Skip to main content
Glama

IPMC MCP

Apache Incubator PMC 감독 뷰를 위한 소규모 의존성 없는 MCP 서버입니다.

다음 요소들을 구성합니다:

  • PodlingsMCP의 포들링 수명 주기 데이터

  • apache-health의 커뮤니티 및 보고서 신호

IPMC를 돕기 위해 다음과 같은 인큐베이터 수준의 도구들을 제공합니다:

  • 주의가 필요한 포들링 식별

  • 졸업 준비 상태 평가

  • 포들링 브리핑 생성

  • 멘토링 개입 필요성 표시

  • 포들링 전반의 커뮤니티 건강 패턴 요약

요구 사항

  • Python 3.12+

Related MCP server: Podlings MCP

실행

python3 server.py

이 서버는 stdio를 사용하므로 MCP 클라이언트에 의해 실행되도록 설계되었습니다.

설치

python3 -m pip install -e .

개발 도구의 경우:

python3 -m pip install -e .[dev]

MCP 클라이언트 설정 예시

{
  "mcpServers": {
    "ipmc": {
      "command": "python3",
      "args": [
        "/Users/justinmclean/IncubatorMCP/server.py",
        "--podlings-mcp-repo",
        "/Users/justinmclean/PodlingsMCP",
        "--health-mcp-repo",
        "/Users/justinmclean/HealthMCP",
        "--health-source",
        "/Users/justinmclean/incubator/tools/health/reports"
      ]
    }
  }
}

기본 런타임은 형제 소스 MCP 저장소와 건강 보고서가 다음 위치에 있다고 가정합니다:

  • /Users/justinmclean/PodlingsMCP

  • /Users/justinmclean/HealthMCP

  • reports (단, --health-source가 설정되지 않은 경우)

도구 호출 시 podlings_sourcehealth_source를 사용하여 소스 데이터 경로를 재정의할 수도 있습니다.

시작 인수를 사용하여 소스 MCP 위치와 건강 보고서 디렉토리를 구성하십시오:

  • --podlings-mcp-repo: PodlingsMCP 체크아웃 경로

  • --health-mcp-repo: HealthMCP 체크아웃 경로

  • --health-source: 기본 apache-health 보고서 디렉토리

테스트

python3 -m unittest discover -s tests -v

커버리지

python3 -m coverage run -m unittest discover -s tests
python3 -m coverage report -m

커버리지는 로컬 ipmc 패키지로 범위가 지정되어 있어 가져온 형제 MCP가 보고서를 희석하지 않습니다.

아키텍처

모듈 레이아웃, 런타임 흐름 및 테스트 구조는 docs/architecture.md를 참조하십시오.

도구

ipmc_watchlist

수명 주기 및 건강 신호를 결합하여 IPMC의 주의가 가장 필요한 포들링을 반환합니다.

인수:

  • podlings_source: podlings.xml에 대한 선택적 URL 또는 로컬 파일 경로

  • health_source: apache-health 마크다운 보고서를 위한 선택적 보고서 디렉토리

  • as_of_date: 기간에 민감한 뷰를 위한 선택적 YYYY-MM-DD 날짜

  • limit: 선택적 최대 결과 수

  • severity_at_least: 선택적 최소 심각도 필터

  • include_reasons: 선택적 이유 필터 목록

graduation_readiness

포들링이 졸업 준비가 되었는지, 거의 준비되었는지, 아직 준비되지 않았는지 평가합니다.

인수:

  • podling: 필수 포들링 이름

  • podlings_source

  • health_source

  • as_of_date

  • include_evidence: 선택적 불리언, 기본값은 true

  • strict_mode: 선택적 불리언

podling_brief

한 포들링에 대한 IPMC 지향 브리핑을 반환합니다.

인수:

  • podling: 필수 포들링 이름

  • podlings_source

  • health_source

  • as_of_date

  • focus: 선택적 영역 목록

  • brief_format: 선택적 summary 또는 detailed

mentoring_attention_needed

멘토링 개입이 필요해 보이는 포들링을 반환합니다.

인수:

  • podlings_source

  • health_source

  • as_of_date

  • limit: 선택적 최대 결과 수

  • urgency_at_least: 선택적 최소 긴급도 필터

  • include_causes: 선택적 원인 필터 목록

community_health_summary

포들링 전반의 커뮤니티 건강 패턴에 대한 IPMC 수준의 요약을 반환합니다.

