB\", \"JP\"].",
        +          "items": {
        +            "type": "string"
        +          },
        +          "type": "array"
        +        },
        +        "workspaceDeduplicationEnabled": {
        +          "description": "When true, creators already saved in your workspace are excluded from the results.",
        +          "type": "boolean"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "limit": {
        +      "default": 25,
        +      "description": "Maximum number of creators to return. Default 25, range 1–100. Caps the billed count.",
        +      "example": 10,
        +      "maximum": 100,
        +      "minimum": 1,
        +      "type": "integer"
        +    },
        +    "platform": {
        +      "default": "youtube",
        +      "description": "Target platform.",
        +      "enum": [
        +        "instagram",
        +        "tiktok",
        +        "youtube"
        +      ],
        +      "example": "instagram",
        +      "type": "string"
        +    },
        +    "target_account": {
        +      "description": "Seed account: a creator handle (with or without @) or profile URL to find similar creators for.",
        +      "example": "@onkimia",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "target_account"
        +  ],
        +  "type": "object"
        +}
      • removedInput schema / properties / filters
        Removed value: -{
        -  "description": "Optional filters applied before matching. All fields are optional.",
        -  "properties": {
        -    "creatorTypes": {
        -      "description": "Creator account types, e.g. [\"individual\", \"brand\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "ethnicities": {
        -      "description": "Inferred creator ethnicities.",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "faceVisibilities": {
        -      "description": "Face-visibility classifications, e.g. [\"clear_face\", \"mixed\", \"no_face\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "genders": {
        -      "description": "Inferred creator genders, e.g. [\"female\", \"male\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "languages": {
        -      "description": "Creator languages, e.g. [\"en\", \"ja\", \"zh-cn\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "maxFollowers": {
        -      "description": "Maximum follower / subscriber count.",
        -      "type": "number"
        -    },
        -    "maxPlayCount": {
        -      "description": "Maximum play / view count, measured by `playCountMetric`.",
        -      "type": "number"
        -    },
        -    "minFollowers": {
        -      "description": "Minimum follower / subscriber count.",
        -      "type": "number"
        -    },
        -    "minPlayCount": {
        -      "description": "Minimum play / view count, measured by `playCountMetric`.",
        -      "type": "number"
        -    },
        -    "playCountMetric": {
        -      "description": "Whether `minPlayCount` / `maxPlayCount` are compared against the median or the average play count.",
        -      "enum": [
        -        "median",
        -        "average"
        -      ],
        -      "type": "string"
        -    },
        -    "regions": {
        -      "description": "Creator regions (ISO country codes), e.g. [\"US\", \"GB\", \"JP\"].",
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    "workspaceDeduplicationEnabled": {
        -      "description": "When true, creators already saved in your workspace are excluded from the results.",
        -      "type": "boolean"
        -    }
        -  },
        -  "type": "object"
        -}
      • removedInput schema / properties / limit
        Removed value: -{
        -  "default": 25,
        -  "maximum": 100,
        -  "minimum": 1,
        -  "type": "integer"
        -}
      • removedInput schema / properties / platform
        Removed value: -{
        -  "default": "youtube",
        -  "enum": [
        -    "instagram",
        -    "tiktok",
        -    "youtube"
        -  ],
        -  "type": "string"
        -}
      • removedInput schema / properties / target_account
        Removed value: -{
        -  "description": "Seed account: a creator handle (with or without @) or profile URL to find similar creators for.",
        -  "example": "@onkimia",
        -  "type": "string"
        -}
      • changedInput schema / required
        Previous value: -[
        -  "target_account"
        -]New value: +[
        +  "body"
        +]
  2. 9 tool updates
    • Addedbatch_get_schema
    • Addedbatch_quote
    • Changedbatch_use18 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / calls / description
        Removed value: -"Up to 20 items of {call_id, operation_id, arguments}; steps at the same execution_level of a plan go in one batch"
      • addedInput schema / properties / calls / items / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • changedInput schema / properties / calls / items / additionalProperties
        Previous value: -trueNew value: +false
      • addedInput schema / properties / calls / items / properties
        Added value: +{
        +  "arguments": {
        +    "additionalProperties": true,
        +    "description": "Strictly schema-compliant arguments using the exact field names and types from this tool's arguments_schema.",
        +    "type": "object"
        +  },
        +  "call_id": {
        +    "description": "Caller-chosen identifier unique within this batch.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "type": "string"
        +  },
        +  "tool": {
        +    "description": "Exact tool name returned by search or batch_get_schema. Never invent a name.",
        +    "minLength": 1,
        +    "type": "string"
        +  }
        +}
      • addedInput schema / properties / calls / items / required
        Added value: +[
        +  "call_id",
        +  "tool",
        +  "arguments"
        +]
      • addedInput schema / properties / calls / maxItems
        Added value: +20
      • addedInput schema / properties / calls / minItems
        Added value: +1
      • removedInput schema / properties / max_price_usd
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "number"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Per-call price cap applied to every item"
        -}
      • removedInput schema / properties / search_id / anyOf
        Removed value: -[
        -  {
        -    "type": "string"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]
      • removedInput schema / properties / search_id / default
        Removed value: -null
      • changedInput schema / properties / search_id / description
        Previous value: -"search_id from the search that found these operations"New value: +"Optional search correlation identifier returned by search."
      • addedInput schema / properties / search_id / type
        Added value: +"string"
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedOutput schema / $defs
        Added value: +{
        +  "jsonValue": {
        +    "anyOf": [
        +      {
        +        "additionalProperties": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "type": "object"
        +      },
        +      {
        +        "items": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "type": "array"
        +      },
        +      {
        +        "type": "string"
        +      },
        +      {
        +        "type": "number"
        +      },
        +      {
        +        "type": "boolean"
        +      },
        +      {
        +        "type": "null"
        +      }
        +    ],
        +    "description": "JSON value returned by the upstream tool."
        +  }
        +}
      • addedOutput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties
        Added value: +{
        +  "batch_id": {
        +    "type": "string"
        +  },
        +  "error_count": {
        +    "minimum": 0,
        +    "type": "integer"
        +  },
        +  "next_steps_guidance": {
        +    "description": "Deterministic next-step instructions derived from this result. Not an authorization grant.",
        +    "items": {
        +      "type": "string"
        +    },
        +    "type": "array"
        +  },
        +  "results": {
        +    "items": {
        +      "$schema": "https://json-schema.org/draft/2020-12/schema",
        +      "additionalProperties": false,
        +      "properties": {
        +        "call_id": {
        +          "type": "string"
        +        },
        +        "customer_cost_micros_usd": {
        +          "description": "Actual customer charge settled by AIsaServices, in micro-USD. Omitted when the upstream response does not report it.",
        +          "minimum": 0,
        +          "type": "integer"
        +        },
        +        "data": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "error": {
        +          "anyOf": [
        +            {
        +              "$schema": "https://json-schema.org/draft/2020-12/schema",
        +              "additionalProperties": false,
        +              "properties": {
        +                "message": {
        +                  "type": "string"
        +                },
        +                "retryable": {
        +                  "type": "boolean"
        +                },
        +                "status": {
        +                  "type": "integer"
        +                },
        +                "type": {
        +                  "enum": [
        +                    "validation",
        +                    "authentication",
        +                    "payment",
        +                    "permission",
        +                    "rate_limit",
        +                    "upstream",
        +                    "timeout",
        +                    "internal"
        +                  ],
        +                  "type": "string"
        +                }
        +              },
        +              "required": [
        +                "type",
        +                "status",
        +                "retryable"
        +              ],
        +              "type": "object"
        +            },
        +            {
        +              "type": "null"
        +            }
        +          ]
        +        },
        +        "request_id": {
        +          "type": "string"
        +        },
        +        "successful": {
        +          "type": "boolean"
        +        },
        +        "tool": {
        +          "type": "string"
        +        },
        +        "upstream_status": {
        +          "description": "HTTP status returned by AIsaServices when a request was dispatched.",
        +          "type": "integer"
        +        }
        +      },
        +      "required": [
        +        "call_id",
        +        "tool",
        +        "successful",
        +        "request_id"
        +      ],
        +      "type": "object"
        +    },
        +    "type": "array"
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]*$",
        +    "type": "string"
        +  },
        +  "success_count": {
        +    "minimum": 0,
        +    "type": "integer"
        +  },
        +  "total_count": {
        +    "minimum": 1,
        +    "type": "integer"
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "session_id",
        +  "batch_id",
        +  "total_count",
        +  "success_count",
        +  "error_count",
        +  "results",
        +  "next_steps_guidance"
        +]
    • Changedget_details13 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / arguments
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "additionalProperties": true,
        -      "type": "object"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "The arguments the operation would be called with, for a price that reflects them. Keyed by operation_id for a batch, or passed flat for a single operation_id. Routes whose required parameters are validated before pricing have no price without them."
