AIsa Prediction Markets
Server Details
Your agent needs the crowd's number — live odds on elections, policy, macro prints and sport, from the venues where people put money behind the opinion.
What you can ask for • "What are the current odds on this event?" • "List the open markets on this topic across both venues." • "Show recent trades and how the price moved." • "What is the implied probability now versus a week ago?"
How to use it Point any MCP client at https://mcp.aisa.one/prediction-market-data/mcp and sign in with OAuth — there is no key to create or paste. 5 tools: Kalshi markets and trades, Polymarket markets, events and activity.
Why this rather than the source Both venues in one shape, so the same question can be priced twice.
It is also a door to the rest The same login reaches 26 sources and 580+ operations. Read the odds here, then ask the same agent for the market data or the news behind them — 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/finance/mcp for equities, crypto and prediction markets in one place.
- Status
- Healthy
- Uptime
- 93.7% over 43 days
- OAuth
- Works in Glama
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
TDQS
Scored across 12 tools
The tools are extremely well-defined, clearly separating billing/administration (`account`), discovery (`search`, `list_categories`), cost management (`batch_quote`, `batch_use`), and specific market data retrieval (Kalshi/Polymarket).
The tool set maintains high consistency, adhering to clear patterns like `get_vendor_resource`, `batch_verb_noun`, and standard snake_case across all names.
With 12 tools, the count is appropriate for the complex scope, including detailed billing mechanisms and specific endpoints for multiple prediction market providers.
The set is highly complete for discovery, billing, and data reading. However, there is a notable absence of transactional tools necessary for core prediction market functionality, such as placing a bet or executing a trade.
Available Tools
12 toolsaccountShow account and usageARead-onlyInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
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.
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.
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.
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.
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.
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 batchARead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| tools | Yes | Exact tool names returned by search whose complete contracts are needed. Never invent tool names. | |
| session_id | No | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. | |
| include_documentation | No | Return the complete immutable public OpenAPI operation, referenced declarations, provenance and scoped completeness. Documentation does not change execution support. | |
| include_response_schema | No | Return the complete response_schema. Defaults to false. | |
| include_arguments_schema | No | Return the complete arguments_schema. Defaults to true. |
Output Schema
| Name | Required | Description |
|---|---|---|
| tools | Yes | |
| session_id | Yes | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
| error_count | Yes | |
| total_count | Yes | |
| success_count | Yes | |
| next_steps_guidance | Yes |
TDQS
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.
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.
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.
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.
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.
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 themARead-onlyIdempotentInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| calls | Yes | ||
| search_id | No | Optional search correlation identifier returned by search. | |
| session_id | No | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
Output Schema
| Name | Required | Description |
|---|---|---|
| results | Yes | |
| batch_id | Yes | |
| session_id | Yes | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
| error_count | Yes | |
| total_count | Yes | |
| success_count | Yes | |
| next_steps_guidance | Yes | Deterministic next-step instructions derived from this result. Not an authorization grant. |
| auto_execute_eligible | No | True 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_usd | No | Configured auto-execute threshold in micro-USD. 0 disables automatic execution. Present on quote responses. |
TDQS
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.
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.
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.
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.
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.
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 toolsADestructiveInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
| calls | Yes | ||
| search_id | No | Optional search correlation identifier returned by search. | |
| session_id | No | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
Output Schema
| Name | Required | Description |
|---|---|---|
| results | Yes | |
| batch_id | Yes | |
| session_id | Yes | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
| error_count | Yes | |
| total_count | Yes | |
| success_count | Yes | |
| next_steps_guidance | Yes | Deterministic next-step instructions derived from this result. Not an authorization grant. |
TDQS
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.
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.
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.
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.
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.
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.
get_kalshi_marketsGet Kalshi MarketsDRead-onlyIdempotentInspect
默认价格配置
Published reference price: $0.02 USD per successful request. Account-specific pricing and final settlement may differ.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Number of results per page. Defaults to 100. Maximum value is 1000. | |
| cursor | No | Pagination cursor. Use the cursor value returned from the previous response to get the next page of results. Leave empty for the first page. | |
| status | No | Filter by market status. Leave empty to return markets with any status. | |
| tickers | No | Filter by specific market tickers. Comma-separated list of market tickers to retrieve. | |
| mve_filter | No | Filter by multivariate events (combos). 'only' returns only multivariate events, 'exclude' excludes multivariate events. | |
| event_ticker | No | Event ticker to filter by. Only a single event ticker is supported. | |
| max_close_ts | No | Filter items that close before this Unix timestamp | |
| min_close_ts | No | Filter items that close after this Unix timestamp | |
| series_ticker | No | Filter by series ticker | |
| max_created_ts | No | Filter items that created before this Unix timestamp | |
| max_settled_ts | No | Filter items that settled before this Unix timestamp | |
| max_updated_ts | No | Return markets with metadata updated at or before this Unix timestamp (in seconds). Tracks non-trading changes only. May be combined with min_updated_ts and mve_filter=exclude. May also be combined with series_ticker, which requires mve_filter=exclude. Incompatible with other filters. | |
| min_created_ts | No | Filter items that created after this Unix timestamp | |
| min_settled_ts | No | Filter items that settled after this Unix timestamp | |