인수:

  • podlings_source

  • health_source

  • as_of_date

  • scope: 선택적 all_podlings, active_podlings 또는 reporting_podlings

  • group_by: 선택적 none, risk_band, mentor_load 또는 age_band

  • include_examples: 선택적 불리언

기본값

  • 생략 시 podlings_source는 ASF podlings.xml URL을 기본값으로 합니다.

  • 생략 시 health_source--health-source를 사용하거나, 해당 시작 인수가 설정되지 않은 경우 reports를 사용합니다.

  • 감독 뷰는 기본적으로 현재 포들링에 초점을 맞춥니다.

  • 건강 분석은 3m, 6m, 12m, to-date 순서로 가장 최신의 가용 기간을 선호합니다.

의견 모델

이 서버는 소스 사실과 도출된 의견을 분리합니다. 위험 및 준비 상태 뷰는 다음에서 도출됩니다:

  • 멘토 커버리지

  • 보고 신뢰성

  • 멘토 승인 신호

  • 커뮤니티 활동

  • 릴리스 가시성

  • 인큐베이션 기간

  • 참여 범위

결과물은 IPMC의 판단을 대체하는 것이 아니라 지원하기 위한 것입니다.

Available Tools

21 tools
community_health_summaryC

Return an IPMC-level summary of community health across podlings, including strong patterns, risks, and mentoring-capacity signals.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
scopeNoOptional scope filter such as all_podlings, active_podlings, or reporting_podlings
group_byNoOptional grouping such as none, risk_band, mentor_load, or age_band
include_examplesNoWhether to include example podlings for patterns and themes

TDQS

C2.9/5.0
Behavior2/5

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

With no annotations, the description must fully disclose behavioral traits, but it only states the return type (summary) and content categories. It does not mention whether the tool is read-only, what sources it uses by default, how data is processed, or any side effects. This leaves critical behavioral aspects undocumented.

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 sentence of 20 words, which is concise and front-loaded with the key action and result. However, it could be slightly more informative without sacrificing brevity, e.g., by hinting at the source of the summary or the output format.

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 the complexity (9 parameters, no output schema, many sibling tools), the description is incomplete. It does not explain the output format, default behavior when parameters are omitted, or integration context with sibling tools. While the schema covers parameters, the description fails to provide a complete picture for effective use.

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% description coverage for all 9 parameters, so the baseline is 3. The description does not add any additional meaning to the parameters beyond what the schema already provides, such as how they influence the summary or typical usage patterns.

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

Purpose4/5

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

The description clearly states the tool returns an IPMC-level summary of community health across podlings, specifying included content like strong patterns, risks, and mentoring-capacity signals. It is a specific verb+resource and distinguishes itself from sibling tools that focus on individual podlings or specific aspects, but could be more explicit about its unique scope.

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 provides no guidance on when to use this tool versus the many sibling tools (e.g., podling_brief, current_podlings_overview). It lacks any context about prerequisites, typical use cases, or exclusions, making it difficult for an agent to select correctly among similar options.

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

configure_sourcesA

Set or inspect process-level source defaults so later IPMC tool calls can omit source override arguments.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
release_dist_baseNoOptional ReleaseMCP current release base URL or local release directory; when omitted, ReleaseMCP discovers the podling download page
release_archive_baseNoOptional ReleaseMCP archive.apache.org base URL or local archive directory

TDQS

A3.7/5.0
Behavior2/5

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

No annotations exist, and the description does not disclose behavioral traits such as side effects, permissions, or persistence of defaults. It only says 'Set or inspect', which is vague; an agent cannot infer if the tool is idempotent or what it returns on inspection.

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, efficient sentence that is front-loaded with action and purpose. Every word earns its place.

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?

Given no output schema, the description does not explain what the tool returns when used for inspection versus setting. It implies behavior but lacks explicit return value or confirmation details, leaving some incompleteness.

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?

With 100% schema description coverage, the baseline is 3. The description adds no parameter-specific meaning beyond the schema, simply referring to 'source defaults' generically.

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 verb 'Set or inspect' and the resource 'process-level source defaults', with a specific effect on later IPMC tool calls. This distinguishes it from sibling tools that are analysis or reporting tools.

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 explicitly mentions the purpose and context for use: setting defaults so later calls can omit source overrides. While it does not list alternatives or when-not-to-use, the implication is clear and adequate for agent decision-making.

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

cross_source_mismatchesB

Return concrete mismatches between cached report narrative and current health or release evidence.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_signalsNoOptional cross-source mismatch filters

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations, the description carries the full burden of behavioral transparency. It does not disclose whether the tool is read-only, requires cached data, has side effects, or what output format to expect. Given the complexity (9 parameters), this lack of behavioral detail is a significant gap.