        -}
      • addedInput schema / properties / include_arguments_schema
        Added value: +{
        +  "default": true,
        +  "description": "Return the complete arguments_schema. Defaults to true.",
        +  "type": "boolean"
        +}
      • changedInput schema / properties / include_documentation / description
        Previous value: -"Include the complete native public OpenAPI document, reference closure and scoped completeness. Existing execution schemas remain unchanged."New value: +"Return the complete immutable public OpenAPI operation, referenced declarations, provenance and scoped completeness. Documentation does not change execution support."
      • addedInput schema / properties / include_response_schema
        Added value: +{
        +  "default": false,
        +  "description": "Return the complete response_schema. Defaults to false.",
        +  "type": "boolean"
        +}
      • removedInput schema / properties / operation_id
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "One operation_id from search"
        -}
      • removedInput schema / properties / operation_ids
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Up to 20 operation_ids, for a batch"
        -}
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedInput schema / properties / tools
        Added value: +{
        +  "description": "Exact tool names returned by search whose complete contracts are needed. Never invent tool names.",
        +  "items": {
        +    "minLength": 1,
        +    "pattern": "^\\S(?:.*\\S)?$",
        +    "type": "string"
        +  },
        +  "maxItems": 20,
        +  "minItems": 1,
        +  "type": "array",
        +  "uniqueItems": true
        +}
      • removedInput schema / properties / with_quote
        Removed value: -{
        -  "default": true,
        -  "description": "Whether each operation is priced for this account before the answer. One round trip per operation; spends nothing.",
        -  "type": "boolean"
        -}
      • addedInput schema / required
        Added value: +[
        +  "tools"
        +]
      • addedOutput schema / properties
        Added value: +{
        +  "error_count": {
        +    "type": "integer"
        +  },
        +  "next_steps_guidance": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "type": "string"
        +    }
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        +    "type": "string"
        +  },
        +  "success_count": {
        +    "type": "integer"
        +  },
        +  "tools": {
        +    "additionalProperties": {
        +      "additionalProperties": false,
        +      "properties": {
        +        "arguments_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "canonical_operation_id": {
        +          "type": "string"
        +        },
        +        "documentation": {
        +          "additionalProperties": true,
        +          "type": "object"
        +        },
        +        "error": {
        +          "additionalProperties": false,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ],
        +          "properties": {
        +            "code": {
        +              "type": "string"
        +            },
        +            "message": {
        +              "type": "string"
        +            }
        +          },
        +          "required": [
        +            "code",
        +            "message"
        +          ]
        +        },
        +        "execution_supported": {
        +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        +          "type": "boolean"
        +        },
        +        "execution_unsupported_reason": {
        +          "description": "Why execution and quoting remain unavailable through this router.",
        +          "type": "string"
        +        },
        +        "idempotent": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "boolean"
        +            }
        +          ]
        +        },
        +        "known_pitfalls": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "read_only": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "boolean"
        +            }
        +          ]
        +        },
        +        "response_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "side_effects": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "successful": {
        +          "type": "boolean"
        +        }
        +      },
        +      "required": [
        +        "successful"
        +      ],
        +      "type": "object"
        +    },
        +    "type": "object"
        +  },
        +  "total_count": {
        +    "type": "integer"
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "error_count",
        +  "next_steps_guidance",
        +  "session_id",
        +  "success_count",
        +  "tools",
        +  "total_count"
        +]
    • Changedpost_waveinflu_ai_search8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -40New value: +25
      • removedInput schema / properties / limit / description
        Removed value: -"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • removedInput schema / properties / limit / example
        Removed value: -10
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • addedInput schema / properties / platform / default
        Added value: +"youtube"
      • removedInput schema / properties / platform / description
        Removed value: -"Target platform."
      • removedInput schema / properties / platform / example
        Removed value: -"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "platform",
        -  "query"
        -]New value: +[
        +  "query"
        +]
    • Changedpost_waveinflu_email_lookup3 fields changed
      • removedInput schema / properties / profile_url / description
        Removed value: -"Instagram, TikTok, or YouTube creator profile URL."
      • removedInput schema / properties / profile_url / example
        Removed value: -"https://www.instagram.com/onkimia/"
      • changedInput schema / required
        Previous value: -[
        -  "profile_url"
        -]New value: +[]
    • Changedpost_waveinflu_similar_creators8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -40New value: +25
      • removedInput schema / properties / limit / description
        Removed value: -"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • removedInput schema / properties / limit / example
        Removed value: -10
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • addedInput schema / properties / platform / default
        Added value: +"youtube"
      • removedInput schema / properties / platform / description
        Removed value: -"Target platform."
      • removedInput schema / properties / platform / example
        Removed value: -"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "platform",
        -  "target_account"
        -]New value: +[
        +  "target_account"
        +]
    • Changedsearch17 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / category / anyOf
        Removed value: -[
        -  {
        -    "enum": [
        -      "seo",
        -      "finance",
        -      "social",
        -      "search",
        -      "sales",
        -      "mail"
        -    ],
        -    "type": "string"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]
      • removedInput schema / properties / category / default
        Removed value: -null
      • changedInput schema / properties / category / description
        Previous value: -"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."New value: +"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"
      • addedInput schema / properties / category / enum
        Added value: +[
        +  "seo",
        +  "finance",
        +  "social",
        +  "search",
        +  "sales",
        +  "mail"
        +]
      • addedInput schema / properties / category / type
        Added value: +"string"
      • addedInput schema / properties / known_fields
        Added value: +{
        +  "additionalProperties": true,
        +  "default": {},
        +  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
        +  "type": "object"
        +}
      • changedInput schema / properties / limit / description
        Previous value: -"Maximum candidates, 1-10"New value: +"Maximum number of additional direct tool candidates."
      • addedInput schema / properties / limit / maximum
        Added value: +20
      • addedInput schema / properties / limit / minimum
        Added value: +1
      • addedInput schema / properties / provider_filters
        Added value: +{
        +  "default": [],
        +  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
        +  "items": {
        +    "type": "string"
        +  },
        +  "maxItems": 50,
        +  "type": "array",
        +  "uniqueItems": true
        +}
      • changedInput schema / properties / query / description
        Previous value: -"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."New value: +"Natural-language capability or task to discover."