| min_updated_ts | No | Return markets with metadata updated later than this Unix timestamp (in seconds). Tracks non-trading changes only. May be combined with max_updated_ts and mve_filter=exclude. May also be combined with series_ticker, which requires mve_filter=exclude. Incompatible with other filters. |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly, idempotent, non-destructive, open-world behavior. The description adds nothing about pagination limits, result ordering, or rate/price behavior beyond a static price snippet – the one relevant line (per-request cost) is vague and unrelated to tool mechanics.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is short, but it is also front-loaded with irrelevant pricing markup rather than purpose. Conciseness without substance is under-specification, not quality.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 15-parameter read tool with siblings like get_polymarket_markets, an output schema present, and rich filtering semantics, the description supplies zero functional context. An agent has nothing to decide selection or interpretation beyond the schema.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, and each parameter (limit, cursor, status, tickers, timestamps) is well-documented in the schema. The description adds no parameter meaning, so baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description contains only pricing boilerplate ('默认价格配置' / published reference price) and says nothing about what the tool does. An agent cannot tell from this text that it retrieves Kalshi markets or how it differs from get_polymarket_markets or get_kalshi_trades.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No when-to-use guidance, no exclusions, and no reference to sibling tools. The pricing note provides no invocation guidance whatsoever.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_kalshi_tradesGet Kalshi TradesDRead-onlyIdempotentInspect
默认价格配置
Published reference price: $0.02 USD per successful request. Account-specific pricing and final settlement may differ.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Number of results per page. Defaults to 100. Maximum value is 1000. | |
| cursor | No | Pagination cursor. Use the cursor value returned from the previous response to get the next page of results. Leave empty for the first page. | |
| max_ts | No | Filter items before this Unix timestamp | |
| min_ts | No | Filter items after this Unix timestamp | |
| ticker | No | Filter by market ticker | |
| is_block_trade | No | Filter trades by whether they are block trades. Omit to return all trades. Set to `true` to return only block trades. Set to `false` to return only non-block trades. |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, openWorldHint, and destructiveHint=false, so the safety profile is covered. The description's only real behavioral content is a per-request price ($0.02 USD), which is marginally useful cost information, but it says nothing about pagination limits, result ordering, or data freshness beyond what the schema states.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is short, but every sentence is injected boilerplate rather than tool documentation, and it is front-loaded with an unrelated '默认价格配置' heading. Nothing in the text earns its place for the purpose of invoking this tool.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool has an output schema and full annotations, which lightens the burden, but the description still omits the bare essentials: that it retrieves trade history, what a trade record contains, and how filters combine. For a six-parameter market-data query, this is completely inadequate.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so all six parameters (limit, cursor, max_ts, min_ts, ticker, is_block_trade) are already documented with defaults and constraints. The description adds no parameter meaning whatsoever; per the rubric, full schema coverage establishes a baseline of 3.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description never states what the tool does. It consists of the phrase '默认价格配置' (default price configuration) and a pricing boilerplate block, with no verb, no resource, and no mention of Kalshi trades or markets. The only hint of purpose comes from the tool name itself, which the description does not reinforce.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use guidance, no exclusions, and no reference to any alternative such as get_kalshi_markets or get_polymarket_activity. The text provides zero context for selecting this tool over its ten siblings.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_polymarket_activityGet user activityCRead-onlyIdempotentInspect
Returns user activity with pagination and filtering.
Published reference price: $0.012 USD per successful request. Account-specific pricing and final settlement may differ.
| Name | Required | Description | Default |
|---|---|---|---|
| end | No | Upper-bound timestamp (epoch seconds) for the activity window. Omit for the default (current time); rows newer than `end` are excluded. | |
| side | No | ||
| type | No | Comma-separated list of activity types to include. DEPOSIT and WITHDRAWAL records also require `excludeDepositsWithdrawals=false`. | |
| user | Yes | User Profile Address (0x-prefixed, 40 hex chars) | |
| limit | No | Page size. Values above the maximum are clamped to 500. | |
| start | No | Lower-bound timestamp (epoch seconds) for the activity window. Omit or pass `0` for the default window (most recent ~3 years); pass a positive epoch (e.g. `1`) to retrieve full history. With `sortDirection=ASC`, omitting `start` already reads from the beginning of the account's history (no default window). | |
| market | No | Comma-separated list of condition IDs. Mutually exclusive with eventId. | |
| offset | No | Starting index for pagination. Requests past the cap are rejected with a 400 (never silently clamped). To read history deeper than offset 5000, page inside `start`/`end` windows — each window has its own offset budget. | |
| sortBy | No | TIMESTAMP | |
| eventId | No | Comma-separated list of event IDs. Mutually exclusive with market. | |
| sortDirection | No | `DESC` (default) returns the newest rows first; `ASC` the oldest first. Both orders are stable — the same query returns the same rows at any `limit`/`offset`, so pages compose without gaps or repeats. | DESC |
| excludeDepositsWithdrawals | No | Excludes deposit and withdrawal records. The default `true` applies even when `type` requests those records, so to get deposits and withdrawals you must pass `false`. |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly/idempotent/openWorld/non-destructive, so the safety profile is covered. The description adds only pagination/filtering presence and a pricing note — no behavior like default time windows, offset caps, or stable ordering, all of which matter for an activity query and are pushed entirely into the schema.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Only one substantive sentence, with the rest being an HTML-comment pricing banner that is irrelevant to invocation. It is short but under-specified rather than concise, and the pricing block bloats the payload.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a 12-parameter tool with tricky defaults (default ~3-year window, offset 5000 cap, excludeDepositsWithdrawals overriding type), the description is far too thin. An output schema exists, so return values need not be explained, but operational pitfalls are unaddressed in prose.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 83%, so the schema documents nearly all parameters richly (windows, caps, mutual exclusions, default quirks). The description adds no parameter guidance beyond generic 'pagination and filtering', so the baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description says it 'returns user activity' with 'pagination and filtering' — an accurate but generic purpose statement. It doesn't name the platform (Polymarket, inferable from the tool name) or distinguish it from sibling tools like get_kalshi_trades, though those target different venues.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No explicit when-to-use or when-not-to-use guidance. The description only states pagination/filtering exist; the schema carries all nuance (e.g., excludeDepositsWithdrawals caveat, ASC/start interaction). No alternatives named.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_polymarket_eventsList eventsCRead-onlyIdempotentInspect
List events with offset based pagination and filter parameters.
Published reference price: $0.00044 USD per successful request. Account-specific pricing and final settlement may differ.