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 of 13 words that efficiently states the tool's core function without any fluff. Every word is necessary, achieving high conciseness.

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 the tool has 9 optional parameters, no output schema, and no annotations, the description is too brief to provide sufficient context for an agent. It does not explain what a 'mismatch' entails, how results are structured, or any examples, leaving significant gaps in understanding.

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% description coverage; each parameter already has a clear description. The tool's description adds no additional meaning beyond the schema, so the baseline score of 3 applies as per the guidelines.

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 returns 'concrete mismatches between cached report narrative and current health or release evidence'. It uses a specific verb ('Return') and resource ('mismatches'), and the context of siblings (e.g., 'report_narrative_signals', 'release_visibility') implies differentiation, making the purpose highly clear.

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 provides no explicit guidance on when to use this tool versus its many siblings, nor any prerequisites or when-not-to-use advice. The usage context is only implied by the tool's name and description, which is insufficient for an agent to choose appropriately among similar tools.

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

current_podlings_overviewB

Return a factual overview of current Incubator podlings from podlings.xml lifecycle metadata.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
limitNoOptional maximum number of results to return
include_descriptionsNoWhether to include podling descriptions in each item; defaults to true

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations, the description must convey behavioral traits. It merely states 'factual overview' without disclosing data freshness, error handling, performance, or whether it supports caching or pagination. This is insufficient for a tool with no 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, well-structured sentence that communicates the core purpose without unnecessary words. It is appropriately sized and front-loaded.

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 the tool's moderate complexity (4 optional parameters, no output schema, no annotations), the description lacks completeness. It does not explain the structure of the returned overview, ordering, or behavior when parameters are omitted. This leaves agents with insufficient context.

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 descriptions for all 4 parameters. The description adds no additional meaning beyond the schema, so a 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 identifies the tool's purpose: returning a factual overview of current Incubator podlings from a specific data source. It distinguishes from siblings like 'podling_brief' which likely targets individual podlings, but could be more explicit about what 'overview' includes.

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?

No explicit guidance on when to use this tool versus alternatives is provided. The intended use case is implied as needing a general overview of all current podlings, but no exclusions or comparisons to siblings are given.

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

graduation_readinessB

Assess whether a podling appears ready, near ready, or not yet ready for graduation.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingYesPodling name
include_evidenceNoWhether to include supporting evidence in the readiness assessment
strict_modeNoWhether to use a more conservative readiness interpretation

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, and the description does not disclose behavioral traits such as side effects, data sources, or limitations. The tool has 9 parameters but the description gives no insight into how the assessment algorithm works.

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 sentence with no wasted words. It is concise, though it could include slightly more context without losing brevity.

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 the tool's complexity (9 parameters, no output schema, no annotations), the description is too brief. It does not explain return values, how the assessment is performed, or how to interpret results, leaving significant gaps.

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 the baseline is 3. The tool description adds no additional meaning beyond the parameter descriptions already in the schema; it does not elaborate on parameter usage or dependencies.

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 ('Assess') and resource ('podling'), and clearly defines the output categories ('ready, near ready, or not yet ready for graduation'). It distinguishes this tool from sibling assessment tools by focusing on graduation readiness.

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 provides no guidance on when to use this tool versus alternatives, nor any prerequisites or scenarios. No exclusions or context for selection are mentioned.

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

ipmc_watchlistA

Return podlings that most need IPMC attention based on combined lifecycle and health signals.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
limitNoOptional maximum number of results to return
severity_at_leastNoOptional minimum severity filter: low, medium, high, or critical
include_reasonsNoOptional watchlist reason filters

TDQS

A3.5/5.0
Behavior3/5

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

No annotations are provided, so the description carries full burden. It describes the tool's purpose but does not disclose side effects, auth needs, rate limits, or details on how signals are combined. The description is adequate but minimal.

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 sentence with no fluff, making it very concise. However, it could benefit from a brief second sentence about usage context without becoming verbose.

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?

With 9 optional parameters, no output schema, and no annotations, the description is too sparse for the complexity. It does not explain what the returned data looks like, how the scoring works, or what constitutes 'IPMC attention', leaving significant gaps for the 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?

Schema description coverage is 100%, so the schema already documents all parameters with detailed descriptions. The tool description does not add additional parameter-level meaning beyond what is already in the schema, 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 clearly states the action ('return'), the resource ('podlings'), and the specific criteria ('that most need IPMC attention based on combined lifecycle and health signals'). It distinguishes itself from sibling tools by focusing on a combined signals approach.