      • addedInput schema / properties / query / maxLength
        Added value: +2000
      • addedInput schema / properties / query / minLength
        Added value: +1
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedOutput schema / properties
        Added value: +{
        +  "next_steps_guidance": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "type": "string"
        +    }
        +  },
        +  "plan": {
        +    "additionalProperties": false,
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "object"
        +      }
        +    ],
        +    "properties": {
        +      "canonical_use_case": {
        +        "type": "string"
        +      },
        +      "description": {
        +        "type": "string"
        +      },
        +      "known_pitfalls": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "plan_ref": {
        +        "type": "string"
        +      },
        +      "primary_tools": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "recommended_steps": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "related_tools": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      }
        +    },
        +    "required": [
        +      "canonical_use_case",
        +      "description",
        +      "known_pitfalls",
        +      "plan_ref",
        +      "primary_tools",
        +      "recommended_steps",
        +      "related_tools"
        +    ]
        +  },
        +  "retrieval_mode": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "string"
        +      }
        +    ]
        +  },
        +  "search_id": {
        +    "type": "string"
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        +    "type": "string"
        +  },
        +  "tools": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "additionalProperties": false,
        +      "properties": {
        +        "arguments_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "description": {
        +          "type": "string"
        +        },
        +        "execution_supported": {
        +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        +          "type": "boolean"
        +        },
        +        "execution_unsupported_reason": {
        +          "description": "Why execution and quoting remain unavailable through this router.",
        +          "type": "string"
        +        },
        +        "has_full_schema": {
        +          "type": "boolean"
        +        },
        +        "match_reasons": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "price": {
        +          "additionalProperties": true,
        +          "type": "object"
        +        },
        +        "retrieval_debug": {
        +          "additionalProperties": false,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ],
        +          "properties": {
        +            "fused_rank": {
        +              "type": "integer"
        +            },
        +            "fused_score": {
        +              "type": "number"
        +            },
        +            "lexical_rank": {
        +              "type": "integer"
        +            },
        +            "lexical_score": {
        +              "type": "number"
        +            },
        +            "rerank_admission_rank": {
        +              "type": "integer"
        +            },
        +            "rerank_rank": {
        +              "type": "integer"
        +            },
        +            "rerank_score": {
        +              "anyOf": [
        +                {
        +                  "type": "null"
        +                },
        +                {
        +                  "type": "number"
        +                }
        +              ]
        +            },
        +            "runtime_availability": {
        +              "type": "string"
        +            },
        +            "vector_view_ranks": {
        +              "additionalProperties": {
        +                "type": "integer"
        +              },
        +              "type": "object"
        +            },
        +            "vector_view_scores": {
        +              "additionalProperties": {
        +                "type": "number"
        +              },
        +              "type": "object"
        +            }
        +          },
        +          "required": [
        +            "fused_rank",
        +            "fused_score",
        +            "lexical_rank",
        +            "lexical_score",
        +            "rerank_admission_rank",
        +            "rerank_rank",
        +            "runtime_availability",
        +            "vector_view_ranks",
        +            "vector_view_scores"
        +          ]
        +        },
        +        "summary": {
        +          "type": "string"
        +        },
        +        "tool": {
        +          "type": "string"
        +        }
        +      },
        +      "required": [
        +        "description",
        +        "has_full_schema",
        +        "price",
        +        "summary",
        +        "tool"
        +      ],
        +      "type": "object"
        +    }
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "next_steps_guidance",
        +  "search_id",
        +  "session_id",
        +  "tools"
        +]
    • Changeduse1 field changed
      • changedInput schema / properties / max_price_usd / description
        Previous value: -"Refuse the call before any spend if it would cost more than this many USD"New value: +"Refuse the call before any spend if its quoted price is above this many USD"
  3. 9 tool updates
    • Removedbatch_get_schema
    • Removedbatch_quote
    • Changedbatch_use18 fields changed
      • removedInput schema / $schema
        Removed value: -"https://json-schema.org/draft/2020-12/schema"
      • addedInput schema / properties / calls / description
        Added value: +"Up to 20 items of {call_id, operation_id, arguments}; steps at the same execution_level of a plan go in one batch"
      • removedInput schema / properties / calls / items / $schema
        Removed value: -"https://json-schema.org/draft/2020-12/schema"
      • changedInput schema / properties / calls / items / additionalProperties
        Previous value: -falseNew value: +true
      • removedInput schema / properties / calls / items / properties
        Removed value: -{
        -  "arguments": {
        -    "additionalProperties": true,
        -    "description": "Strictly schema-compliant arguments using the exact field names and types from this tool's arguments_schema.",
        -    "type": "object"
        -  },
        -  "call_id": {
        -    "description": "Caller-chosen identifier unique within this batch.",
        -    "maxLength": 128,
        -    "minLength": 1,
        -    "type": "string"
        -  },
        -  "tool": {
        -    "description": "Exact tool name returned by search or batch_get_schema. Never invent a name.",
        -    "minLength": 1,
        -    "type": "string"
        -  }
        -}
      • removedInput schema / properties / calls / items / required
        Removed value: -[
        -  "call_id",
        -  "tool",
        -  "arguments"
        -]
      • removedInput schema / properties / calls / maxItems
        Removed value: -20
      • removedInput schema / properties / calls / minItems
        Removed value: -1
      • addedInput schema / properties / max_price_usd
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Per-call price cap applied to every item"
        +}
      • addedInput schema / properties / search_id / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / search_id / default
        Added value: +null
      • changedInput schema / properties / search_id / description
        Previous value: -"Optional search correlation identifier returned by search."New value: +"search_id from the search that found these operations"
      • removedInput schema / properties / search_id / type
        Removed value: -"string"
      • removedInput schema / properties / session_id
        Removed value: -{
        -  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -  "maxLength": 128,
        -  "pattern": "^[A-Za-z0-9_-]*$",
        -  "type": "string"
        -}
      • removedOutput schema / $defs
        Removed value: -{
        -  "jsonValue": {
        -    "anyOf": [
        -      {
        -        "additionalProperties": {
        -          "$ref": "#/$defs/jsonValue"
        -        },
        -        "type": "object"
        -      },
        -      {
        -        "items": {
        -          "$ref": "#/$defs/jsonValue"
        -        },
        -        "type": "array"
        -      },
        -      {
        -        "type": "string"
        -      },
        -      {
        -        "type": "number"
        -      },
        -      {
        -        "type": "boolean"
        -      },
        -      {
        -        "type": "null"
        -      }
        -    ],
        -    "description": "JSON value returned by the upstream tool."
        -  }
        -}
      • removedOutput schema / $schema
        Removed value: -"https://json-schema.org/draft/2020-12/schema"
      • removedOutput schema / properties
        Removed value: -{
        -  "batch_id": {
        -    "type": "string"
        -  },
        -  "error_count": {
        -    "minimum": 0,
        -    "type": "integer"
        -  },
        -  "next_steps_guidance": {
        -    "description": "Deterministic next-step instructions derived from this result. Not an authorization grant.",
        -    "items": {
        -      "type": "string"
        -    },
        -    "type": "array"
        -  },
        -  "results": {
        -    "items": {
        -      "$schema": "https://json-schema.org/draft/2020-12/schema",
        -      "additionalProperties": false,
        -      "properties": {
        -        "call_id": {
        -          "type": "string"
        -        },
        -        "customer_cost_micros_usd": {
        -          "description": "Actual customer charge settled by AIsaServices, in micro-USD. Omitted when the upstream response does not report it.",
        -          "minimum": 0,
        -          "type": "integer"
        -        },
        -        "data": {
        -          "$ref": "#/$defs/jsonValue"
        -        },
        -        "error": {
        -          "anyOf": [
        -            {
        -              "$schema": "https://json-schema.org/draft/2020-12/schema",
        -              "additionalProperties": false,
        -              "properties": {
        -                "message": {
        -                  "type": "string"
        -                },
        -                "retryable": {
        -                  "type": "boolean"
        -                },
        -                "status": {
        -                  "type": "integer"
        -                },
        -                "type": {
        -                  "enum": [
        -                    "validation",
        -                    "authentication",
        -                    "payment",
        -                    "permission",
        -                    "rate_limit",
        -                    "upstream",
        -                    "timeout",
        -                    "internal"
        -                  ],
        -                  "type": "string"
        -                }
        -              },
        -              "required": [
        -                "type",
        -                "status",
        -                "retryable"
        -              ],
        -              "type": "object"
        -            },
        -            {
        -              "type": "null"
        -            }
        -          ]
        -        },
        -        "request_id": {
        -          "type": "string"
        -        },
        -        "successful": {
        -          "type": "boolean"
        -        },
        -        "tool": {
        -          "type": "string"
        -        },
        -        "upstream_status": {
        -          "description": "HTTP status returned by AIsaServices when a request was dispatched.",
        -          "type": "integer"
        -        }
        -      },
        -      "required": [
        -        "call_id",
        -        "tool",
        -        "successful",
        -        "request_id"
        -      ],
        -      "type": "object"
        -    },
        -    "type": "array"
        -  },
        -  "session_id": {
        -    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -    "maxLength": 128,
        -    "minLength": 1,
        -    "pattern": "^[A-Za-z0-9_-]*$",
        -    "type": "string"
        -  },
        -  "success_count": {
        -    "minimum": 0,
        -    "type": "integer"
        -  },
        -  "total_count": {
        -    "minimum": 1,
        -    "type": "integer"
        -  }
        -}
      • removedOutput schema / required
        Removed value: -[
        -  "session_id",
        -  "batch_id",
        -  "total_count",
        -  "success_count",
        -  "error_count",
        -  "results",
        -  "next_steps_guidance"
        -]
    • Changedget_details13 fields changed
      • removedInput schema / $schema
        Removed value: -"https://json-schema.org/draft/2020-12/schema"
      • addedInput schema / properties / arguments
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "The arguments the operation would be called with, for a price that reflects them. Keyed by operation_id for a batch, or passed flat for a single operation_id. Routes whose required parameters are validated before pricing have no price without them."