| Name | Required | Description | Default |
|---|---|---|---|
| id | No | ||
| cyom | No | ||
| slug | No | ||
| limit | No | ||
| order | No | Comma-separated list of fields to order by | |
| active | No | ||
| closed | No | ||
| offset | No | ||
| tag_id | No | ||
| archived | No | ||
| featured | No | ||
| tag_slug | No | ||
| ascending | No | ||
| recurrence | No | ||
| volume_max | No | ||
| volume_min | No | ||
| end_date_max | No | ||
| end_date_min | No | ||
| include_chat | No | ||
| related_tags | No | ||
| liquidity_max | No | ||
| liquidity_min | No | ||
| exclude_tag_id | No | ||
| start_date_max | No | ||
| start_date_min | No | ||
| include_template | No |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already cover the safety profile (readOnly, idempotent, openWorld, non-destructive), so the bar is lower. The description does add one behavioral fact beyond the annotations, that pagination is offset-based, which matters for how the agent pages through results, but it says nothing about result volume, defaults, or how the many filters combine.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The one functional sentence is front-loaded and waste-free, but it is drastically under-sized for a 26-parameter listing tool, so brevity here is under-specification rather than conciseness. The injected pricing block is boilerplate that contributes nothing to tool selection or invocation.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The presence of an output schema means return values need not be described, which removes one expected burden. Even so, a 26-parameter, zero-required filtering tool with no sibling differentiation and no parameter or pagination-detail guidance is not complete enough for confident selection and invocation.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The schema has 26 parameters with only 4% description coverage, so the description carries nearly the full burden of explaining them. Instead it offers only the generic phrase 'filter parameters' and names none of them; the agent gets no meaning for id, slug, cyom, recurrence, related_tags, the volume/liquidity/date bounds, or the closed:'any' union type.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a clear verb and resource ('List events') and adds the pagination style ('offset based') and that filters exist. However, it does nothing to separate this tool from the sibling get_polymarket_markets or get_polymarket_activity, so an agent must guess whether 'events' vs 'markets' is the right resource.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use guidance, no statement of prerequisites, and no naming of alternatives among the eleven siblings. The mention of 'filter parameters' implies the tool supports narrowing, but nothing tells the agent when this tool is preferred over get_polymarket_markets.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_polymarket_marketsList marketsCRead-onlyIdempotentInspect
List markets with offset based pagination and filters.
Published reference price: $0.00044 USD per successful request. Account-specific pricing and final settlement may differ.
| Name | Required | Description | Default |
|---|---|---|---|
| id | No | ||
| cyom | No | ||
| slug | No | ||
| limit | No | ||
| order | No | Comma-separated list of fields to order by | |
| closed | No | ||
| offset | No | ||
| tag_id | No | ||
| game_id | No | ||
| ascending | No | ||
| include_tag | No | ||
| end_date_max | No | ||
| end_date_min | No | ||
| question_ids | No | ||
| related_tags | No | ||
| condition_ids | No | ||
| clob_token_ids | No | ||
| start_date_max | No | ||
| start_date_min | No | ||
| volume_num_max | No | ||
| volume_num_min | No | ||
| rewards_min_size | No | ||
| liquidity_num_max | No | ||
| liquidity_num_min | No | ||
| sports_market_types | No | ||
| uma_resolution_status | No |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint, so the safety profile is covered. The description adds that pagination is offset-based, which is mildly useful, but says nothing about rate limits, default/max page size, or the fact that results reach live external data. The injected pricing block is commerce boilerplate, not behavioral disclosure.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The substantive sentence is short and front-loaded with the verb and resource. The trailing pricing block is injected boilerplate rather than author text, so it is noise in the payload but not a structure failure of the description itself.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
An output schema exists, so return values need not be explained. However, for a tool with 26 optional parameters and almost no schema documentation, the description is far too thin: no filter semantics, no pagination defaults, no guidance on combining filters, and no routing to sibling market/event tools.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
With 26 parameters at 4% schema coverage, the schema is nearly silent (only 'order' is documented), so the description must carry the burden and does not. It generically says 'filters' without naming or explaining any of the filters (closed, tag_id, volume_num_min, uma_resolution_status, etc.), leaving most parameters semantically opaque.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (List) and resource (markets) with the platform implied by the tool name, and mentions pagination plus filters. It is clear on its own, but it never distinguishes itself from the sibling get_kalshi_markets or clarifies what a 'market' is versus an 'event' from get_polymarket_events, so an agent must infer the boundary.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no explicit when-to-use guidance, no prerequisites, and no mention of alternatives such as get_kalshi_markets or get_polymarket_events. The only usage hint is 'offset based pagination and filters', which describes capability rather than context for selecting this tool.
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 catalogueARead-onlyInspect
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.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
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.
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.
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.
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.
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.
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.
searchSearch AIsa tools and agent-ready plansARead-onlyInspect
Discover AIsa tools and Plans for external data or actions. Skip tasks that only need supplied content or general knowledge. For multi-step tasks, search the full goal before decomposing it. Use English; put identifiers in known_fields. If has_full_schema=false, call batch_get_schema. Next call batch_quote, not batch_use. Do not search for standalone rewriting, translation, summarization, formatting, or calculations on supplied content. For one capability, use an atomic query. Select a matching capability, date window, and metric. A Plan may cover only part of the task; assess its purpose and follow next_steps_guidance.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Maximum number of additional direct tool candidates. | |
| query | Yes | Natural-language capability or task to discover. | |
| category | No | Restrict retrieval to one category. Omit to search everything. (AIsa-only: tool-router has no equivalent.) | |
| session_id | No | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. | |
| known_fields | No | Known values such as ticker, URL, provider, or identifier that improve retrieval. | |
| provider_filters | No | 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. |
Output Schema
| Name | Required | Description |
|---|---|---|
| plan | No | |
| tools | Yes | |
| search_id | Yes | |
| session_id | Yes | Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created. |
| retrieval_mode | No | |
| next_steps_guidance | Yes |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds workflow behavior the annotations cannot: the has_full_schema flag gates a required batch_get_schema call, and the next step after search is batch_quote, not batch_use. It stops short of disclosing retrieval limits or catalog breadth that would push it to 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.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is a dense run of imperatives rather than flowing prose, but each sentence carries a distinct rule (scope, language, workflow branch, negative cases, result interpretation) and the most important scoping guidance is front-loaded. Slightly more compression would help.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With an output schema present, the description need not explain return values, and it correctly avoids doing so while still referencing the output fields that drive the workflow (has_full_schema, next_steps_guidance). A mutation-free, well-annotated search tool is adequately covered, though catalog scope ('AIsa-only', no external providers) could be stated more explicitly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the structured baseline is 3. The description adds genuine meaning beyond the schema by telling the agent to write the query in English and to place tickers, URLs, providers, or identifiers in known_fields, which is non-obvious routing guidance for a nested free-form object.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description opens with a specific verb+resource: 'Discover AIsa tools and Plans for external data or actions.' It also separates this discovery step from the sibling execution tools by naming batch_get_schema, batch_quote, and batch_use and stating when each follows, so an agent can place it in the workflow without opening schemas.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
It gives explicit when-to-use ('tasks needing external data or actions'), when-not ('tasks that only need supplied content or general knowledge'; no standalone rewriting, translation, summarization, formatting, or calculations), and named alternatives (batch_get_schema when has_full_schema=false, batch_quote rather than batch_use). It also specifies query language and atomic-query style, leaving little to inference.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
useRun an AIsa operationCDestructiveInspect
deprecated, use batch_use instead
| Name | Required | Description | Default |
|---|---|---|---|
| arguments | No | Arguments matching input_schema / arguments_schema | |
| search_id | No | search_id from the search that found this operation | |
| operation_id | Yes | operation_id as returned by search | |
| max_price_usd | No | Refuse the call before any spend if its quoted price is above this many USD |
Output Schema
| Name | Required | Description |
|---|---|---|
No output parameters | ||
TDQS
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.
