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Read-only Pattern-Assist corpus for aspiring software engineers: grounded dev patterns with sources.

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Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

TDQS

A4.2/5.0
Disambiguation5/5

Each tool has a clearly distinct purpose: get_pattern retrieves a single record by ID, list_patterns provides paginated inventory, search_patterns performs ranked lexical search, and list_public_pages exposes host site/endpoint discovery. There is no meaningful overlap or risk of selecting the wrong tool.

Naming Consistency5/5

All tool names follow the same verb_noun snake_case convention: get_pattern, list_patterns, list_public_pages, and search_patterns. The pattern is predictable and immediately conveys what each tool does.

Tool Count5/5

Four tools is a compact, well-scoped surface for a read-only pattern lookup and discovery server. Each tool earns its place and none feel redundant or missing.

Completeness5/5

The domain is a vendored, read-only pattern corpus, and the tool set covers the essential operations: search, list, and get by ID. The addition of list_public_pages supports host-level navigation, so there are no obvious dead ends or missing operations.

Available Tools

4 tools
get_patternGet one corpus pattern by idA
Read-only
Inspect

Lookup a single Pattern-Assist row by stable id. Returns 404-shaped payload when unknown — never fabricates a nearest match.

ParametersJSON Schema
NameRequiredDescriptionDefault
idYesPattern id, e.g. devplane-P02.

Output Schema

ParametersJSON Schema
NameRequiredDescription
codeNo
errorNo
patternNo
contractNo

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, openWorldHint=false, and destructiveHint=false. The description adds valuable behavior beyond annotations: it returns a 404-shaped payload when the id is unknown and never fabricates a nearest match, which helps an agent understand failure semantics.

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 tight sentences with no filler. The core lookup behavior is front-loaded, and the beneficial failure-mode detail is added in the second sentence without redundancy.

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

Completeness5/5

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

With one well-documented parameter, an output schema present, and annotations covering safety, the description provides sufficient context. The 404 behavior and no-fabrication guarantee cover the key edge case an agent would care about when invoking this tool.

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

Parameters3/5

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

Schema description coverage is 100% for the single required 'id' parameter, including an example ('devplane-P02'). The description reinforces that the id is stable but does not add meaning beyond what the schema already provides, so 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 uses a specific verb ('Lookup') and clearly identifies the resource ('a single Pattern-Assist row by stable id'). It also differentiates this tool from siblings like list_patterns and search_patterns by emphasizing single-row, id-based lookup.

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 clearly implies this tool is for retrieving a specific row when the stable id is known, versus listing or searching. It does not explicitly name alternatives or state when not to use it, but the intended use context is unambiguous.

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

list_patternsList corpus patterns (paginated)A
Read-only
Inspect

Paginated inventory of pattern ids and summaries from the vendored corpus.

ParametersJSON Schema
NameRequiredDescriptionDefault
areaNo
limitNo
offsetNo
provenanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
totalYes
contractYes
patternsYes

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already indicate readOnlyHint=true and destructiveHint=false, so the safety profile is established. The description adds that results are paginated and limited to ids and summaries, but does not disclose ordering, filtering behavior, or pagination defaults, which are relevant beyond the 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 a single focused sentence with no wasted words. The key information—paginated, pattern ids and summaries, vendored corpus—is front-loaded and sufficient for a first-pass understanding.

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?

Basic invocation is clear, and the output schema plus annotations cover return shape and safety. However, the optional filtering parameters are left unexplained, and there is no guidance about pagination behavior or how this listing relates to the sibling search tool, leaving some gaps for an agent deciding how to query.

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

Parameters2/5

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

Schema description coverage is 0%, so the description carries the burden of explaining parameters, but it only hints at limit/offset through 'paginated.' The area and provenance filters are not mentioned at all, and no additional meaning is added to the parameter names beyond what the schema already shows.

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 a specific action ('Paginated inventory') and a specific resource ('pattern ids and summaries from the vendored corpus'). This distinguishes it from siblings like get_pattern (single item), search_patterns (searching), and list_public_pages (public pages).

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 conveys that this is the tool for enumerating all vendored corpus patterns, but it does not explicitly say when to prefer it over search_patterns or get_pattern. Usage context is implied by 'inventory' and 'paginated', but no alternative routing or exclusion conditions are stated.

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

list_public_pagesList Journeyman public pages and machine endpointsA
Read-only
Inspect

Site map for agents: canonical human pages plus read-only REST/MCP endpoints on this host.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
siteNo
pagesYes
contractYes
endpointsYes

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false; the description adds useful scope and content context by specifying that the result is a site map of canonical human-pages and REST/MCP endpoints confined to 'this host.' It does not overpromise side effects, and there is no contradiction with the 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 a single front-loaded sentence with no filler. Every phrase adds meaning: audience ('agents'), resource type ('canonical human pages'), endpoint type ('read-only REST/MCP endpoints'), and scope ('on this host').

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 zero-parameter read-only list role, the output schema, and the safety annotations, the description provides enough context for correct invocation. It clarifies what will be returned (pages and endpoints) and where (this host), leaving no significant operational gaps.

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?

There are zero parameters and schema coverage is 100%, so the schema is complete. Per the 0-parameter baseline, the description needs no additional parameter guidance, and the no-arguments call is self-evident from the empty input schema.

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

Purpose5/5

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

The description names a concrete resource—'canonical human pages plus read-only REST/MCP endpoints on this host'—with a clear listing verb and host scope. This distinguishes it from sibling pattern tools (get_pattern, list_patterns, search_patterns) by content domain (pages/endpoints vs patterns).

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?

'Site map for agents' implies this is the discovery/orientation tool, which gives context for when to call it. However, it never explicitly says when to use this over list_patterns/search_patterns or when not to use it, so an agent must infer the boundary from the tool name and sibling names.

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

search_patternsSearch grounded software-engineering patternsA
Read-only
Inspect

Lexical search over the vendored Pattern-Assist corpus. Returns ranked patterns with source_ref citations and optional when_not guidance. Use this before asserting an approach.

ParametersJSON Schema
NameRequiredDescriptionDefault
areaNoOptional area substring filter.
limitNoMax hits (default 10).
queryYesNatural-language or keyword query.
provenanceNoOptional provenance filter.

Output Schema

ParametersJSON Schema
NameRequiredDescription
countYes
queryYes
contractYes
patternsYes
_citationNo

TDQS

A4.3/5.0
Behavior4/5

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 useful behavioral context: it is a lexical (not semantic) search, and results include ranking, source_ref citations, and optional when_not guidance.

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 with no filler. The first sentence states what the tool does and returns, and the second gives practical placement guidance. Every word earns its place.

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

Completeness5/5

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

For a read-only search tool with full schema coverage, an output schema, and annotations already covering safety, the description is complete. It explains the corpus, result shape, and when to use it.

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

Parameters3/5

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

Schema description coverage is 100%, so parameters are already fully documented. The description does not add additional meaning to the parameters themselves, but it does not need to because the schema handles that burden.

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 names a specific verb and resource: 'Lexical search over the vendored Pattern-Assist corpus.' It also states what is returned ('ranked patterns with source_ref citations'), which clearly distinguishes it from the sibling tools get_pattern and list_patterns.

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 gives clear usage context: 'Use this before asserting an approach.' It does not explicitly name alternatives or when-not-to-use conditions, but the intended role in the workflow is unambiguous.

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. 4 tool updates
    • First observedget_pattern
    • First observedlist_patterns
    • First observedlist_public_pages
    • First observedsearch_patterns

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