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 usage for retrieving a prioritized list of podlings needing IPMC attention but does not explicitly state when to use it versus alternatives or provide any exclusions or contextual guidance.

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

mentoring_attention_neededA

Return podlings where mentoring intervention appears necessary, with urgency and likely causes.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
limitNoOptional maximum number of results to return
urgency_at_leastNoOptional minimum urgency filter: low, medium, high, or critical
include_causesNoOptional mentoring concern filters

TDQS

A3.5/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It mentions urgency and causes but does not disclose data source behavior (e.g., local vs. live), caching, or performance implications. The input schema hints at sources but the description does not explain.

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, clear sentence that front-loads the action. No unnecessary words.

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?

With no output schema, the description only hints at output structure ('with urgency and likely causes'). It does not detail the output format or list attributes. The 9 optional parameters are not summarized in terms of typical usage.

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%, so baseline is 3. The description provides overall context but does not add significant meaning beyond the schema's detailed parameter 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?

The description clearly states the tool returns podlings needing mentoring intervention with urgency and causes, distinguishing it from siblings like 'stalled_podlings' or 'reporting_gaps' which focus on other aspects.

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 use when mentoring intervention is needed, but does not explicitly state when to use vs. alternatives like 'stalled_podlings' or 'graduation_readiness'. No exclusion criteria are provided.

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

podling_briefB

Return an IPMC-oriented briefing for a single podling, including status, trajectory, and attention areas.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingYesPodling name
focusNoOptional focus areas such as status, health, reporting, mentoring, releases, graduation, or risk
brief_formatNoOptional output density: summary or detailed

TDQS

B3.3/5.0
Behavior2/5

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

No annotations are provided, so the description carries full burden. It does not disclose behavioral traits such as read-only nature, external data fetching, or performance implications. The description only states what it returns, not how it behaves.

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, efficient sentence that front-loads the purpose. It is concise and to the point, but could benefit from a brief usage note or additional structure.

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?

With 9 parameters, no output schema, and many optional sources, the description is insufficient. It does not explain the output format, how parameters affect the briefing, or the data dependencies. The agent lacks context to fully utilize the 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%, so parameters are well-documented in the schema. The description mentions 'status, trajectory, and attention areas,' which aligns with the focus parameter, but adds no new semantic value beyond the schema 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?

The description clearly states it returns an IPMC-oriented briefing for a single podling, covering status, trajectory, and attention areas. This distinguishes it from sibling tools like current_podlings_overview (multiple podlings) or graduation_readiness (specific focus).

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 use when an IPMC-oriented briefing for one podling is needed, but it offers no explicit guidance on when to use this tool versus alternatives like graduation_readiness or risk-focused tools. No when-not-to-use or prerequisite information is provided.

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

recent_changesC

Return per-podling recent deltas the IPMC should scan, excluding unchanged or static fields.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are present, so the description carries full burden. It reveals that deltas exclude unchanged/static fields but does not mention read-only nature, authentication needs, or data limits. More behavioral context is needed.

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?

A single sentence with no wasted words. It efficiently communicates the core purpose and key behavior. Appropriate for a straightforward tool.

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 no annotations, no output schema, and 8 parameters (though optional), the description is too brief. It does not explain output format, how deltas are computed, or the relationship between multiple data sources. More detail is needed 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 description coverage is 100%, so baseline is 3. The description does not add significant meaning beyond the schema; it implies use of podling and date but schema already covers that. No extra semantics added.

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

Purpose4/5

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

The description clearly states the tool returns 'per-podling recent deltas' for IPMC scanning, specifying exclusion of unchanged/static fields. This distinguishes it from siblings like 'significant_changes' by scope.

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?

No guidance is provided on when to use this tool versus alternatives such as 'significant_changes' or 'cross_source_mismatches'. The description implies it is for IPMC members but does not specify context or exclusions.

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

refresh_mail_cacheC

Refresh cached general@incubator.apache.org message summaries used by IPMC mail evidence tools.

ParametersJSON Schema
NameRequiredDescriptionDefault
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
mail_timespanNoOptional MailMCP timespan expression for live Incubator general-list release evidence
queryNoOptional general-list search query to cache
limitNoOptional maximum number of results to return

TDQS

C2.9/5.0
Behavior2/5

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

No annotations provided, so description must carry the burden. It mentions 'refresh' but does not disclose destructive behavior, authorization needs, rate limits, or whether it downloads vs clears cache. Limited transparency.

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

Conciseness4/5

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

A single sentence that is concise and front-loads the action and context. No wasted words, but slightly too brief given the tool's complexity.

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?

