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Pay-per-call change-intelligence feeds for AI agents over x402 (deps, security, regs, tariffs)

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Tool DescriptionsA

Average 4.3/5 across 7 of 7 tools scored.

Server CoherenceA
Disambiguation4/5

Most tools target distinct areas (dependency changes, package health, regulatory actions, tariffs, vendor risk), but `preview_feed` is a generic preview that can overlap with the specific preview tools (e.g., `depwatch_preview`), potentially confusing an agent's tool selection.

Naming Consistency3/5

Tool names follow a mix of patterns: most use the suffix `_preview` (e.g., `depwatch_preview`, `regwatch_preview`), but `list_feeds` uses a verb prefix. Additionally, `depwatch` and `tariffwatch` use 'watch' while `packagehealth` does not, introducing inconsistency.

Tool Count5/5

Seven tools is an appropriate number for a monitoring service covering multiple categories (dependencies, health, regulatory, tariffs, vendor risk) without being overwhelming or insufficient.

Completeness2/5

The free tool set only provides previews (up to 5 items) and a listing of feeds, lacking full functionality for detailed queries, history, or actionable results. Users hit a dead end if they need complete data, which is a significant gap.

Available Tools

7 tools
depwatch_previewDepWatch — dependency change previewA
Read-only
Inspect

Free preview of breaking changes / new releases for a software dependency. Pass an npm/PyPI package (resolved and fetched live if not already tracked) or a GitHub repo (owner/repo). Returns up to 5 recent changes plus the package's current version. Full history, significance filtering, and the LLM brief are paid via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
repoNoGitHub owner/repo, e.g. 'facebook/react'
sinceNoISO-8601 instant; only changes detected after this
packageNonpm or PyPI package name, e.g. 'lodash' or 'react'

Output Schema

ParametersJSON Schema
NameRequiredDescription
hintNo
tierNo
errorNo
entityNo
sourceNo
changesNo
upgradeNo
questionNo
previewCountNo
Behavior5/5

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

Annotations declare readOnlyHint=true and openWorldHint=true. The description aligns by noting data is 'resolved and fetched live if not already tracked', explaining side effects. It also details return content (up to 5 recent changes, current version) and paid limitations, adding full transparency.

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

Conciseness5/5

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

Three sentences front-loading purpose, inputs, and output. Every sentence earns its place with no fluff.

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

Completeness5/5

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

Covers all necessary aspects: inputs, outputs (up to 5 changes, version), behavior (live fetch), and limitations (paid features). Output schema exists so detailed return structure is available externally.

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

Parameters5/5

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

Input schema has 100% parameter descriptions. The description adds value by explaining that package and repo are alternatives (mutually exclusive) and clarifying the since parameter as ISO-8601 filter. This enriches schema information.

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?

Description clearly states it provides a free preview of breaking changes/new releases for software dependencies. It specifies inputs (npm/PyPI package or GitHub repo) and distinguishes itself from sibling preview tools by focusing on dependency changes.

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

Usage Guidelines4/5

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

The description indicates when to use the tool (for a free preview of dependency changes) and contrasts with paid full history but does not explicitly state when not to use or compare with similar tools like packagehealth_preview. However, sibling tools cover different domains, so context is clear.

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

list_feedsList all feedsA
Read-only
Inspect

List every change-intelligence feed: source slug, label, the question each answers, per-call prices, paid x402 endpoints, and free discovery URLs. There are ~120 feeds, so pass category to filter (e.g. 'security', 'regulatory', 'packages', 'premium', 'infrastructure', 'compliance') and/or compact: true to keep the payload small. Use the returned source slug with preview_feed.

ParametersJSON Schema
NameRequiredDescriptionDefault
compactNoReturn only source/label/question/price to keep the payload small
categoryNoFilter to one category (see the `categories` list in the response)

Output Schema

ParametersJSON Schema
NameRequiredDescription
feedsNo
premiumNo
serviceNo
discoveryNo
feedCountNo
categoriesNo
totalFeedsNo
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false; description adds concrete details: approximate count of ~120 feeds, filtering options, and what the response contains (categories list). No contradictions.

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

Conciseness5/5

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

Three sentences, front-loaded with purpose, no filler. Every sentence adds value: scope, filtering guidance, and follow-up usage. Efficient and well-organized.

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

Completeness5/5

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

Given output schema exists, description need not detail return values. However, it mentions the response includes a `categories` list and number of feeds, which is helpful. Covers essential usage, filtering, and follow-up. Fully complete for this tool.

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

Parameters4/5

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

Schema coverage is 100%, so baseline is 3. Description adds meaning beyond schema: explains `compact` as 'keep payload small' and `category` as filter with example values from the response. Provides context missing from field descriptions.

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?

Description states specific verb 'List' and resource 'change-intelligence feeds' with detailed enumeration of included fields (source slug, label, question, prices, endpoints). Distinguishes from sibling tools by mentioning the returned `source` slug is used with `preview_feed`.