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.
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.
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.
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.
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.
4 tool updates
- Added
account - Removed
get_details - Changed
get_polymarket_events2 fields changed- added
Input schema / properties / closed / oneOfAdded value: +[ + { + "type": "boolean" + }, + { + "enum": [ + "any" + ], + "type": "string" + } +] - removed
Input schema / properties / closed / typeRemoved value: -"boolean"
- Changed
get_polymarket_markets2 fields changed- added
Input schema / properties / closed / oneOfAdded value: +[ + { + "type": "boolean" + }, + { + "enum": [ + "any" + ], + "type": "string" + } +] - removed
Input schema / properties / closed / typeRemoved value: -"boolean"
11 tool updates
- Added
batch_get_schema - Added
batch_quote - Changed
batch_use18 fields changed- added
Input schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema" - removed
Input schema / properties / calls / descriptionRemoved value: -"Up to 20 items of {call_id, operation_id, arguments}; steps at the same execution_level of a plan go in one batch" - added
Input schema / properties / calls / items / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema" - changed
Input schema / properties / calls / items / additionalPropertiesPrevious value: -trueNew value: +false - added
Input schema / properties / calls / items / propertiesAdded value: +{ + "arguments": { + "additionalProperties": true, + "description": "Strictly schema-compliant arguments using the exact field names and types from this tool's arguments_schema.", + "type": "object" + }, + "call_id": { + "description": "Caller-chosen identifier unique within this batch.", + "maxLength": 128, + "minLength": 1, + "type": "string" + }, + "tool": { + "description": "Exact tool name returned by search or batch_get_schema. Never invent a name.", + "minLength": 1, + "type": "string" + } +} - added
Input schema / properties / calls / items / requiredAdded value: +[ + "call_id", + "tool", + "arguments" +] - added
Input schema / properties / calls / maxItemsAdded value: +20 - added
Input schema / properties / calls / minItemsAdded value: +1 - removed
Input schema / properties / max_price_usdRemoved value: -{ - "anyOf": [ - { - "type": "number" - }, - { - "type": "null" - } - ], - "default": null, - "description": "Per-call price cap applied to every item" -} - removed
Input schema / properties / search_id / anyOfRemoved value: -[ - { - "type": "string" - }, - { - "type": "null" - } -] - removed
Input schema / properties / search_id / defaultRemoved value: -null - changed
Input schema / properties / search_id / descriptionPrevious value: -"search_id from the search that found these operations"New value: +"Optional search correlation identifier returned by search." - added
Input schema / properties / search_id / typeAdded value: +"string" - added
Input schema / properties / session_idAdded value: +{ + "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.", + "maxLength": 128, + "pattern": "^[A-Za-z0-9_-]*$", + "type": "string" +} - added
Output schema / $defsAdded value: +{ + "jsonValue": { + "anyOf": [ + { + "additionalProperties": { + "$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." + } +} - added
Output schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema" - added
Output schema / propertiesAdded value: +{ + "batch_id": { + "type": "string" + }, + "error_count": { + "minimum": 0, + "type": "integer" + }, + "next_steps_guidance": { + "description": "Deterministic next-step instructions derived from this result. Not an authorization grant.", + "items": { + "type": "string" + }, + "type": "array" + }, + "results": { + "items": { + "$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" + } +} - added
Output schema / requiredAdded value: +[ + "session_id", + "batch_id", + "total_count", + "success_count", + "error_count", + "results", + "next_steps_guidance" +]
- Changed
get_details13 fields changed- added
Input schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema" - removed
Input schema / properties / argumentsRemoved 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." -} - added
Input schema / properties / include_arguments_schemaAdded value: +{ + "default": true, + "description": "Return the complete arguments_schema. Defaults to true.", + "type": "boolean" +} - changed
Input schema / properties / include_documentation / descriptionPrevious 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." - added
Input schema / properties / include_response_schemaAdded value: +{ + "default": false, + "description": "Return the complete response_schema. Defaults to false.", + "type": "boolean" +} - removed
Input schema / properties / operation_idRemoved value: -{ - "anyOf": [ - { - "type": "string" - }, - { - "type": "null" - } - ], - "default": null, - "description": "One operation_id from search" -} - removed
Input schema / properties / operation_idsRemoved value: -{ - "anyOf": [ - { - "items": { - "type": "string" - }, - "type": "array" - }, - { - "type": "null" - } - ], - "default": null, - "description": "Up to 20 operation_ids, for a batch" -} - added
Input schema / properties / session_idAdded 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" +} - added
Input schema / properties / toolsAdded value: +{ + "description": "Exact tool names returned by search whose complete contracts are needed. Never invent tool names.", + "items": { + "minLength": 1, + "pattern": "^\\S(?:.*\\S)?$", + "type": "string" + }, + "maxItems": 20, + "minItems": 1, + "type": "array", + "uniqueItems": true +} - removed
Input schema / properties / with_quoteRemoved value: -{ - "default": true, - "description": "Whether each operation is priced for this account before the answer. One round trip per operation; spends nothing.", - "type": "boolean" -} - added
Input schema / requiredAdded value: +[ + "tools" +] - added
Output schema / propertiesAdded value: +{ + "error_count": { + "type": "integer" + }, + "next_steps_guidance": { + "anyOf": [ + { + "type": "null" + }, + { + "type": "array" + } + ], + "items": { + "type": "string" + } + }, + "session_id": { + "description": "Reuse the session_id returned by Search in all subsequent tool calls for this task. If omitted, a new session is created.", + "maxLength": 128, + "minLength": 1, + "pattern": "^[A-Za-z0-9_-]{1,128}$", + "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" + } +} - added
Output schema / requiredAdded value: +[ + "error_count", + "next_steps_guidance", + "session_id", + "success_count", + "tools", + "total_count" +]
- Changed
get_kalshi_markets23 fields changed- changed
Input schema / properties / cursor / descriptionPrevious value: -"Pagination cursor from the previous response."New value: +"Pagination cursor. Use the cursor value returned from the previous response to get the next page of results. Leave empty for the first page." - added
Input schema / properties / cursor / x-go-type-skip-optional-pointerAdded value: +true - changed