        +}
      • removedInput schema / properties / include_arguments_schema
        Removed value: -{
        -  "default": true,
        -  "description": "Return the complete arguments_schema. Defaults to true.",
        -  "type": "boolean"
        -}
      • changedInput schema / properties / include_documentation / description
        Previous value: -"Return the complete immutable public OpenAPI operation, referenced declarations, provenance and scoped completeness. Documentation does not change execution support."New value: +"Include the complete native public OpenAPI document, reference closure and scoped completeness. Existing execution schemas remain unchanged."
      • removedInput schema / properties / include_response_schema
        Removed value: -{
        -  "default": false,
        -  "description": "Return the complete response_schema. Defaults to false.",
        -  "type": "boolean"
        -}
      • addedInput schema / properties / operation_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "One operation_id from search"
        +}
      • addedInput schema / properties / operation_ids
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Up to 20 operation_ids, for a batch"
        +}
      • removedInput schema / properties / session_id
        Removed value: -{
        -  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -  "maxLength": 128,
        -  "pattern": "^[A-Za-z0-9_-]*$",
        -  "type": "string"
        -}
      • removedInput schema / properties / tools
        Removed value: -{
        -  "description": "Exact tool names returned by search whose complete contracts are needed. Never invent tool names.",
        -  "items": {
        -    "minLength": 1,
        -    "pattern": "^\\S(?:.*\\S)?$",
        -    "type": "string"
        -  },
        -  "maxItems": 20,
        -  "minItems": 1,
        -  "type": "array",
        -  "uniqueItems": true
        -}
      • addedInput schema / properties / with_quote
        Added value: +{
        +  "default": true,
        +  "description": "Whether each operation is priced for this account before the answer. One round trip per operation; spends nothing.",
        +  "type": "boolean"
        +}
      • removedInput schema / required
        Removed value: -[
        -  "tools"
        -]
      • removedOutput schema / properties
        Removed value: -{
        -  "error_count": {
        -    "type": "integer"
        -  },
        -  "next_steps_guidance": {
        -    "anyOf": [
        -      {
        -        "type": "null"
        -      },
        -      {
        -        "type": "array"
        -      }
        -    ],
        -    "items": {
        -      "type": "string"
        -    }
        -  },
        -  "session_id": {
        -    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -    "maxLength": 128,
        -    "minLength": 1,
        -    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        -    "type": "string"
        -  },
        -  "success_count": {
        -    "type": "integer"
        -  },
        -  "tools": {
        -    "additionalProperties": {
        -      "additionalProperties": false,
        -      "properties": {
        -        "arguments_schema": {
        -          "additionalProperties": true,
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "object"
        -            }
        -          ]
        -        },
        -        "canonical_operation_id": {
        -          "type": "string"
        -        },
        -        "documentation": {
        -          "additionalProperties": true,
        -          "type": "object"
        -        },
        -        "error": {
        -          "additionalProperties": false,
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "object"
        -            }
        -          ],
        -          "properties": {
        -            "code": {
        -              "type": "string"
        -            },
        -            "message": {
        -              "type": "string"
        -            }
        -          },
        -          "required": [
        -            "code",
        -            "message"
        -          ]
        -        },
        -        "execution_supported": {
        -          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        -          "type": "boolean"
        -        },
        -        "execution_unsupported_reason": {
        -          "description": "Why execution and quoting remain unavailable through this router.",
        -          "type": "string"
        -        },
        -        "idempotent": {
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "boolean"
        -            }
        -          ]
        -        },
        -        "known_pitfalls": {
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "array"
        -            }
        -          ],
        -          "items": {
        -            "type": "string"
        -          }
        -        },
        -        "read_only": {
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "boolean"
        -            }
        -          ]
        -        },
        -        "response_schema": {
        -          "additionalProperties": true,
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "object"
        -            }
        -          ]
        -        },
        -        "side_effects": {
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "array"
        -            }
        -          ],
        -          "items": {
        -            "type": "string"
        -          }
        -        },
        -        "successful": {
        -          "type": "boolean"
        -        }
        -      },
        -      "required": [
        -        "successful"
        -      ],
        -      "type": "object"
        -    },
        -    "type": "object"
        -  },
        -  "total_count": {
        -    "type": "integer"
        -  }
        -}
      • removedOutput schema / required
        Removed value: -[
        -  "error_count",
        -  "next_steps_guidance",
        -  "session_id",
        -  "success_count",
        -  "tools",
        -  "total_count"
        -]
    • Changedpost_waveinflu_ai_search8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -25New value: +40
      • addedInput schema / properties / limit / description
        Added value: +"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • addedInput schema / properties / limit / example
        Added value: +10
      • changedInput schema / properties / limit / type
        Previous value: -"integer"New value: +"number"
      • removedInput schema / properties / platform / default
        Removed value: -"youtube"
      • addedInput schema / properties / platform / description
        Added value: +"Target platform."
      • addedInput schema / properties / platform / example
        Added value: +"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "query"
        -]New value: +[
        +  "platform",
        +  "query"
        +]
    • Changedpost_waveinflu_email_lookup3 fields changed
      • addedInput schema / properties / profile_url / description
        Added value: +"Instagram, TikTok, or YouTube creator profile URL."
      • addedInput schema / properties / profile_url / example
        Added value: +"https://www.instagram.com/onkimia/"
      • changedInput schema / required
        Previous value: -[]New value: +[
        +  "profile_url"
        +]
    • Changedpost_waveinflu_similar_creators8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -25New value: +40
      • addedInput schema / properties / limit / description
        Added value: +"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • addedInput schema / properties / limit / example
        Added value: +10
      • changedInput schema / properties / limit / type
        Previous value: -"integer"New value: +"number"
      • removedInput schema / properties / platform / default
        Removed value: -"youtube"
      • addedInput schema / properties / platform / description
        Added value: +"Target platform."
      • addedInput schema / properties / platform / example
        Added value: +"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "target_account"
        -]New value: +[
        +  "platform",
        +  "target_account"
        +]
    • Changedsearch17 fields changed
      • removedInput schema / $schema
        Removed value: -"https://json-schema.org/draft/2020-12/schema"
      • addedInput schema / properties / category / anyOf
        Added value: +[
        +  {
        +    "enum": [
        +      "seo",
        +      "finance",
        +      "social",
        +      "search",
        +      "sales",
        +      "mail"
        +    ],
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedInput schema / properties / category / default
        Added value: +null
      • changedInput schema / properties / category / description
        Previous value: -"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"New value: +"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."
      • removedInput schema / properties / category / enum
        Removed value: -[
        -  "seo",
        -  "finance",
        -  "social",
        -  "search",
        -  "sales",
        -  "mail"
        -]
      • removedInput schema / properties / category / type
        Removed value: -"string"
      • removedInput schema / properties / known_fields
        Removed value: -{
        -  "additionalProperties": true,
        -  "default": {},
        -  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
        -  "type": "object"
        -}
      • changedInput schema / properties / limit / description
        Previous value: -"Maximum number of additional direct tool candidates."New value: +"Maximum candidates, 1-10"
      • removedInput schema / properties / limit / maximum
        Removed value: -20
      • removedInput schema / properties / limit / minimum
        Removed value: -1
      • removedInput schema / properties / provider_filters
        Removed value: -{
        -  "default": [],
        -  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
        -  "items": {
        -    "type": "string"
        -  },
        -  "maxItems": 50,
        -  "type": "array",
        -  "uniqueItems": true
        -}
      • changedInput schema / properties / query / description
        Previous value: -"Natural-language capability or task to discover."New value: +"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."