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

Usage Guidelines4/5

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

Clear context for use: suggests filtering by `category` and using `compact: true` to reduce payload. Mentions follow-up action with `preview_feed`. Lacks explicit when-not-to-use or alternative tools, but context is sufficient.

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

packagehealth_previewPackageHealth — free previewA
Read-only
Inspect

FREE preview of a dependency's health: current version, deprecation flag, OpenSSF Scorecard, SPDX license, and known-advisory count (via deps.dev). The full ship/avoid verdict — per-advisory CISA-KEV active-exploit cross-reference, license-fit judgement, and LLM recommendation — is the paid /v1/packagehealth/check.

ParametersJSON Schema
NameRequiredDescriptionDefault
packageYesPackage name, e.g. 'lodash' or 'django'
ecosystemNonpm | pypi | go | maven | cargo | nuget (default npm)

Output Schema

ParametersJSON Schema
NameRequiredDescription
hintNo
tierNo
errorNo
starsNo
licenseNo
packageNo
upgradeNo
versionNo
ecosystemNo
scorecardNo
deprecatedNo
knownAdvisoriesNo
Behavior4/5

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

Annotations already provide readOnlyHint and openWorldHint. The description adds behavioral context by specifying the data fields included in the free preview and what is reserved for the paid version. It aligns with the read-only nature and does not contradict annotations.

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 long, front-loads the core purpose, and avoids unnecessary details. Every sentence adds value, making it efficient and easy to parse.

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?

The description covers the tool's purpose, output scope (free vs paid), and key data points. Given the presence of an output schema and sibling tools with distinct domains, the description adequately informs an agent. Minor missing context (e.g., error handling) is acceptable.

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 input schema has 100% coverage with clear descriptions for both parameters (package and ecosystem). The tool description does not add new information about the parameters beyond what is in the schema, so it meets the baseline.

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 provides a free preview of a dependency's health, listing specific data points (current version, deprecation flag, OpenSSF Scorecard, etc.). It distinguishes itself from the paid version and sibling tools are in different domains (depwatch, list_feeds, etc.), so there is no ambiguity.

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 mentions it is a free preview and contrasts with the paid full verdict, but does not explicitly state when to use this tool versus sibling tools. The context implies it is for quick health checks, but no direct guidance on alternatives is provided.

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

preview_feedPreview any feedA
Read-only
Inspect

Free preview (up to 5 recent changes) for any feed. Pass the feed's source slug (from list_feeds). Optionally: since (ISO-8601) to window; scope to filter to an entity-id prefix on feeds that support it (e.g. an HTS code); or package/repo/ecosystem on feeds that resolve arbitrary entities live (e.g. dependency feeds). The full feed, status, and LLM brief are paid via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
repoNoGitHub owner/repo for dependency feeds
scopeNoEntity-id prefix filter for feeds that declare a scope param
sinceNoISO-8601 instant; only changes detected after this
sourceYesFeed source slug, e.g. 'depwatch' or 'cve' (see list_feeds)
packageNoPackage name for dependency feeds (resolved live)
ecosystemNoRegistry hint, e.g. 'npm' or 'pypi'

Output Schema

ParametersJSON Schema
NameRequiredDescription
urlNo
hintNo
noteNo
tierNo
errorNo
priceNo
entityNo
paramsNo
sourceNo
changesNo
upgradeNo
questionNo
freeTeaserNo
previewCountNo
exampleRequestNo
Behavior4/5

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

Annotations declare readOnlyHint=true and openWorldHint=true. The description adds context: the free preview returns up to 5 recent changes, the full feed is paid via x402, and optional parameters modify behavior. No contradiction with annotations.

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

Conciseness4/5

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

The description is a single but dense sentence using semicolons to separate clauses. It packs all necessary information without unnecessary words. Slightly long but efficient.

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 output schema exists (not shown but present) and schema coverage is 100%, the description covers all key aspects: free preview limits, parameter purposes, and the paid model. It is complete for a preview tool with these annotations.

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

Parameters4/5

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

Schema coverage is 100%, so baseline is 3. The description adds significant meaning beyond schema descriptions: it explains source comes from list_feeds, scope is an entity-id prefix, and package/repo/ecosystem are for dependency feeds. This helps the agent understand when and how to use each parameter.

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 it's a free preview of up to 5 recent changes for any feed, with a specific verb ('preview') and resource ('feed'). It distinguishes from sibling tools by being a generic preview that takes a source slug, while siblings are specific feed previews.

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

Usage Guidelines4/5

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

The description explains to pass the feed's source slug from list_feeds and describes optional parameters and their use cases (e.g., 'since' for time window, 'scope' for entity-id filter). It mentions the full feed is paid, implying when not to use it. However, it does not explicitly compare with sibling tools.