Does not explain cache behavior (e.g., incremental vs full refresh), what happens to old cache, or return values. Mentions 'evidence tools' but lacks details for an agent to fully understand usage context.

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% with each parameter described. The tool description adds no extra meaning beyond schema descriptions, so baseline 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 the action ('Refresh cached... message summaries') and specifies the resource ('general@incubator.apache.org') and context ('IPMC mail evidence tools'). However, it does not differentiate from siblings like 'refresh_report_cache'.

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?

No guidance on when to use this tool versus alternatives, no conditions or exclusions stated. For a cache refresh tool, it should mention scenarios like stale cache or after new emails.

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

refresh_report_cacheB

Refresh cached ASF Incubator report data used by IPMC report-narrative tools.

ParametersJSON Schema
NameRequiredDescriptionDefault
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
yearsNoOptional number of years of report history to cache
full_historyNoWhether to cache full report history instead of a bounded recent window
limitNoOptional maximum number of results to return
report_urlNoOptional single Incubator report URL to cache instead of refreshing recent reports
report_idNoOptional report id to use when caching a single report URL

TDQS

B3.2/5.0
Behavior2/5

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

With no annotations provided, the description carries the full burden. It does not disclose side effects such as network calls, duration, cache invalidation, or idempotency. The term 'refresh' implies mutation but lacks behavioral details.

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?

Single sentence with 14 words, front-loaded with the purpose. Every word is necessary and there is no redundancy. Highly 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 6 optional parameters and no output schema or annotations, the description is too minimal. It does not explain parameter interactions, the nature of the refresh operation (e.g., remote fetch vs local update), or return values. A more complete description would aid correct invocation.

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%, so baseline is 3. The description adds no additional meaning beyond the existing parameter descriptions in the schema. The parameters are well-described in the schema, so no penalty but no bonus.

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 verb 'refresh', the resource 'cached ASF Incubator report data', and the context 'used by IPMC report-narrative tools'. It effectively distinguishes from siblings like 'refresh_mail_cache'.

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?

No guidance on when to use this tool versus alternatives. The description does not mention when a refresh is needed or any preconditions, leaving the agent without context for decision-making among many sibling tools.

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

release_artifact_evidenceB

Return ReleaseMCP artifact, sidecar, cadence, Incubator naming evidence, and optional release-page and GitHub/Docker Hub/PyPI/Maven distribution hints for one podling.

ParametersJSON Schema
NameRequiredDescriptionDefault
release_dist_baseNoOptional ReleaseMCP current release base URL or local release directory; when omitted, ReleaseMCP discovers the podling download page
release_archive_baseNoOptional ReleaseMCP archive.apache.org base URL or local archive directory
release_max_depthNoMaximum ReleaseMCP traversal depth under the podling directory; defaults to 1
release_page_urlNoOptional Apache project release download page URL or local HTML file to inspect; use 'auto' to discover it
include_platformsNoFetch optional ReleaseMCP GitHub, Docker Hub, PyPI, and Maven distribution hints
github_projectNoOptional apache/<project> GitHub repository name; defaults to the podling slug
docker_imagesNoOptional Docker Hub image names in namespace/repository form
pypi_packagesNoOptional PyPI package names; defaults to apache-<podling>
maven_group_idsNoOptional Maven groupIds; defaults to org.apache.<podling>
podlingYesPodling name

TDQS

B3.2/5.0
Behavior2/5

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

No annotations are provided, so the description carries full burden. It only says 'return' without disclosing side effects, authorization needs, or idempotency. Given the read-like nature, more context on safety is expected.

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?

A single sentence that efficiently conveys the tool's purpose and scope without extraneous words. It is front-loaded with key output types.

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?

No output schema is provided, and the description does not explain the structure of the returned evidence. For a tool with 10 parameters, the return format is critical but unspecified.

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%, so each parameter is already described in the input schema. The description adds minimal value beyond summarizing the output categories. 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 what the tool returns (artifact, sidecar, cadence, naming evidence, distribution hints) and for whom (one podling). It distinguishes from siblings like release_visibility and release_vote_evidence by specifying the unique output.

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?

No guidance is provided on when to use this tool versus its siblings (e.g., release_vote_evidence, release_visibility). The description does not mention prerequisites or exclusions.

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

release_visibilityB

Return release-governance visibility concerns, including no releases and activity/release mismatches.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_signalsNoOptional release visibility signal filters

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It states it 'returns concerns', implying a read operation, but fails to disclose side effects like network calls or file system access. Authorization needs, rate limits, or data freshness 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.