      • removedInput schema / properties / query / maxLength
        Removed value: -2000
      • removedInput schema / properties / query / minLength
        Removed value: -1
      • removedInput schema / properties / session_id
        Removed value: -{
        -  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -  "maxLength": 128,
        -  "pattern": "^[A-Za-z0-9_-]*$",
        -  "type": "string"
        -}
      • removedOutput schema / properties
        Removed value: -{
        -  "next_steps_guidance": {
        -    "anyOf": [
        -      {
        -        "type": "null"
        -      },
        -      {
        -        "type": "array"
        -      }
        -    ],
        -    "items": {
        -      "type": "string"
        -    }
        -  },
        -  "plan": {
        -    "additionalProperties": false,
        -    "anyOf": [
        -      {
        -        "type": "null"
        -      },
        -      {
        -        "type": "object"
        -      }
        -    ],
        -    "properties": {
        -      "canonical_use_case": {
        -        "type": "string"
        -      },
        -      "description": {
        -        "type": "string"
        -      },
        -      "known_pitfalls": {
        -        "anyOf": [
        -          {
        -            "type": "null"
        -          },
        -          {
        -            "type": "array"
        -          }
        -        ],
        -        "items": {
        -          "type": "string"
        -        }
        -      },
        -      "plan_ref": {
        -        "type": "string"
        -      },
        -      "primary_tools": {
        -        "anyOf": [
        -          {
        -            "type": "null"
        -          },
        -          {
        -            "type": "array"
        -          }
        -        ],
        -        "items": {
        -          "type": "string"
        -        }
        -      },
        -      "recommended_steps": {
        -        "anyOf": [
        -          {
        -            "type": "null"
        -          },
        -          {
        -            "type": "array"
        -          }
        -        ],
        -        "items": {
        -          "type": "string"
        -        }
        -      },
        -      "related_tools": {
        -        "anyOf": [
        -          {
        -            "type": "null"
        -          },
        -          {
        -            "type": "array"
        -          }
        -        ],
        -        "items": {
        -          "type": "string"
        -        }
        -      }
        -    },
        -    "required": [
        -      "canonical_use_case",
        -      "description",
        -      "known_pitfalls",
        -      "plan_ref",
        -      "primary_tools",
        -      "recommended_steps",
        -      "related_tools"
        -    ]
        -  },
        -  "retrieval_mode": {
        -    "anyOf": [
        -      {
        -        "type": "null"
        -      },
        -      {
        -        "type": "string"
        -      }
        -    ]
        -  },
        -  "search_id": {
        -    "type": "string"
        -  },
        -  "session_id": {
        -    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        -    "maxLength": 128,
        -    "minLength": 1,
        -    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        -    "type": "string"
        -  },
        -  "tools": {
        -    "anyOf": [
        -      {
        -        "type": "null"
        -      },
        -      {
        -        "type": "array"
        -      }
        -    ],
        -    "items": {
        -      "additionalProperties": false,
        -      "properties": {
        -        "arguments_schema": {
        -          "additionalProperties": true,
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "object"
        -            }
        -          ]
        -        },
        -        "description": {
        -          "type": "string"
        -        },
        -        "execution_supported": {
        -          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        -          "type": "boolean"
        -        },
        -        "execution_unsupported_reason": {
        -          "description": "Why execution and quoting remain unavailable through this router.",
        -          "type": "string"
        -        },
        -        "has_full_schema": {
        -          "type": "boolean"
        -        },
        -        "match_reasons": {
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "array"
        -            }
        -          ],
        -          "items": {
        -            "type": "string"
        -          }
        -        },
        -        "price": {
        -          "additionalProperties": true,
        -          "type": "object"
        -        },
        -        "retrieval_debug": {
        -          "additionalProperties": false,
        -          "anyOf": [
        -            {
        -              "type": "null"
        -            },
        -            {
        -              "type": "object"
        -            }
        -          ],
        -          "properties": {
        -            "fused_rank": {
        -              "type": "integer"
        -            },
        -            "fused_score": {
        -              "type": "number"
        -            },
        -            "lexical_rank": {
        -              "type": "integer"
        -            },
        -            "lexical_score": {
        -              "type": "number"
        -            },
        -            "rerank_admission_rank": {
        -              "type": "integer"
        -            },
        -            "rerank_rank": {
        -              "type": "integer"
        -            },
        -            "rerank_score": {
        -              "anyOf": [
        -                {
        -                  "type": "null"
        -                },
        -                {
        -                  "type": "number"
        -                }
        -              ]
        -            },
        -            "runtime_availability": {
        -              "type": "string"
        -            },
        -            "vector_view_ranks": {
        -              "additionalProperties": {
        -                "type": "integer"
        -              },
        -              "type": "object"
        -            },
        -            "vector_view_scores": {
        -              "additionalProperties": {
        -                "type": "number"
        -              },
        -              "type": "object"
        -            }
        -          },
        -          "required": [
        -            "fused_rank",
        -            "fused_score",
        -            "lexical_rank",
        -            "lexical_score",
        -            "rerank_admission_rank",
        -            "rerank_rank",
        -            "runtime_availability",
        -            "vector_view_ranks",
        -            "vector_view_scores"
        -          ]
        -        },
        -        "summary": {
        -          "type": "string"
        -        },
        -        "tool": {
        -          "type": "string"
        -        }
        -      },
        -      "required": [
        -        "description",
        -        "has_full_schema",
        -        "price",
        -        "summary",
        -        "tool"
        -      ],
        -      "type": "object"
        -    }
        -  }
        -}
      • removedOutput schema / required
        Removed value: -[
        -  "next_steps_guidance",
        -  "search_id",
        -  "session_id",
        -  "tools"
        -]
    • Changeduse1 field changed
      • changedInput schema / properties / max_price_usd / description
        Previous value: -"Refuse the call before any spend if its quoted price is above this many USD"New value: +"Refuse the call before any spend if it would cost more than this many USD"
  4. 9 tool updates
    • Addedbatch_get_schema
    • Addedbatch_quote
    • Changedbatch_use18 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / calls / description
        Removed value: -"Up to 20 items of {call_id, operation_id, arguments}; steps at the same execution_level of a plan go in one batch"
      • addedInput schema / properties / calls / items / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • changedInput schema / properties / calls / items / additionalProperties
        Previous value: -trueNew value: +false
      • addedInput schema / properties / calls / items / properties
        Added value: +{
        +  "arguments": {
        +    "additionalProperties": true,
        +    "description": "Strictly schema-compliant arguments using the exact field names and types from this tool's arguments_schema.",
        +    "type": "object"
        +  },
        +  "call_id": {
        +    "description": "Caller-chosen identifier unique within this batch.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "type": "string"
        +  },
        +  "tool": {
        +    "description": "Exact tool name returned by search or batch_get_schema. Never invent a name.",
        +    "minLength": 1,
        +    "type": "string"
        +  }
        +}
      • addedInput schema / properties / calls / items / required
        Added value: +[
        +  "call_id",
        +  "tool",
        +  "arguments"
        +]
      • addedInput schema / properties / calls / maxItems
        Added value: +20
      • addedInput schema / properties / calls / minItems
        Added value: +1
      • removedInput schema / properties / max_price_usd
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "number"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Per-call price cap applied to every item"
        -}
      • removedInput schema / properties / search_id / anyOf
        Removed value: -[
        -  {
        -    "type": "string"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]
      • removedInput schema / properties / search_id / default
        Removed value: -null
      • changedInput schema / properties / search_id / description
        Previous value: -"search_id from the search that found these operations"New value: +"Optional search correlation identifier returned by search."
      • addedInput schema / properties / search_id / type
        Added value: +"string"
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedOutput schema / $defs
        Added value: +{
        +  "jsonValue": {
        +    "anyOf": [
        +      {
        +        "additionalProperties": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "type": "object"
        +      },
        +      {
        +        "items": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "type": "array"
        +      },
        +      {
        +        "type": "string"
        +      },
        +      {
        +        "type": "number"
        +      },
        +      {
        +        "type": "boolean"
        +      },
        +      {
        +        "type": "null"
        +      }
        +    ],
        +    "description": "JSON value returned by the upstream tool."