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

regwatch_previewRegWatch — regulatory change previewA
Read-only
Inspect

Free preview of recent Federal Register regulatory actions in the tracked industry vertical. Returns up to 5 recent items. The full windowed feed and the LLM brief are paid via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
sinceNoISO-8601 instant; only changes detected after this

Output Schema

ParametersJSON Schema
NameRequiredDescription
hintNo
tierNo
errorNo
entityNo
sourceNo
changesNo
upgradeNo
questionNo
previewCountNo
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true. The description adds value by specifying the return limit (up to 5 recent items) and the payment model for the full feed. No contradictions with annotations.

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 very concise at three sentences, front-loading the core purpose. Every sentence adds necessary information (purpose, return limit, payment model). No wasted words.

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 nature of the tool (one optional parameter, output schema exists), the description covers the essential aspects: what it does, return limit, and premium version. It could be improved by noting that the 'since' parameter is optional or describing the output format, but overall it is sufficient.

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

Parameters3/5

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

Schema coverage is 100% for the single 'since' parameter, with a clear description in the schema. The tool description does not add extra meaning beyond what the schema already provides, so baseline score of 3 is appropriate.

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

Purpose4/5

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

The description clearly states it provides a free preview of recent Federal Register regulatory actions in a tracked industry vertical. It specifies the return limit of up to 5 items. While the tool name and title help distinguish it from siblings, the description does not explicitly contrast with other preview tools like tariffwatch_preview.

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 mentions it is a free preview and that the full version is paid, implying limited usage. However, it provides no guidance on when to use this tool versus sibling tools like depwatch_preview or tariffwatch_preview. The context of tracked industry vertical is implied but not elaborated.

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

tariffwatch_previewTariffWatch — tariff/HTS change previewA
Read-only
Inspect

Free preview of recent US import-tariff changes. Optionally scope to an HTS code prefix (e.g. '6109' or '8471.30'). Returns up to 5 recent changes plus current duty-rate state for a scoped code. Full feed and the LLM brief are paid via x402.

ParametersJSON Schema
NameRequiredDescriptionDefault
htsNoHTS code prefix, e.g. '6109' or '8471.30'
sinceNoISO-8601 instant; only changes detected after this

Output Schema

ParametersJSON Schema
NameRequiredDescription
hintNo
tierNo
errorNo
entityNo
sourceNo
changesNo
upgradeNo
questionNo
previewCountNo
Behavior4/5

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

Annotations already indicate readOnlyHint=true and openWorldHint=true. The description adds that it returns up to 5 recent changes and current duty-rate state for scoped codes, and that the full feed is paid. No contradiction with annotations.

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

Conciseness5/5

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

Two sentences: first states purpose, second covers scoping, limitations, and payment context. No filler; each sentence adds value.

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

Completeness5/5

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

Given that an output schema exists, the description adequately explains inputs (HTS, since), output (up to 5 changes + current rate), and limitations (free preview, 5 items). The mention of paid alternatives sets expectations for completeness.

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

Parameters3/5

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

Schema coverage is 100% for both parameters (hts and since). The description adds examples for hts (e.g., '6109') and mentions its role in scoping, but adds little to the 'since' parameter beyond the schema description. Baseline 3 is appropriate.

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 'Free preview of recent US import-tariff changes', using specific verb 'preview' and resource 'tariff/HTS changes'. It also mentions optional HTS code scoping and limit of 5 changes, fully distinguishing from sibling tools like depwatch_preview or regwatch_preview.

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

Usage Guidelines4/5

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

The description indicates when to use this tool (free preview, optionally scoped) and mentions alternatives ('Full feed and LLM brief are paid via x402'). However, it does not explicitly state when not to use it, but the context of free vs paid is clear enough.

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

vendorrisk_previewVendorRisk — free previewA
Read-only
Inspect

FREE preview of counterparty risk: tracked OFAC designations + product recalls we monitor for the name. The authoritative sanctions/denied-party (CSL) + federal debarment (SAM) screening and the CLEAR→PROHIBITED risk verdict are the paid /v1/vendorrisk/check.

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYesCompany or individual name to screen

Output Schema

ParametersJSON Schema
NameRequiredDescription
nameNo
noteNo
tierNo
upgradeNo
trackedFlagsNo
trackedFlagCountNo
Behavior3/5

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

Annotations already indicate readOnlyHint and openWorldHint. The description adds context about what data is returned (free data only) but does not disclose additional behavioral traits such as rate limits or authentication.

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

Conciseness5/5

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

Two concise sentences front-load the key information. Every sentence adds value, with no redundancy or fluff.

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

Completeness5/5

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

Given the tool's simplicity, the existence of an output schema, and the annotations, the description adequately covers the tool's purpose and limitations.

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 already provides complete description for the single parameter 'name'. The description merely restates its use in the broader context without adding new parameter-level details.

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 provides a free preview of counterparty risk by showing tracked OFAC designations and product recalls. It distinguishes itself from the paid version and sibling tools by specifying its scope.

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

Usage Guidelines4/5

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

The description sets clear context: use for a free preview of specific risk data; for authoritative screening and risk verdict, use the paid tool. It does not explicitly exclude other scenarios but is sufficient.

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

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