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Paid web, news, company, product, and geographic search plus clean page reading for agents.

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Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

Available Tools

8 tools
ma-government-snapshotBInspect

Massachusetts-only evidence-backed snapshot covering selected official state and selected municipal sources for at most seven days, with official evidence links. Not comprehensive coverage of every Massachusetts government source. Costs $0.50 USDC via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
sinceNo
topicNo
lookback_hoursNo
municipalitiesNo
include_routineNo
max_developmentsNo
government_levelsNo

TDQS

B3.4/5.0
Behavior4/5

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

With no annotations provided, the description carries the disclosure burden and does so reasonably: it reveals the time window (at most seven days), the evidence-link output, the non-comprehensive scope, and the $0.50 USDC cost via x402. It does not mention rate limits or authentication, but the cost and scoping details are valuable behavioral context.

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

Conciseness4/5

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

The description is compact—three short sentences—and front-loads the core Massachusetts scope and evidence-backed nature. The caveat about non-comprehensive coverage and cost are both relevant. Slight redundancy ('selected official state and selected municipal') keeps it from being maximally concise.

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

Completeness2/5

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

Given seven parameters, no annotations, and no output schema, the description is insufficiently complete. It provides cost and a time window but omits what the output looks like beyond 'evidence links' and does not explain any parameter semantics or request handling. An agent would struggle to invoke it correctly for a non-trivial request.

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

Parameters1/5

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

The schema description coverage is 0% and the description does not explain any of the seven parameters, such as since, topic, lookback_hours, or municipalities. The only tangential hint is 'at most seven days' relating to lookback, but that is not explicit enough to guide parameter usage. The description fails to compensate for the schema's complete lack of parameter documentation.

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

Purpose5/5

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

The description clearly identifies a specific verb-resource ('snapshot') and a narrowly scoped target: Massachusetts-only selected official state and municipal sources with evidence links. The limitation note ('Not comprehensive coverage...') and cost detail further distinguish it from broader siblings like web_search or geographic_search.

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

Usage Guidelines3/5

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

The description implies when to use it—when Massachusetts government evidence is needed—and communicates the exclusion of comprehensive coverage. However, it does not explicitly state alternatives or provide when-not-to-use conditions, leaving the agent to infer routing based on the state scope and evidence requirement.

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

read_urlAInspect

Read one public URL and return clean bounded page content with a SHA-256 content hash. Costs $0.003 USDC via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
urlYes

TDQS

A3.5/5.0
Behavior3/5

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

With no annotations provided, the description carries the full burden of behavioral disclosure. It usefully reveals that content is 'clean bounded', that a SHA-256 hash accompanies it, and that there is a $0.003 USDC cost. However, 'bounded' and 'clean' are left vague, and failure modes, redirects, size limits, or return structure are not addressed.

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

Conciseness5/5

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

The description is two sentences with no filler. The first sentence front-loads the core action and result, and the second adds the crucial cost detail. Every word contributes value, and the structure is easy to scan.

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

Completeness3/5

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

The tool is simple with one parameter and no output schema, and the description covers the essential aspects: what the tool reads, the public constraint, the output characteristics, and the cost. However, 'bounded' and 'clean' are undefined, no output schema exists to clarify the response shape, and there is no mention of error handling or size limitations, leaving notable gaps for an agent.

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

Parameters3/5

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

The schema provides only the field name, format, and max length, with 0% parameter description coverage. The description adds a meaningful constraint by stating the URL must be 'public', which is a semantic requirement not present in the schema. Still, it does not clarify protocol expectations, URL normalization, or other edge cases, so the compensation is partial.

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

Purpose5/5

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

The description clearly states the tool's action ('Read'), the resource ('one public URL'), and the outcome ('return clean bounded page content with a SHA-256 content hash'). This directly distinguishes it from the sibling search tools, which are for discovery rather than direct URL retrieval, and the single-URL focus differentiates it from search_and_read.

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

Usage Guidelines2/5

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

The description implies the tool should be used when one has a specific public URL to read, but it offers no explicit guidance about when to prefer this tool over alternatives like search_and_read or the various search tools. There are no exclusions, prerequisites, or comparison cues, leaving tool selection to inference.

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

search_and_readBInspect

Search the current web and return 5 ranked results with clean page content and content hashes. Costs $0.025 USDC via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
queryYes

TDQS

B3.4/5.0
Behavior4/5

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

No annotations are present, so the description carries the behavioral burden. It usefully discloses the cost ('$0.025 USDC via x402'), the fixed result count, clean page content, and content hashes. It does not cover failure modes or rate limits, but the key behavioral traits are present.

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

Conciseness5/5

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

The description is two short sentences, with the core functionality front-loaded and the cost mentioned second. No filler or redundant restatement of the tool name appears.

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

Completeness4/5

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

Given the simple single-parameter schema and no output schema, the description adequately explains what the agent will receive: 5 ranked results with clean page content and hashes, plus the cost. It could add a little more about result ordering or failure behavior, but the essential context is present.

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

Parameters2/5

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

With 0% schema description coverage, the description should compensate for parameter documentation, but it adds no detail about the 'query' parameter beyond the schema's name, type, and length. The parameter name is fairly self-explanatory, yet the description does not clarify accepted formats or intended usage.

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

Purpose4/5

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

The description states a specific action ('Search the current web') and clear outputs ('5 ranked results with clean page content and content hashes'). It conveys the tool's combined search and read purpose, though it does not explicitly contrast itself with sibling tools like web_search or read_url.

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

Usage Guidelines2/5

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

There is no explicit guidance about when to prefer this tool over web_search, read_url, or other siblings. The description implies a web search use case but provides no conditions, exclusions, or alternatives.

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. Dates show when Glama detected each change.

  1. 8 tool updates
    • First observedcompany_search
    • First observedgeographic_search
    • First observedma-government-snapshot
    • First observednews_search
    • First observedproduct_search
    • First observedread_url
    • First observedsearch_and_read
    • First observedweb_search

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TDQS

A3.8/5.0
Disambiguation4/5

Each tool targets a distinct search vertical or action, and the specialized searches (company, geographic, news, product) are clearly separated from the generic web_search. The main ambiguity is between web_search and search_and_read, since both return ranked web results, but search_and_read's content-returning behavior and explicit cost difference make the boundary understandable.

Naming Consistency4/5

Most tools follow a {domain}_search convention (company_search, geographic_search, news_search, product_search, web_search), with read_url, search_and_read, and ma-government-snapshot as readable exceptions. The naming style is not perfectly uniform, but the pattern is clear and predictable overall.

Tool Count5/5

Eight tools is a well-scoped size for a web access gateway, covering general search, vertical searches, and content retrieval without bloat. Each tool has a distinct cost and purpose, and no tool feels redundant enough to remove.

Completeness4/5

The surface covers the core web-access lifecycle: general search, specialized vertical searches, and direct URL reading, including a combined search-and-read operation. A minor gap is the lack of a batch or multi-URL read, but this is not essential for the stated purpose.

Resources