Conciseness4/5

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

The description is a single sentence that starts with the main action. It is efficient and waste-free, though a slightly structured format (e.g., listing example concerns) could improve readability.

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?

The tool has 9 optional parameters and no output schema. The description only lists two example concerns, lacking details on output format (list, JSON, etc.) or how parameters affect results. Important usage context like source fallback behavior is missing.

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 baseline is 3. The description adds no additional meaning beyond the schema descriptions. It does not explain parameter interactions or provide usage examples.

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 verb 'Return' and the resource 'release-governance visibility concerns' with concrete examples. It effectively differentiates from sibling tools like release_artifact_evidence and release_vote_evidence by focusing on governance visibility rather than artifact or vote details.

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?

No explicit guidance on when to use this tool vs alternatives. The description does not mention context, prerequisites, or when not to use it. Sibling tools are available but not referenced, leaving the agent to infer usage from the name alone.

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

release_vote_evidenceB

Return MailMCP release vote/result thread evidence for one podling alongside IPMC release visibility signals.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
mail_timespanNoOptional MailMCP timespan expression for live Incubator general-list release evidence
podlingYesPodling name
limitNoOptional maximum number of results to return

TDQS

B3.4/5.0
Behavior2/5

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

No annotations are provided, and the description fails to disclose behavioral traits such as side effects (e.g., network calls), required permissions, rate limits, or behavior with missing data. It only describes the basic return value.

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 that efficiently conveys the tool's purpose without unnecessary words.

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 the complexity of 9 parameters (mostly optional with unclear selection criteria) and no output schema, the description lacks sufficient context for an agent to know how to use the tool effectively, such as which source parameters to set.

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 the schema already documents all parameters. The description adds no additional meaning beyond what's in the schema, meeting the baseline for high coverage.

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 returns MailMCP release vote/result thread evidence for one podling along with IPMC release visibility signals. It uses a specific verb and resource, distinguishing it from siblings like release_artifact_evidence and release_visibility.

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 usage for retrieving release vote evidence from email archives, but provides no explicit when-to-use or when-not-to-use guidance compared to sibling tools. No alternatives are mentioned.

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

reporting_cohortB

Return current reporting podlings grouped into non-ranked IPMC review buckets: reporting issues, release visibility issues, recent significant changes, and no obvious concerns.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations provided, the description carries full burden for behavioral transparency. It discloses only the output grouping but does not mention whether the operation is read-only, side effects, data sourcing, or any constraints. This leaves significant gaps for an agent.

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 sentence with no wasted words, but it lacks structure and could benefit from additional context. It is concise but not optimally organized for quick parsing.

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 7 optional parameters and no output schema, the description is insufficient. It does not describe output format, bucket definitions, or how parameters influence results, leaving an agent with inadequate context to invoke the tool correctly.

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%, so the baseline is 3. The description adds no parameter-specific meaning beyond what the schema already provides; it does not explain how parameters like podling or as_of_date affect the grouping.

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 returns current reporting podlings grouped into specific non-ranked IPMC review buckets, using a specific verb and providing distinct categories that differentiate it from siblings like reporting_gaps or reporting_schedule.

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 gives no guidance on when to use this tool versus alternatives like reporting_gaps or graduation_readiness, nor does it mention prerequisites or exclusions. It simply states what it does.

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

reporting_gapsB

Return podlings with Incubator reporting compliance gaps, excluding activity analysis.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_gapsNoOptional reporting gap filters

TDQS

B3.4/5.0
Behavior2/5

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

With no annotations, the description should disclose behavioral traits like data sources, permission requirements, or side effects. It only states the return type and exclusion, leaving operational details unclear.

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?

A single sentence that is concise and to the point, with no unnecessary words. It efficiently conveys the core functionality.

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?

Despite having 9 optional parameters and no output schema, the description is very brief. It does not explain typical usage, default behavior when sources are omitted, or how missing parameters affect results, leaving the agent underinformed.

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% description coverage, so the baseline is 3. The tool description adds no additional meaning to individual parameters beyond what is already in the schema.

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

Purpose5/5

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

The description clearly states the tool returns 'podlings with Incubator reporting compliance gaps' and explicitly excludes 'activity analysis', which distinguishes it from sibling tools like reporting_reliability or reporting_schedule.

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 the tool is for compliance gaps, but provides no explicit guidance on when to use it versus alternatives, nor any conditions or exclusions beyond 'excluding activity analysis'.