        +  }
        +}
      • addedOutput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • addedOutput schema / properties
        Added value: +{
        +  "batch_id": {
        +    "type": "string"
        +  },
        +  "error_count": {
        +    "minimum": 0,
        +    "type": "integer"
        +  },
        +  "next_steps_guidance": {
        +    "description": "Deterministic next-step instructions derived from this result. Not an authorization grant.",
        +    "items": {
        +      "type": "string"
        +    },
        +    "type": "array"
        +  },
        +  "results": {
        +    "items": {
        +      "$schema": "https://json-schema.org/draft/2020-12/schema",
        +      "additionalProperties": false,
        +      "properties": {
        +        "call_id": {
        +          "type": "string"
        +        },
        +        "customer_cost_micros_usd": {
        +          "description": "Actual customer charge settled by AIsaServices, in micro-USD. Omitted when the upstream response does not report it.",
        +          "minimum": 0,
        +          "type": "integer"
        +        },
        +        "data": {
        +          "$ref": "#/$defs/jsonValue"
        +        },
        +        "error": {
        +          "anyOf": [
        +            {
        +              "$schema": "https://json-schema.org/draft/2020-12/schema",
        +              "additionalProperties": false,
        +              "properties": {
        +                "message": {
        +                  "type": "string"
        +                },
        +                "retryable": {
        +                  "type": "boolean"
        +                },
        +                "status": {
        +                  "type": "integer"
        +                },
        +                "type": {
        +                  "enum": [
        +                    "validation",
        +                    "authentication",
        +                    "payment",
        +                    "permission",
        +                    "rate_limit",
        +                    "upstream",
        +                    "timeout",
        +                    "internal"
        +                  ],
        +                  "type": "string"
        +                }
        +              },
        +              "required": [
        +                "type",
        +                "status",
        +                "retryable"
        +              ],
        +              "type": "object"
        +            },
        +            {
        +              "type": "null"
        +            }
        +          ]
        +        },
        +        "request_id": {
        +          "type": "string"
        +        },
        +        "successful": {
        +          "type": "boolean"
        +        },
        +        "tool": {
        +          "type": "string"
        +        },
        +        "upstream_status": {
        +          "description": "HTTP status returned by AIsaServices when a request was dispatched.",
        +          "type": "integer"
        +        }
        +      },
        +      "required": [
        +        "call_id",
        +        "tool",
        +        "successful",
        +        "request_id"
        +      ],
        +      "type": "object"
        +    },
        +    "type": "array"
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]*$",
        +    "type": "string"
        +  },
        +  "success_count": {
        +    "minimum": 0,
        +    "type": "integer"
        +  },
        +  "total_count": {
        +    "minimum": 1,
        +    "type": "integer"
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "session_id",
        +  "batch_id",
        +  "total_count",
        +  "success_count",
        +  "error_count",
        +  "results",
        +  "next_steps_guidance"
        +]
    • Changedget_details13 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / arguments
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "additionalProperties": true,
        -      "type": "object"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "The arguments the operation would be called with, for a price that reflects them. Keyed by operation_id for a batch, or passed flat for a single operation_id. Routes whose required parameters are validated before pricing have no price without them."
        -}
      • addedInput schema / properties / include_arguments_schema
        Added value: +{
        +  "default": true,
        +  "description": "Return the complete arguments_schema. Defaults to true.",
        +  "type": "boolean"
        +}
      • changedInput schema / properties / include_documentation / description
        Previous value: -"Include the complete native public OpenAPI document, reference closure and scoped completeness. Existing execution schemas remain unchanged."New value: +"Return the complete immutable public OpenAPI operation, referenced declarations, provenance and scoped completeness. Documentation does not change execution support."
      • addedInput schema / properties / include_response_schema
        Added value: +{
        +  "default": false,
        +  "description": "Return the complete response_schema. Defaults to false.",
        +  "type": "boolean"
        +}
      • removedInput schema / properties / operation_id
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "One operation_id from search"
        -}
      • removedInput schema / properties / operation_ids
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Up to 20 operation_ids, for a batch"
        -}
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedInput schema / properties / tools
        Added value: +{
        +  "description": "Exact tool names returned by search whose complete contracts are needed. Never invent tool names.",
        +  "items": {
        +    "minLength": 1,
        +    "pattern": "^\\S(?:.*\\S)?$",
        +    "type": "string"
        +  },
        +  "maxItems": 20,
        +  "minItems": 1,
        +  "type": "array",
        +  "uniqueItems": true
        +}
      • removedInput schema / properties / with_quote
        Removed value: -{
        -  "default": true,
        -  "description": "Whether each operation is priced for this account before the answer. One round trip per operation; spends nothing.",
        -  "type": "boolean"
        -}
      • addedInput schema / required
        Added value: +[
        +  "tools"
        +]
      • addedOutput schema / properties
        Added value: +{
        +  "error_count": {
        +    "type": "integer"
        +  },
        +  "next_steps_guidance": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "type": "string"
        +    }
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        +    "type": "string"
        +  },
        +  "success_count": {
        +    "type": "integer"
        +  },
        +  "tools": {
        +    "additionalProperties": {
        +      "additionalProperties": false,
        +      "properties": {
        +        "arguments_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "canonical_operation_id": {
        +          "type": "string"
        +        },
        +        "documentation": {
        +          "additionalProperties": true,
        +          "type": "object"
        +        },
        +        "error": {
        +          "additionalProperties": false,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ],
        +          "properties": {
        +            "code": {
        +              "type": "string"
        +            },
        +            "message": {
        +              "type": "string"
        +            }
        +          },
        +          "required": [
        +            "code",
        +            "message"
        +          ]
        +        },
        +        "execution_supported": {
        +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        +          "type": "boolean"
        +        },
        +        "execution_unsupported_reason": {
        +          "description": "Why execution and quoting remain unavailable through this router.",
        +          "type": "string"
        +        },
        +        "idempotent": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "boolean"
        +            }
        +          ]
        +        },
        +        "known_pitfalls": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "read_only": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "boolean"
        +            }
        +          ]
        +        },
        +        "response_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "side_effects": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "successful": {
        +          "type": "boolean"
        +        }
        +      },
        +      "required": [
        +        "successful"
        +      ],
        +      "type": "object"
        +    },
        +    "type": "object"
        +  },
        +  "total_count": {
        +    "type": "integer"
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "error_count",
        +  "next_steps_guidance",
        +  "session_id",
        +  "success_count",
        +  "tools",
        +  "total_count"
        +]
    • Changedpost_waveinflu_ai_search8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -40New value: +25
      • removedInput schema / properties / limit / description
        Removed value: -"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • removedInput schema / properties / limit / example
        Removed value: -10
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • addedInput schema / properties / platform / default
        Added value: +"youtube"
      • removedInput schema / properties / platform / description
        Removed value: -"Target platform."
      • removedInput schema / properties / platform / example
        Removed value: -"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "platform",
        -  "query"
        -]New value: +[
        +  "query"
        +]
    • Changedpost_waveinflu_email_lookup3 fields changed
      • removedInput schema / properties / profile_url / description
        Removed value: -"Instagram, TikTok, or YouTube creator profile URL."
      • removedInput schema / properties / profile_url / example
        Removed value: -"https://www.instagram.com/onkimia/"
      • changedInput schema / required
        Previous value: -[
        -  "profile_url"
        -]New value: +[]
    • Changedpost_waveinflu_similar_creators8 fields changed
      • changedInput schema / properties / limit / default
        Previous value: -40New value: +25
      • removedInput schema / properties / limit / description
        Removed value: -"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • removedInput schema / properties / limit / example
        Removed value: -10
      • changedInput schema / properties / limit / type
        Previous value: -"number"New value: +"integer"
      • addedInput schema / properties / platform / default
        Added value: +"youtube"
      • removedInput schema / properties / platform / description
        Removed value: -"Target platform."
      • removedInput schema / properties / platform / example
        Removed value: -"instagram"
      • changedInput schema / required
        Previous value: -[
        -  "platform",
        -  "target_account"
        -]New value: +[
        +  "target_account"
        +]
    • Changedsearch17 fields changed
      • addedInput schema / $schema
        Added value: +"https://json-schema.org/draft/2020-12/schema"
      • removedInput schema / properties / category / anyOf
        Removed value: -[
        -  {
        -    "enum": [
        -      "seo",
        -      "finance",
        -      "social",
        -      "search",
        -      "sales",
        -      "mail"
        -    ],
        -    "type": "string"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]
      • removedInput schema / properties / category / default
        Removed value: -null
      • changedInput schema / properties / category / description
        Previous value: -"Restrict to one category (seo, finance, social, search, sales, mail). Omit to search everything."New value: +"Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.)"