Input schema / properties / event_ticker / descriptionPrevious value: -"Filter by a single Kalshi event ticker."New value: +"Event ticker to filter by. Only a single event ticker is supported." - removed
Input schema / properties / event_ticker / exampleRemoved value: -"KXMVESPORTSMULTIGAMEEXTENDED-S20268A776ACB3C6" - added
Input schema / properties / event_ticker / x-go-type-skip-optional-pointerAdded value: +true - removed
Input schema / properties / limit / exampleRemoved value: -100 - added
Input schema / properties / limit / x-oapi-codegen-extra-tagsAdded value: +{ + "validate": "omitempty,gte=0,lte=1000" +} - changed
Input schema / properties / max_close_ts / descriptionPrevious value: -"Filter markets closing before this Unix timestamp."New value: +"Filter items that close before this Unix timestamp" - changed
Input schema / properties / max_created_ts / descriptionPrevious value: -"Filter markets created before this Unix timestamp."New value: +"Filter items that created before this Unix timestamp" - changed
Input schema / properties / max_settled_ts / descriptionPrevious value: -"Filter markets settled before this Unix timestamp."New value: +"Filter items that settled before this Unix timestamp" - added
Input schema / properties / max_updated_tsAdded value: +{ + "description": "Return markets with metadata updated at or before this Unix timestamp (in seconds). Tracks non-trading changes only. May be combined with min_updated_ts and mve_filter=exclude. May also be combined with series_ticker, which requires mve_filter=exclude. Incompatible with other filters.", + "format": "int64", + "type": "integer" +} - changed
Input schema / properties / min_close_ts / descriptionPrevious value: -"Filter markets closing after this Unix timestamp."New value: +"Filter items that close after this Unix timestamp" - changed
Input schema / properties / min_created_ts / descriptionPrevious value: -"Filter markets created after this Unix timestamp."New value: +"Filter items that created after this Unix timestamp" - changed
Input schema / properties / min_settled_ts / descriptionPrevious value: -"Filter markets settled after this Unix timestamp."New value: +"Filter items that settled after this Unix timestamp" - changed
Input schema / properties / min_updated_ts / descriptionPrevious value: -"Filter markets updated after this Unix timestamp."New value: +"Return markets with metadata updated later than this Unix timestamp (in seconds). Tracks non-trading changes only. May be combined with max_updated_ts and mve_filter=exclude. May also be combined with series_ticker, which requires mve_filter=exclude. Incompatible with other filters." - changed
Input schema / properties / mve_filter / descriptionPrevious value: -"Filter by multivariate events."New value: +"Filter by multivariate events (combos). 'only' returns only multivariate events, 'exclude' excludes multivariate events." - removed
Input schema / properties / searchRemoved value: -{ - "description": "Search markets by keywords in title and description. Must be URL encoded (e.g., 'bitcoin%20price' for 'bitcoin price').", - "example": "bitcoin", - "type": "string" -} - changed
Input schema / properties / series_ticker / descriptionPrevious value: -"Filter by series ticker."New value: +"Filter by series ticker" - added
Input schema / properties / series_ticker / x-go-type-skip-optional-pointerAdded value: +true - changed
Input schema / properties / status / descriptionPrevious value: -"Filter markets by status."New value: +"Filter by market status. Leave empty to return markets with any status." - removed
Input schema / properties / status / exampleRemoved value: -"open" - changed
Input schema / properties / tickers / descriptionPrevious value: -"Comma-separated Kalshi market tickers to retrieve."New value: +"Filter by specific market tickers. Comma-separated list of market tickers to retrieve." - removed
Input schema / properties / tickers / exampleRemoved value: -"KXMVESPORTSMULTIGAMEEXTENDED-S20268A776ACB3C6-43886DEE17A"
- Changed
get_kalshi_trades11 fields changed- changed
Input schema / properties / cursor / descriptionPrevious value: -"Pagination cursor from the previous response."New value: +"Pagination cursor. Use the cursor value returned from the previous response to get the next page of results. Leave empty for the first page." - added
Input schema / properties / cursor / x-go-type-skip-optional-pointerAdded value: +true - changed
Input schema / properties / is_block_trade / descriptionPrevious value: -"Filter trades by whether they are block trades. Omit to return all trades."New value: +"Filter trades by whether they are block trades. Omit to return all trades. Set to `true` to return only block trades. Set to `false` to return only non-block trades.\n" - removed
Input schema / properties / is_block_trade / exampleRemoved value: -false - removed
Input schema / properties / limit / exampleRemoved value: -100 - added
Input schema / properties / limit / x-oapi-codegen-extra-tagsAdded value: +{ + "validate": "omitempty,gte=0,lte=1000" +} - changed
Input schema / properties / max_ts / descriptionPrevious value: -"Filter trades before this Unix timestamp."New value: +"Filter items before this Unix timestamp" - changed
Input schema / properties / min_ts / descriptionPrevious value: -"Filter trades after this Unix timestamp."New value: +"Filter items after this Unix timestamp" - changed
Input schema / properties / ticker / descriptionPrevious value: -"Filter by Kalshi market ticker."New value: +"Filter by market ticker" - removed
Input schema / properties / ticker / exampleRemoved value: -"KXMVESPORTSMULTIGAMEEXTENDED-S20268A776ACB3C6-43886DEE17A" - added
Input schema / properties / ticker / x-go-type-skip-optional-pointerAdded value: +true
- Changed
get_polymarket_activity23 fields changed- removed
Input schema / properties / condition_idRemoved value: -{ - "description": "Filter activity by condition ID", - "example": "0x4567b275e6b667a6217f5cb4f06a797d3a1eaf1d0281fb5bc8c75e2046ae7e57", - "type": "string" -} - added
Input schema / properties / endAdded value: +{ + "description": "Upper-bound timestamp (epoch seconds) for the activity window. Omit for the default (current time); rows newer than `end` are excluded.", + "minimum": 0, + "type": "integer" +} - removed
Input schema / properties / end_timeRemoved value: -{ - "description": "Filter activity until this Unix timestamp in seconds (inclusive)", - "example": 1672531200, - "type": "integer" -} - added
Input schema / properties / eventIdAdded value: +{ + "description": "Comma-separated list of event IDs. Mutually exclusive with market.", + "items": { + "minimum": 1, + "type": "integer" + }, + "type": "array" +} - added
Input schema / properties / excludeDepositsWithdrawalsAdded value: +{ + "default": true, + "description": "Excludes deposit and withdrawal records. The default `true` applies even when `type` requests those records, so to get deposits and withdrawals you must pass `false`.", + "type": "boolean" +} - changed
Input schema / properties / limit / descriptionPrevious value: -"Number of activities to return (1-1000)"New value: +"Page size. Values above the maximum are clamped to 500." - removed