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

reporting_reliabilityB

Return objective reporting reliability patterns over time, separating one-off late reporting from repeated late or missing reporting.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_categoriesNoOptional reporting reliability category filters

TDQS

B3.1/5.0
Behavior2/5

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

With no annotations, the description should disclose behavioral traits. It only mentions 'objective' patterns and separation of categories, but omits side effects, authentication needs, rate limits, or read-only status. The tool may mutate state, but it's unclear.

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?

Single sentence, no fluff, but could be slightly more compact. Front-loaded with the core action.

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 9 optional parameters and no output schema, the description lacks completeness. It does not explain default behavior, return format, or how sources are combined, leaving significant gaps for the 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?

Input schema has 100% description coverage; the description does not add meaning beyond schema. Baseline of 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?

Description clearly states the tool returns 'objective reporting reliability patterns over time' and specifies it separates 'one-off late reporting from repeated late or missing reporting'. This distinguishes it from sibling tools like reporting_gaps or reporting_schedule.

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?

No guidance on when to use this tool versus alternatives like reporting_gaps or reporting_cohort. The description does not mention when not to use it or provide contextual cues for selection.

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

reporting_scheduleB

Return expected Incubator reporting cadence, due-this-month status, and next expected reporting period from PodlingsMCP.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
podlingNoPodling name
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
report_monthNoOptional reporting month in YYYY-MM format
due_this_monthNoOptional filter to keep only podlings due in the selected report month
limitNoOptional maximum number of results to return

TDQS

B3.3/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It only describes the output content without disclosing read-only behavior, permissions, side effects, or how it processes parameters. Given no annotations, this is insufficient.

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 concise sentence covering the core functionality. It is front-loaded but could benefit from additional structure (e.g., bullets) to improve readability for an agent.

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?

Over 6 optional parameters, no required fields, and no output schema, the description is too sparse for a complex scheduling domain. It fails to explain how 'cadence' or 'due-this-month' work, or how parameters like 'as_of_date' vs 'report_month' differ, leaving significant gaps.

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% description coverage for all 6 parameters. The tool description adds no extra meaning beyond the schema, so baseline score of 3 is appropriate. It does not clarify parameter interactions or edge cases.

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 returns three specific outputs (reporting cadence, due-this-month status, next expected reporting period) from PodlingsMCP, making the purpose highly specific and distinguishable from sibling tools like 'reporting_cohort' or 'reporting_gaps'.

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 the tool is for schedule-related queries but does not specify when to use it versus the many other reporting siblings. It lacks explicit guidance on prerequisites, exclusions, or alternatives.

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

report_narrative_signalsB

Return report-derived narrative signals such as latest reported issues, recurring issues, low observed mentor sign-off, and release visibility mismatches.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_signalsNoOptional report narrative signal filters

TDQS

B3.1/5.0
Behavior2/5

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

No annotations are provided, so the description fully bears the burden of behavioral disclosure. It does not state whether the tool makes network requests, requires authentication, or is read-only. It only mentions returning signals, which implies a read operation but leaves ambiguity.

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 sentence that front-loads the purpose. It is concise and lists examples efficiently. Minor improvement could be a more structured list, but overall it is well-sized.

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?

With 9 parameters, no output schema, and many sibling tools, the description is too brief. It does not explain return format, how signals are computed, or how to combine parameters. Essential context for effective use is missing.

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% (all 9 parameters have descriptions). The description adds no extra meaning beyond listing output examples; it does not explain how parameters affect the result. Baseline score of 3 is appropriate since schema already covers parameters.

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 returns report-derived narrative signals and lists specific examples (latest reported issues, recurring issues, etc.). This is a specific verb-resource combination that distinguishes it from siblings like reporting_gaps or reporting_reliability.

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 provides no guidance on when to use this tool versus alternatives such as reporting_gaps or community_health_summary. It does not specify prerequisites, context, or exclusions.

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

significant_changesC

Return a structured factual subset of recent changes: no 12-month releases, large activity shifts, and newly visible reporting or release transitions.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
podlingNoPodling name
limitNoOptional maximum number of results to return
include_signalsNoOptional significant-change signal filters

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries full burden for behavioral disclosure. It only states it 'returns' a subset, implying read-only, but does not disclose side effects, authentication needs, rate limits, or whether data is cached/real-time. This is insufficient.

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, efficient sentence (15 words) that conveys the core purpose without redundancy. Every word earns its place, typical of a well-crafted definition.

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 the tool has 9 parameters, no output schema, and no annotations, the description is too brief. It does not explain what 'structured factual subset' means, how filters combine, or the relationship to sibling 'recent_changes'. More context is needed for effective invocation.

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?