      • addedInput schema / properties / category / enum
        Added value: +[
        +  "seo",
        +  "finance",
        +  "social",
        +  "search",
        +  "sales",
        +  "mail"
        +]
      • addedInput schema / properties / category / type
        Added value: +"string"
      • addedInput schema / properties / known_fields
        Added value: +{
        +  "additionalProperties": true,
        +  "default": {},
        +  "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.",
        +  "type": "object"
        +}
      • changedInput schema / properties / limit / description
        Previous value: -"Maximum candidates, 1-10"New value: +"Maximum number of additional direct tool candidates."
      • addedInput schema / properties / limit / maximum
        Added value: +20
      • addedInput schema / properties / limit / minimum
        Added value: +1
      • addedInput schema / properties / provider_filters
        Added value: +{
        +  "default": [],
        +  "description": "Optional exact catalog provider keys used to narrow retrieval (for example similarweb). Do not use display brands. Omit this field if the exact key is unknown.",
        +  "items": {
        +    "type": "string"
        +  },
        +  "maxItems": 50,
        +  "type": "array",
        +  "uniqueItems": true
        +}
      • changedInput schema / properties / query / description
        Previous value: -"What you need, in plain language, e.g. 'backlinks of a domain', 'recent tweets by a user', 'insider trades for AAPL'. English works best."New value: +"Natural-language capability or task to discover."
      • addedInput schema / properties / query / maxLength
        Added value: +2000
      • addedInput schema / properties / query / minLength
        Added value: +1
      • addedInput schema / properties / session_id
        Added value: +{
        +  "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +  "maxLength": 128,
        +  "pattern": "^[A-Za-z0-9_-]*$",
        +  "type": "string"
        +}
      • addedOutput schema / properties
        Added value: +{
        +  "next_steps_guidance": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "type": "string"
        +    }
        +  },
        +  "plan": {
        +    "additionalProperties": false,
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "object"
        +      }
        +    ],
        +    "properties": {
        +      "canonical_use_case": {
        +        "type": "string"
        +      },
        +      "description": {
        +        "type": "string"
        +      },
        +      "known_pitfalls": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "plan_ref": {
        +        "type": "string"
        +      },
        +      "primary_tools": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "recommended_steps": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      },
        +      "related_tools": {
        +        "anyOf": [
        +          {
        +            "type": "null"
        +          },
        +          {
        +            "type": "array"
        +          }
        +        ],
        +        "items": {
        +          "type": "string"
        +        }
        +      }
        +    },
        +    "required": [
        +      "canonical_use_case",
        +      "description",
        +      "known_pitfalls",
        +      "plan_ref",
        +      "primary_tools",
        +      "recommended_steps",
        +      "related_tools"
        +    ]
        +  },
        +  "retrieval_mode": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "string"
        +      }
        +    ]
        +  },
        +  "search_id": {
        +    "type": "string"
        +  },
        +  "session_id": {
        +    "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.",
        +    "maxLength": 128,
        +    "minLength": 1,
        +    "pattern": "^[A-Za-z0-9_-]{1,128}$",
        +    "type": "string"
        +  },
        +  "tools": {
        +    "anyOf": [
        +      {
        +        "type": "null"
        +      },
        +      {
        +        "type": "array"
        +      }
        +    ],
        +    "items": {
        +      "additionalProperties": false,
        +      "properties": {
        +        "arguments_schema": {
        +          "additionalProperties": true,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ]
        +        },
        +        "description": {
        +          "type": "string"
        +        },
        +        "execution_supported": {
        +          "description": "Whether this router can execute and quote the operation; false retains documentation and discovery only.",
        +          "type": "boolean"
        +        },
        +        "execution_unsupported_reason": {
        +          "description": "Why execution and quoting remain unavailable through this router.",
        +          "type": "string"
        +        },
        +        "has_full_schema": {
        +          "type": "boolean"
        +        },
        +        "match_reasons": {
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "array"
        +            }
        +          ],
        +          "items": {
        +            "type": "string"
        +          }
        +        },
        +        "price": {
        +          "additionalProperties": true,
        +          "type": "object"
        +        },
        +        "retrieval_debug": {
        +          "additionalProperties": false,
        +          "anyOf": [
        +            {
        +              "type": "null"
        +            },
        +            {
        +              "type": "object"
        +            }
        +          ],
        +          "properties": {
        +            "fused_rank": {
        +              "type": "integer"
        +            },
        +            "fused_score": {
        +              "type": "number"
        +            },
        +            "lexical_rank": {
        +              "type": "integer"
        +            },
        +            "lexical_score": {
        +              "type": "number"
        +            },
        +            "rerank_admission_rank": {
        +              "type": "integer"
        +            },
        +            "rerank_rank": {
        +              "type": "integer"
        +            },
        +            "rerank_score": {
        +              "anyOf": [
        +                {
        +                  "type": "null"
        +                },
        +                {
        +                  "type": "number"
        +                }
        +              ]
        +            },
        +            "runtime_availability": {
        +              "type": "string"
        +            },
        +            "vector_view_ranks": {
        +              "additionalProperties": {
        +                "type": "integer"
        +              },
        +              "type": "object"
        +            },
        +            "vector_view_scores": {
        +              "additionalProperties": {
        +                "type": "number"
        +              },
        +              "type": "object"
        +            }
        +          },
        +          "required": [
        +            "fused_rank",
        +            "fused_score",
        +            "lexical_rank",
        +            "lexical_score",
        +            "rerank_admission_rank",
        +            "rerank_rank",
        +            "runtime_availability",
        +            "vector_view_ranks",
        +            "vector_view_scores"
        +          ]
        +        },
        +        "summary": {
        +          "type": "string"
        +        },
        +        "tool": {
        +          "type": "string"
        +        }
        +      },
        +      "required": [
        +        "description",
        +        "has_full_schema",
        +        "price",
        +        "summary",
        +        "tool"
        +      ],
        +      "type": "object"
        +    }
        +  }
        +}
      • addedOutput schema / required
        Added value: +[
        +  "next_steps_guidance",
        +  "search_id",
        +  "session_id",
        +  "tools"
        +]
    • Changeduse1 field changed
      • changedInput schema / properties / max_price_usd / description
        Previous value: -"Refuse the call before any spend if it would cost more than this many USD"New value: +"Refuse the call before any spend if its quoted price is above this many USD"
  5. 1 tool update
    • Changedget_details1 field changed
      • addedInput schema / properties / include_documentation
        Added value: +{
        +  "default": false,
        +  "description": "Include the complete native public OpenAPI document, reference closure and scoped completeness. Existing execution schemas remain unchanged.",
        +  "type": "boolean"
        +}
  6. 3 tool updates
    • Addedpost_waveinflu_ai_search
    • Changedpost_waveinflu_email_lookup3 fields changed
      • addedInput schema / properties / profile_url
        Added value: +{
        +  "description": "Instagram, TikTok, or YouTube creator profile URL.",
        +  "example": "https://www.instagram.com/onkimia/",
        +  "type": "string"
        +}
      • removedInput schema / properties / url
        Removed value: -{
        -  "description": "TikTok, Instagram, or YouTube creator profile URL.",
        -  "example": "https://www.instagram.com/onkimia/",
        -  "type": "string"
        -}
      • changedInput schema / required
        Previous value: -[
        -  "url"
        -]New value: +[
        +  "profile_url"
        +]
    • Changedpost_waveinflu_similar_creators21 fields changed
      • removedInput schema / properties / contentDirection
        Removed value: -{
        -  "description": "Natural-language description of the creator type you are looking for. Max 800 characters.",
        -  "example": "consumer tech creators covering AI apps, Android phones, productivity gadgets, and honest product reviews",
        -  "maxLength": 800,
        -  "type": "string"
        -}
      • addedInput schema / properties / filters / description
        Added value: +"Optional filters applied before matching. All fields are optional."