Input schema / properties / limit / exampleRemoved value: -50 - changed
Input schema / properties / limit / maximumPrevious value: -1000New value: +500 - changed
Input schema / properties / limit / minimumPrevious value: -1New value: +0 - added
Input schema / properties / marketAdded value: +{ + "description": "Comma-separated list of condition IDs. Mutually exclusive with eventId.", + "items": { + "description": "0x-prefixed 64-hex string", + "example": "0xdd22472e552920b8438158ea7238bfadfa4f736aa4cee91a6b86c39ead110917", + "pattern": "^0x[a-fA-F0-9]{64}$", + "type": "string" + }, + "type": "array" +} - removed
Input schema / properties / market_slugRemoved value: -{ - "description": "Filter activity by market slug", - "example": "bitcoin-up-or-down-july-25-8pm-et", - "type": "string" -} - added
Input schema / properties / offsetAdded value: +{ + "default": 0, + "description": "Starting index for pagination. Requests past the cap are rejected with a 400 (never silently clamped). To read history deeper than offset 5000, page inside `start`/`end` windows — each window has its own offset budget.", + "maximum": 5000, + "minimum": 0, + "type": "integer" +} - removed
Input schema / properties / pagination_keyRemoved value: -{ - "description": "Base64-encoded cursor for efficient pagination. Returned in the previous response's pagination object.", - "example": "eyJibG9ja190aW1lc3RhbXAiOiIyMDI1LTAxLTE5VDEyOjAwOjAwLjAwMFoiLCJzaWRlIjoiU1BMSVQiLCJ0eF9oYXNoIjoiMHgxMjM0NTY3ODkwYWJjZGVmIiwibG9nX2luZGV4IjoxMCwidG90YWwiOjE5ODkwMTc3Nn0=", - "type": "string" -} - added
Input schema / properties / sideAdded value: +{ + "enum": [ + "BUY", + "SELL" + ], + "type": "string" +} - added
Input schema / properties / sortByAdded value: +{ + "default": "TIMESTAMP", + "enum": [ + "TIMESTAMP", + "TOKENS", + "CASH" + ], + "type": "string" +} - added
Input schema / properties / sortDirectionAdded value: +{ + "default": "DESC", + "description": "`DESC` (default) returns the newest rows first; `ASC` the oldest first. Both orders are stable — the same query returns the same rows at any `limit`/`offset`, so pages compose without gaps or repeats.", + "enum": [ + "ASC", + "DESC" + ], + "type": "string" +} - added
Input schema / properties / startAdded value: +{ + "description": "Lower-bound timestamp (epoch seconds) for the activity window. Omit or pass `0` for the default window (most recent ~3 years); pass a positive epoch (e.g. `1`) to retrieve full history. With `sortDirection=ASC`, omitting `start` already reads from the beginning of the account's history (no default window).", + "minimum": 0, + "type": "integer" +} - removed
Input schema / properties / start_timeRemoved value: -{ - "description": "Filter activity from this Unix timestamp in seconds (inclusive)", - "example": 1640995200, - "type": "integer" -} - added
Input schema / properties / typeAdded value: +{ + "description": "Comma-separated list of activity types to include. DEPOSIT and WITHDRAWAL records also require `excludeDepositsWithdrawals=false`.", + "items": { + "enum": [ + "TRADE", + "SPLIT", + "MERGE", + "REDEEM", + "REWARD", + "CONVERSION", + "DEPOSIT", + "WITHDRAWAL", + "YIELD", + "MAKER_REBATE", + "TAKER_REBATE", + "REFERRAL_REWARD" + ], + "type": "string" + }, + "type": "array" +} - changed
Input schema / properties / user / descriptionPrevious value: -"Wallet address or user identifier. Required by the runtime route."New value: +"User Profile Address (0x-prefixed, 40 hex chars)" - changed
Input schema / properties / user / examplePrevious value: -"0x7c3db723f1d4d8cb9c550095203b686cb11e5c6b"New value: +"0x56687bf447db6ffa42ffe2204a05edaa20f55839" - changed
Input schema / properties / user / patternPrevious value: -"^0x[0-9a-fA-F]{40}$"New value: +"^0x[a-fA-F0-9]{40}$" - added
Output schema / x-fastmcp-wrap-resultAdded value: +true
- Changed
get_polymarket_events31 fields changed- removed
Input schema / properties / active / descriptionRemoved value: -"Filter by active events." - removed
Input schema / properties / archived / descriptionRemoved value: -"Filter by archived events." - removed
Input schema / properties / ascending / descriptionRemoved value: -"Sort ascending when true." - removed
Input schema / properties / ascending / exampleRemoved value: -false - removed
Input schema / properties / closed / descriptionRemoved value: -"Filter by whether the event is closed." - added
Input schema / properties / cyomAdded value: +{ + "type": "boolean" +} - removed
Input schema / properties / end_date_max / descriptionRemoved value: -"Filter events ending before this ISO timestamp." - removed
Input schema / properties / end_date_min / descriptionRemoved value: -"Filter events ending after this ISO timestamp." - added
Input schema / properties / exclude_tag_idAdded value: +{ + "items": { + "type": "integer" + }, + "type": "array" +} - removed
Input schema / properties / featured / descriptionRemoved value: -"Filter by featured events." - removed
Input schema / properties / id / descriptionRemoved value: -"Filter by one or more event IDs." - added
Input schema / properties / include_chatAdded value: +{ + "type": "boolean" +} - added
Input schema / properties / include_templateAdded value: +{ + "type": "boolean" +} - removed
Input schema / properties / limit / descriptionRemoved value: -"Maximum number of events to return." - removed
Input schema / properties / limit / exampleRemoved value: -20 - removed
Input schema / properties / liquidity_max / descriptionRemoved value: -"Maximum liquidity." - removed
Input schema / properties / liquidity_min / descriptionRemoved value: -"Minimum liquidity." - removed
Input schema / properties / offset / descriptionRemoved value: -"Number of events to skip for offset-based pagination." - removed
Input schema / properties / offset / exampleRemoved value: -0 - changed
Input schema / properties / order / descriptionPrevious value: -"Comma-separated list of fields to order by."New value: +"Comma-separated list of fields to order by" - removed
Input schema / properties / order / exampleRemoved value: -"volume" - added
Input schema / properties / recurrenceAdded value: +{ + "type": "string" +} - added
Input schema / properties / related_tagsAdded value: +{ + "type": "boolean" +} - removed
Input schema / properties / slug / descriptionRemoved value: -"Filter by one or more event slugs." - removed
Input schema / properties / start_date_max / descriptionRemoved value: -"Filter events starting before this ISO timestamp." - removed
Input schema / properties / start_date_min / descriptionRemoved value: -"Filter events starting after this ISO timestamp." - removed
Input schema / properties / tag_id / descriptionRemoved value: -"Filter by tag ID." - removed
Input schema / properties / tag_slug / descriptionRemoved value: -"Filter by tag slug." - removed
Input schema / properties / tag_slug / exampleRemoved value: -"sports" - removed
Input schema / properties / volume_max / descriptionRemoved value: -"Maximum volume." - removed
Input schema / properties / volume_min / descriptionRemoved value: -"Minimum volume."