All 9 parameters have descriptions in the input schema (100% coverage), so schema already provides meaning. The description adds implicit context by listing filter types that correspond to the 'include_signals' enum, but does not elaborate on other parameters. Baseline for high coverage is 3.

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

Purpose4/5

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

The description clearly states the tool returns a 'structured factual subset of recent changes' with specific filters (no 12-month releases, activity shifts, etc.). This provides a clear verb and resource. However, it does not explicitly differentiate from the sibling 'recent_changes' tool, making it less distinct.

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 gives no guidance on when to use this tool versus alternatives (e.g., 'recent_changes'). It lists what is returned but omits context such as prerequisites, output format, or scenarios where this tool is preferred.

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

stalled_podlingsB

Return podlings that match the strict low-delivery, no-release stalled definition.

ParametersJSON Schema
NameRequiredDescriptionDefault
podlings_sourceNoOptional HTTPS URL or local path for PodlingsMCP source data
health_sourceNoOptional local path for apache-health report Markdown files
report_sourceNoOptional local path for ReportMCP cached ASF Incubator report files
mail_sourceNoOptional local path for MailMCP cached ASF Incubator general-list message files
mail_api_baseNoOptional MailMCP/Pony Mail API base URL for live Incubator general-list release evidence
as_of_dateNoOptional YYYY-MM-DD date to evaluate data as of a specific day
limitNoOptional maximum number of results to return

TDQS

B3.3/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It does not mention if the tool is read-only, whether it makes external calls, or requires any permissions. The verb 'Return' suggests a read operation, but this is not made explicit.

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 sentence that gets straight to the point without unnecessary words. It is concise, though some additional context could be beneficial without becoming verbose.

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?

With no output schema, the description does not explain what the tool returns or how to interpret results. For a tool with 7 parameters and many siblings, more context is needed to ensure complete understanding.

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?

Input schema has 100% coverage with good parameter descriptions. The tool description does not add additional meaning beyond the schema, 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.

Purpose5/5

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

The description clearly states the tool returns podlings matching a specific stalled definition, with a specific verb and resource. This distinguishes it from sibling tools like 'current_podlings_overview' or 'podling_brief' which have different focuses.

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 usage when checking for stalled podlings, but does not provide explicit guidance on when to use this tool versus alternatives, nor does it mention when not to use it. With 19 sibling tools, this is a notable gap.

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

Tool Schema Changelog

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

  1. 21 tool updatesv0.1.6
    • First observedcommunity_health_summary
    • First observedconfigure_sources
    • First observedcross_source_mismatches
    • First observedcurrent_podlings_overview
    • First observedgraduation_readiness
    • First observedipmc_watchlist
    • First observedmentoring_attention_needed
    • First observedpodling_brief
    • First observedrecent_changes
    • First observedrefresh_mail_cache
    • First observedrefresh_report_cache
    • First observedrelease_artifact_evidence
    • First observedrelease_visibility
    • First observedrelease_vote_evidence
    • First observedreport_narrative_signals
    • First observedreporting_cohort
    • First observedreporting_gaps
    • First observedreporting_reliability
    • First observedreporting_schedule
    • First observedsignificant_changes
    • First observedstalled_podlings

TDQS

A3.5/5.0

Scored across 21 tools

Disambiguation5/5

Each tool has a clearly defined and distinct purpose, focusing on specific aspects of IPMC oversight such as community health, podling status, releases, reporting, or mentoring. There is no ambiguity between tools.

Naming Consistency5/5

All tool names follow a consistent pattern of descriptive phrases using underscores (e.g., community_health_summary, graduation_readiness). No mixing of camelCase or other conventions is observed.

Tool Count4/5

With 21 tools, the server covers a broad domain of IPMC responsibilities. While the count is relatively high, each tool addresses a necessary function, and the scope justifies the number.

Completeness4/5

The tool set provides comprehensive coverage of IPMC information needs, including community health, podling lifecycle, releases, reporting, and mentoring. Minor gaps may exist for direct actions, but the analysis surface is thorough.

Maintenance

ActivitySlowing
ResponsivenessNo issues

Related MCP Connectors

Related MCP Servers

  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for accessing and analyzing Apache Software Foundation Incubator podling data from podlings.xml. It provides tools to query podling metadata, generate statistics, and analyze incubation trends over time.
    22
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for querying and analyzing Apache Incubator podling health reports. It provides tools to list, search, and compare podling metrics across different time windows from Apache's health report Markdown files.
    9
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for comprehensive PyPI package intelligence, providing tools for dependency analysis, security scanning, health scoring, license compliance, and trend tracking.
    MIT