RegusciLabs Documentation
Server Details
Read public lab info, news and curated social activity; no private data or write actions.
- Status
- Healthy
- Uptime
- 99.9% over 22 days
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
TDQS
Scored across 4 tools
get_latest_activity and get_latest_news both retrieve 'latest' content but target clearly distinct sources (social posts vs newsroom articles), and read_information vs search_information differ by browse-vs-query mode. Boundaries are mostly clear, though read_information and search_information could be momentarily confused since both return published content with source links.
All four tools follow a clean, predictable verb_noun snake_case pattern (get_latest_activity, get_latest_news, read_information, search_information). No mixing of conventions or vague verbs.
Four tools is reasonable for a read-only documentation/archive server covering two content feeds plus read and search. It is on the lean side but each tool earns its place with a distinct source and access mode.
For a read-only public archive, the surface covers browsing feeds, reading topical content, and searching in two languages. No write operations are expected, though there is no tool to fetch a specific item by ID or list available topics/sources explicitly.
Available Tools
4 toolsget_latest_activityARead-onlyIdempotentInspect
Browse curated public RegusciLabs social posts with real post URLs, platform, language, topic and verified-date filters and pagination. Not a real-time feed; unverified post dates are null and platforms without approved sources may be empty.
| Name | Required | Description | Default |
|---|---|---|---|
| to | No | Only posts with verified dates can match this upper bound. | |
| from | No | Only posts with verified dates can match this lower bound. | |
| limit | No | ||
| topic | No | Match only public titles, summaries, tags and approved project names. | |
| cursor | No | Reuse nextCursor with identical filters. | |
| locale | No | all | |
| platform | No | all |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare read-only, idempotent, non-destructive, closed-world behavior, so the safety profile is covered. The description adds genuinely useful context beyond that: results are curated/approved-source only, unverified post dates are returned as null, and some platforms may return empty — real expectations an agent would otherwise miss.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two tight sentences with no filler; the positive capability statement is front-loaded and the two caveats follow. Slightly dense but every clause carries information.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema, the description does the work of setting result expectations (curated, nulls for unverified dates, possibly empty platforms) and covers the filter surface at a high level. Complete enough to call correctly, though limit/locale behavior remains undocumented across both description and schema.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 57%, with to/from/topic/cursor documented in the schema itself. The description names the filter categories (platform, language, topic, verified-date, pagination) but adds no syntax or semantics for the undocumented limit and locale parameters, and its 'verified-date' note largely restates the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb ('Browse') and resource ('curated public RegusciLabs social posts') with the filter set, so an agent immediately knows this returns social posts rather than news or raw records. It does not explicitly contrast with siblings like get_latest_news or search_information, so it falls short of a 5.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Use is implied by 'curated public ... social posts' plus the caveat 'Not a real-time feed', which steers the agent away from expecting live data. However, there is no explicit when-to-use guidance or routing to the sibling tools (get_latest_news, search_information) for other content types.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
get_latest_newsARead-onlyIdempotentInspect
List the latest published RegusciLabs Newsroom articles and El Pulso editions, newest first. Filter by language and source; return canonical URLs, dates, source citations and nextCursor. This is a read-only public archive, not a live breaking-news feed.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| cursor | No | Use nextCursor with the same locale and source. | |
| locale | No | es | |
| source | No | all |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds genuine value beyond that: newest-first ordering, public-archive scope, and the fact that pagination is cursor-based via nextCursor.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, zero filler, with the resource scope front-loaded and the behavioral caveat placed last. Every clause earns its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
With no output schema, the description correctly fills the gap by naming return fields (canonical URLs, dates, source citations, nextCursor). It is a bit thin on limit semantics and does not restate the same-locale/source constraint on cursor reuse that the schema embeds.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is only 25%, so the description must carry more weight. It maps "language" to locale and "source" to source, and ties cursor to nextCursor, which helps, but it never explains limit's meaning or bounds, leaving one of four parameters unilluminated in both schema and description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (List) and precise resources (RegusciLabs Newsroom articles and El Pulso editions) with ordering (newest first), so the agent knows exactly what is returned. It does not explicitly distinguish itself from the sibling get_latest_activity, which is the one tool an agent might plausibly confuse it with.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
"Filter by language and source" implies the intended filtering usage, and "This is a read-only public archive, not a live breaking-news feed" sets a boundary expectation. However, it names no alternative tool and gives no explicit when-to-use/when-not-to-use routing against get_latest_activity or search_information.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
read_informationARead-onlyIdempotentInspect
Read published RegusciLabs information about the innovation lab, AI, hardware, POCs, discovery, cases, Newsroom or policies. No login needed.
| Name | Required | Description | Default |
|---|---|---|---|
| path | No | Public content path from llms.txt or sitemap.xml, such as /en/index.md. No private paths or external URLs. | /index.md |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and closed-world. The description adds real value beyond them by stating the content is published/public and that no authentication is required, which is useful behavioral context. It stops short of describing return format or pagination.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short, front-loaded sentences with no filler. Efficient, though the trailing enumeration of content categories is somewhat list-like rather than informative.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a single-optional-parameter read tool with full annotation coverage, 100% schema description, and no output schema, the description supplies what is needed: what is read, its public/published scope, and the no-login condition. Nothing essential is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so the single 'path' parameter is already fully documented in the schema (including the llms.txt/sitemap.xml source and no-private-path constraint). The description adds nothing about the parameter, so the baseline 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb (Read) and resource (published RegusciLabs information) and enumerates the content domains covered. It does not explicitly distinguish itself from the sibling search_information, so an agent must infer the difference (direct path read vs. query).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No explicit when-to-use or when-not-to-use guidance, and the sibling search_information is never referenced. The only usage-adjacent statement is 'No login needed,' which is an auth note rather than a selection rule.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
search_informationARead-onlyIdempotentInspect
Search public RegusciLabs content in Spanish or English. Returns source links and excerpts, not generated claims.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | ||
| query | Yes | ||
| cursor | No | Use nextCursor from the previous response with the same query and locale. | |
| locale | No | es |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnly, idempotent, non-destructive, and closed-world, so the safety profile is covered. The description still adds meaningful context by clarifying the result nature — source links and excerpts rather than generated claims — which tells the agent not to expect synthesized answers.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two short sentences, front-loaded with what the tool does and immediately qualifying the return content. No padding.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a four-parameter tool with low schema coverage and no output schema, the description covers purpose, language scope, and return nature, but says nothing about result limits or pagination behavior, leaving gaps an agent would need to fill from the schema alone.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is only 25%, so the description should compensate, but it only loosely implies the query and enumerates the two locales (already captured by the enum). The limit cap and the cursor's same-query/same-locale constraint are not reinforced or clarified in the description.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
States a specific verb and resource (search public RegusciLabs content) and adds scope (Spanish or English). It does not explicitly distinguish itself from the sibling read_information, leaving the search-vs-read boundary to inference.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Usage is only implied by the word 'search' and the bilingual scope; there is no statement of when to reach for this versus read_information, nor any prerequisites or exclusions.
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 tool update
- Added
get_latest_activity
1 tool update
- Added
get_latest_news
2 tool updates
- First observed
read_information - First observed
search_information
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