- Changed
get_polymarket_markets42 fields changed- removed
Input schema / properties / ascending / descriptionRemoved value: -"Sort ascending when true." - removed
Input schema / properties / ascending / exampleRemoved value: -false - removed
Input schema / properties / clob_token_ids / descriptionRemoved value: -"Filter by one or more CLOB token IDs." - removed
Input schema / properties / closed / descriptionRemoved value: -"Filter by whether the market is closed." - removed
Input schema / properties / closed / exampleRemoved value: -false - removed
Input schema / properties / condition_ids / descriptionRemoved value: -"Filter by one or more market condition IDs." - removed
Input schema / properties / condition_ids / exampleRemoved value: -[ - "0x1fad72fae204143ff1c3035e99e7c0f65ea8d5cd9bd1070987bd1a3316f772be" -] - added
Input schema / properties / cyomAdded value: +{ + "type": "boolean" +} - removed
Input schema / properties / end_date_max / descriptionRemoved value: -"Filter markets ending before this ISO timestamp." - removed
Input schema / properties / end_date_max / exampleRemoved value: -"2026-01-01T00:00:00Z" - removed
Input schema / properties / end_date_min / descriptionRemoved value: -"Filter markets ending after this ISO timestamp." - removed
Input schema / properties / end_date_min / exampleRemoved value: -"2025-01-01T00:00:00Z" - added
Input schema / properties / game_idAdded value: +{ + "type": "string" +} - removed
Input schema / properties / id / descriptionRemoved value: -"Filter by one or more Polymarket market IDs." - removed
Input schema / properties / id / exampleRemoved value: -[ - 540817 -] - removed
Input schema / properties / include_tag / descriptionRemoved value: -"Include tag metadata when true." - removed
Input schema / properties / include_tag / exampleRemoved value: -true - removed
Input schema / properties / limit / descriptionRemoved value: -"Maximum number of markets to return." - removed
Input schema / properties / limit / exampleRemoved value: -20 - added
Input schema / properties / liquidity_num_maxAdded value: +{ + "type": "number" +} - added
Input schema / properties / liquidity_num_minAdded value: +{ + "type": "number" +} - removed
Input schema / properties / offset / descriptionRemoved value: -"Number of markets to skip for offset-based pagination." - removed
Input schema / properties / offset / exampleRemoved value: -0 - changed
Input schema / properties / order / descriptionPrevious value: -"Comma-separated list of fields to order by."New value: +"Comma-separated list of fields to order by" - removed
Input schema / properties / order / exampleRemoved value: -"volume" - added
Input schema / properties / question_idsAdded value: +{ + "items": { + "type": "string" + }, + "type": "array" +} - added
Input schema / properties / related_tagsAdded value: +{ + "type": "boolean" +} - added
Input schema / properties / rewards_min_sizeAdded value: +{ + "type": "number" +} - removed
Input schema / properties / slug / descriptionRemoved value: -"Filter by one or more market slugs." - removed
Input schema / properties / slug / exampleRemoved value: -[ - "new-rhianna-album-before-gta-vi-926" -] - added
Input schema / properties / sports_market_typesAdded value: +{ + "items": { + "type": "string" + }, + "type": "array" +} - removed
Input schema / properties / start_date_max / descriptionRemoved value: -"Filter markets starting before this ISO timestamp." - removed
Input schema / properties / start_date_max / exampleRemoved value: -"2026-01-01T00:00:00Z" - removed
Input schema / properties / start_date_min / descriptionRemoved value: -"Filter markets starting after this ISO timestamp." - removed
Input schema / properties / start_date_min / exampleRemoved value: -"2025-01-01T00:00:00Z" - removed
Input schema / properties / tag_id / descriptionRemoved value: -"Filter by tag ID." - removed
Input schema / properties / tag_id / exampleRemoved value: -1 - added
Input schema / properties / uma_resolution_statusAdded value: +{ + "type": "string" +} - removed
Input schema / properties / volume_num_max / descriptionRemoved value: -"Maximum total volume." - removed
Input schema / properties / volume_num_max / exampleRemoved value: -1000000 - removed
Input schema / properties / volume_num_min / descriptionRemoved value: -"Minimum total volume." - removed
Input schema / properties / volume_num_min / exampleRemoved value: -1000
- Changed
search17 fields changed- added
Input schema / $schemaAdded value: +"https://json-schema.org/draft/2020-12/schema" - removed
Input schema / properties / category / anyOfRemoved value: -[ - { - "enum": [ - "seo", - "finance", - "social", - "search", - "sales", - "mail" - ], - "type": "string" - }, - { - "type": "null" - } -] - removed
Input schema / properties / category / defaultRemoved value: -null - changed
Input schema / properties / category / descriptionPrevious 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.)" - added
Input schema / properties / category / enumAdded value: +[ + "seo", + "finance", + "social", + "search", + "sales", + "mail" +] - added
Input schema / properties / category / typeAdded value: +"string" - added
Input schema / properties / known_fieldsAdded value: +{ + "additionalProperties": true, + "default": {}, + "description": "Known values such as ticker, URL, provider, or identifier that improve retrieval.", + "type": "object" +} - changed
Input schema / properties / limit / descriptionPrevious value: -"Maximum candidates, 1-10"New value: +"Maximum number of additional direct tool candidates." - added
Input schema / properties / limit / maximumAdded value: +20 - added
Input schema / properties / limit / minimumAdded value: +1 - added
Input schema / properties / provider_filtersAdded 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 +} - changed
Input schema / properties / query / descriptionPrevious 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." - added
Input schema / properties / query / maxLengthAdded value: +2000 - added
Input schema / properties / query / minLengthAdded value: +1 - added
Input schema / properties / session_idAdded 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" +} - added
Output schema / propertiesAdded 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" + } + } +} - added