      • addedInput schema / properties / filters / properties / creatorTypes
        Added value: +{
        +  "description": "Creator account types, e.g. [\"individual\", \"brand\"].",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
      • addedInput schema / properties / filters / properties / ethnicities
        Added value: +{
        +  "description": "Inferred creator ethnicities.",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
      • addedInput schema / properties / filters / properties / faceVisibilities
        Added value: +{
        +  "description": "Face-visibility classifications, e.g. [\"clear_face\", \"mixed\", \"no_face\"].",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
      • addedInput schema / properties / filters / properties / genders
        Added value: +{
        +  "description": "Inferred creator genders, e.g. [\"female\", \"male\"].",
        +  "items": {
        +    "type": "string"
        +  },
        +  "type": "array"
        +}
      • addedInput schema / properties / filters / properties / maxPlayCount
        Added value: +{
        +  "description": "Maximum play / view count, measured by `playCountMetric`.",
        +  "type": "number"
        +}
      • removedInput schema / properties / filters / properties / maxVideosAverageViews
        Removed value: -{
        -  "description": "Maximum average view / play count.",
        -  "type": "number"
        -}
      • addedInput schema / properties / filters / properties / minPlayCount
        Added value: +{
        +  "description": "Minimum play / view count, measured by `playCountMetric`.",
        +  "type": "number"
        +}
      • removedInput schema / properties / filters / properties / minVideosAverageViews
        Removed value: -{
        -  "description": "Minimum average view / play count.",
        -  "type": "number"
        -}
      • addedInput schema / properties / filters / properties / playCountMetric
        Added value: +{
        +  "description": "Whether `minPlayCount` / `maxPlayCount` are compared against the median or the average play count.",
        +  "enum": [
        +    "median",
        +    "average"
        +  ],
        +  "type": "string"
        +}
      • changedInput schema / properties / filters / properties / regions / description
        Previous value: -"Creator regions, e.g. [\"US\", \"GB\", \"JP\"]."New value: +"Creator regions (ISO country codes), e.g. [\"US\", \"GB\", \"JP\"]."
      • addedInput schema / properties / filters / properties / workspaceDeduplicationEnabled
        Added value: +{
        +  "description": "When true, creators already saved in your workspace are excluded from the results.",
        +  "type": "boolean"
        +}
      • changedInput schema / properties / limit / default
        Previous value: -25New value: +40
      • changedInput schema / properties / limit / description
        Previous value: -"Maximum number of creators to return. Default 25, range 1–100."New value: +"Maximum number of creators to return. Default 40, range 1–100. Caps the billed count."
      • changedInput schema / properties / platform / description
        Previous value: -"Target platform. Currently supports youtube and tiktok."New value: +"Target platform."
      • changedInput schema / properties / platform / enum
        Previous value: -[
        -  "youtube",
        -  "tiktok"
        -]New value: +[
        +  "instagram",
        +  "tiktok",
        +  "youtube"
        +]
      • changedInput schema / properties / platform / example
        Previous value: -"youtube"New value: +"instagram"
      • removedInput schema / properties / seedProfileUrl
        Removed value: -{
        -  "description": "YouTube or TikTok creator profile URL as the seed for matching.",
        -  "example": "https://www.youtube.com/@mkbhd",
        -  "type": "string"
        -}
      • addedInput schema / properties / target_account
        Added value: +{
        +  "description": "Seed account: a creator handle (with or without @) or profile URL to find similar creators for.",
        +  "example": "@onkimia",
        +  "type": "string"
        +}
      • changedInput schema / required
        Previous value: -[
        -  "platform"
        -]New value: +[
        +  "platform",
        +  "target_account"
        +]
  7. 7 tool updates
    • First observedbatch_use
    • First observedget_details
    • First observedlist_categories
    • First observedpost_waveinflu_email_lookup
    • First observedpost_waveinflu_similar_creators
    • First observedsearch
    • First observeduse

Publisher details

Operator
AIsa · Publisher source
Operator website
https://aisa.one
Vendor relationship
Independent
Trust center
Not available
Restrictions
No paid plan, admin approval, regional limit or custom OAuth app is needed to connect. Sign-in is OAuth against auth.aisa.one with dynamic client registration (RFC 7591), or an Authorization: Bearer AIsa API key. search, get_details and list_categories are free. use and batch_use are billed per call to the caller's own AIsa key, and max_price_usd refuses anything above a cap before any spend. Some operations are subscription-only on the gateway and answer 402 without the Hive GTM Growth plan.

Related MCP Connectors

  • Your agent needs public Instagram data — a creator's posts and reels, what a hashtag is producing, what a video actually says. The official Graph API only sees accounts you already own, and needs app review to see those. **What you can ask for** • "Pull this creator's last 50 posts and reels with engagement counts." • "What is trending under #skincare this week, and which profiles keep appearing?" • "Transcribe this reel and tell me what the hook in the first three seconds is." • "Read the comments on this post and group the objections." • "Which reels use this song right now?" **How to use it** Point any MCP client at https://mcp.aisa.one/instagram/mcp and sign in with OAuth — there is no key to create or paste. 17 read tools: profiles (basic and full), a user's posts, reels and highlights, post and profile digests, post comments, reels search, trending reels, reels by song, hashtag and profile search, and media transcripts. **Why this rather than the source** Public profiles without owning the account, and no app review to sit through. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Size a creator's audience here, then ask the same agent what their brand's site traffic looks like or who to contact there — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/social/mcp for X plus Instagram, Reddit, Pinterest and YouTube; https://mcp.aisa.one/gtm/mcp for those plus Similarweb and Apollo.

  • Your agent needs X/Twitter data — who follows a competitor, what a community is posting, who quoted that tweet, what is trending in Japan. Normally that means applying for an X developer account, passing app review, and managing a quota per endpoint. **What you can ask for** • "Who follows @stripe, and which of them are verified?" • "Pull every reply and quote on this tweet and summarise what people object to." • "List this community's moderators and its posts this week." • "What is trending in Japan right now?" • "Give me the full thread context behind this link, including the long-form article." **How to use it** Point any MCP client at https://mcp.aisa.one/twitter-api/mcp and sign in with OAuth — there is no key to create or paste. 29 read tools: users (profile, about, batch lookup by id, search, followers, verified followers, followings, follow check), tweets (timeline, latest, mentions, advanced search, replies, quotes, retweeters, thread context, articles), communities, lists, Spaces and trends. **Why this rather than the source** No developer account to apply for, no app review, no per-endpoint quota to manage. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Ask for a handle's followers here, then ask the same agent for that brand's search traffic, its backlinks, or the people to contact — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/social/mcp for X plus Instagram, Reddit, Pinterest and YouTube; https://mcp.aisa.one/gtm/mcp for those plus Similarweb and Apollo.

  • Your agent needs to find video — which channels own a topic, which videos rank for a phrase, what exists in a given country and language. **What you can ask for** • "Which videos rank for 'rag pipeline tutorial' in the US this month?" • "Find channels publishing about MCP, sorted by relevance." • "What playlists cover this subject in Japanese?" • "Search videos uploaded this week only." **How to use it** Point any MCP client at https://mcp.aisa.one/youtube-search/mcp and sign in with OAuth — there is no key to create or paste. One search tool covering videos, channels and playlists, narrowed by country, language, upload date, duration and sort order. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Find the video here, then ask the same agent what the channel's site traffic is or what the same phrase does in Google — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/social/mcp for X plus Instagram, Reddit, Pinterest and YouTube; https://mcp.aisa.one/gtm/mcp for those plus Similarweb and Apollo.

  • Your agent needs what people are posting — across X, Instagram, Reddit, Pinterest and YouTube at once, not five accounts and five rate limits. **What you can ask for** • "What is being said about our brand this week on X and Reddit?" • "Find the creators posting about this category on Instagram and YouTube." • "Pull the replies and quotes on this tweet and the comments on that reel." • "What is trending in this country right now?" • "Which subreddits and hashtags keep coming up for this topic?" **How to use it** Point any MCP client at https://mcp.aisa.one/social/mcp and sign in with OAuth — there is no key to create or paste. 56 read tools across five platforms: X/Twitter (users, tweets, communities, lists, Spaces, trends), Instagram (profiles, posts, reels, highlights, transcripts), Reddit (search, subreddits, comment trees), Pinterest (pins, boards, search) and YouTube search. **Why this rather than the source** One login instead of five developer programmes, and no app review on any of them. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Measure the conversation here, then ask the same agent for the site traffic behind it or the people to contact — without adding a second server. **What it costs** Finding and inspecting an operation is free. Running one is billed per call at API prices, with no seat and no monthly minimum, and every call takes max_price_usd so an agent cannot overspend by accident. **Where else it reaches** https://mcp.aisa.one/twitter-api/mcp · /instagram/mcp · /reddit/mcp · /pinterest/mcp · /youtube-search/mcp for one platform at a time; https://mcp.aisa.one/gtm/mcp adds Similarweb and Apollo.

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