Output schema / requiredAdded value: +[ + "next_steps_guidance", + "search_id", + "session_id", + "tools" +]
- Changed
use1 field changed- changed
Input schema / properties / max_price_usd / descriptionPrevious 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"
1 tool update
- Changed
get_details1 field changed- added
Input schema / properties / include_documentationAdded value: +{ + "default": false, + "description": "Include the complete native public OpenAPI document, reference closure and scoped completeness. Existing execution schemas remain unchanged.", + "type": "boolean" +}
10 tool updates
- First observed
batch_use - First observed
get_details - First observed
get_kalshi_markets - First observed
get_kalshi_trades - First observed
get_polymarket_activity - First observed
get_polymarket_events - First observed
get_polymarket_markets - First observed
list_categories - First observed
search - First observed
use
Publisher details
- Operator
- AIsa · Publisher source
- Operator website
- https://aisa.one
- Vendor relationship
- Independent
- Documentation
- https://mcp.aisa.one/servers
- 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 markets — prices and fundamentals for listed companies, the filings behind them, crypto, and what the prediction markets put the odds at. **What you can ask for** • "Pull this company's income statement, cash flow and balance sheet for the last 8 quarters." • "What did insiders buy or sell, and when?" • "Snapshot prices for these 50 tickers, then the OHLC history for the three that moved." • "What are the current odds on this event across Kalshi and Polymarket?" • "Screen for companies matching these financial criteria." **How to use it** Point any MCP client at https://mcp.aisa.one/finance/mcp and sign in with OAuth — there is no key to create or paste. 49 tools: prices and snapshots, income statements, balance sheets and cash flows, metrics and ratios, earnings and analyst estimates, filings and line-item search, insider trades, macro interest rates, news, a screener; CoinGecko spot prices, market tables, OHLC, per-venue tickers and trending; Kalshi and Polymarket markets and trades; plus EDINET filings for Japan. **Why this rather than the source** Equities, crypto and event markets behind one account, so a cross-asset question is one conversation. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Read the number here, then ask the same agent what X is saying about the ticker today — 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/marketpulse/mcp · /crypto-market-data/mcp · /prediction-market-data/mcp · /stock-pulse/mcp for one slice each.
Your agent needs company financials it can compute on — statements, ratios, earnings, estimates, filings and insider activity as structured data, not a PDF. **What you can ask for** • "Give me 8 quarters of income statement, balance sheet and cash flow for this ticker." • "What do analysts estimate for next quarter, and how did the last four surprise?" • "Find this exact line item across every filing." • "Who bought or sold as an insider in the last 90 days?" • "Screen for profitable companies under this valuation with growing revenue." **How to use it** Point any MCP client at https://mcp.aisa.one/marketpulse/mcp and sign in with OAuth — there is no key to create or paste. 21 tools: prices and snapshots, income statements, balance sheets, cash-flow statements, financial metrics and snapshots, earnings, analyst estimates, company facts, filings and filing items, line-item search, a screener, insider trades, macro interest rates, news, plus EDINET documents and filing digests for Japanese issuers. **Why this rather than the source** Statements as fields you can compute on, and a screener in the same place. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Read the fundamentals here, then ask the same agent what social is saying about the ticker — 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/finance/mcp for equities, crypto and prediction markets in one place.
Your agent needs the two halves of a move at once — what people are posting about a ticker right now, and what the price and the news actually did. **What you can ask for** • "What is X saying about $NVDA today, and what did the stock do?" • "Show the chatter and the price move for these five tickers side by side." • "Which tickers are being talked about most right now?" • "Pull the news and the snapshot behind this spike." **How to use it** Point any MCP client at https://mcp.aisa.one/stock-pulse/mcp and sign in with OAuth — there is no key to create or paste. 4 tools: a combined stock-pulse call that joins X/Twitter chatter to the tickers mentioned, plus advanced tweet search, price snapshots and financial news. **Why this rather than the source** One call instead of four, with the join already done. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Spot the move here, then ask the same agent for the filings or the fundamentals behind it — 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/finance/mcp for equities, crypto and prediction markets in one place.
Your agent needs crypto prices it can rely on — spot, ranked market tables, history, OHLC, per-venue tickers, and what is trending right now. **What you can ask for** • "What is the price of these 20 tokens in USD and EUR right now?" • "Give me the top 100 by market cap with 24h and 7d change." • "Chart this coin's price over the last year, hourly." • "Where does this token trade, and at what spread per venue?" • "What is trending on CoinGecko today?" **How to use it** Point any MCP client at https://mcp.aisa.one/crypto-market-data/mcp and sign in with OAuth — there is no key to create or paste. 21 CoinGecko tools: simple price and token price by contract, supported currencies, coin list and detail, ranked markets, history, market charts and ranges, OHLC, per-coin tickers, categories, exchanges and their tickers, token data and charts, and trending. **It is also a door to the rest** The same login reaches 26 sources and 580+ operations. Price the token here, then ask the same agent what X is posting about it — 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/finance/mcp for equities, crypto and prediction markets in one place.
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Glama MCP Gateway
Add one secure layer between your agents and this server.