Atlas entry

`mcp.contextstudios.ai`

52 capabilities over MCP. First atlas observation.

Observed 8 Nov 2026, 14:04 UTC · passive: no tools called, no credentials sent · sha256:e81e13…0893

52 capabilities, 46 of them tools. 43 only read. 3 have no reading.

AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.

AI readings summary · beta

The service lists 46 tools, and 43 have AI readings.

43 tools are read as read-only, including search_comparisons, get_related_glossary_terms and search_glossary.

Written by code from the AI readings on this page: it groups them and says nothing they do not.

What an agent can do here

AI readings, beta · Readings on 43 of 46 MCP tools.

Moves money
0
No tool read this way.
Deletes or cancels records
0
No tool read this way.
Sends messages to people
0
No tool read this way.
Changes permissions
0
No tool read this way.
Runs code
0
No tool read this way.
Should ask a person first
0
No tool read this way.

No counted reading 3 tools No reading was counted, so any effect above is possible for them: ai_project_estimator, find_local_ai_recipes, request_consultation.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

No tool is read as one of the six effects. A zero is a count, not a clearance.

Surfaces

5 protocols checked

ARD	Not found	No document retrieved
A2A	Not found	0 skills
MCP	Valid	2026-07-28 · 46 tools · 3 resources · 3 prompts
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
absent
Exact state: not found · No document retrieved
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
A2A
absent
Exact state: not found · 0 skills
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
MCP
observed
Exact state: valid · Revision 2026-07-28 · 46 tools · 3 resources · 3 prompts
A usable protocol document was retrieved and validated.
Directly observed
OpenAPI
absent
Exact state: not detected · 0 operations
No endpoint was established from the evidence and scope that InterfaceDelta inspected.
Not detected does not prove that no endpoint exists.
Not observed / not fetched
WebMCP
absent
Exact state: not detected · 0 declarative form tools · experimental
No named declarative WebMCP form tools were observed in the origin root HTML.
Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.
Not observed / not fetched

52 · inventory complete

Showing 52 of 52.

Tool and inputs							◇ AI reading, beta · confidence
Read as none of the six 43 Not a clearance.
language, query, tag							Reads only0.85
`blog_explorer` inputs `language`, `query`, `tag` AI Reads only 0.85
id*							Reads only0.86
`fetch` inputs `id` (required) AI Reads only 0.86
language, limit, query, tag							Reads only0.90
`get_blog_posts` inputs `language`, `limit`, `query`, `tag` AI Reads only 0.90
sections							Reads only0.90
`get_company_info` inputs `sections` AI Reads only 0.90
locale, responseFormat, slug*							Reads only0.90
`get_company_type` inputs `locale`, `responseFormat`, `slug` (required) AI Reads only 0.90
language, responseFormat, slug*							Reads only0.88
`get_comparison` inputs `language`, `responseFormat`, `slug` (required) AI Reads only 0.88
locale, responseFormat, scope, slug							Reads only0.88
`get_faq` inputs `locale`, `responseFormat`, `scope`, `slug` AI Reads only 0.88
language, limit, responseFormat							Reads only0.80
`get_featured_glossary_terms` inputs `language`, `limit`, `responseFormat` AI Reads only 0.80
language, limit, responseFormat, techStack*							Reads only0.88
`get_glossary_by_tech_stack` inputs `language`, `limit`, `responseFormat`, `techStack` (required) AI Reads only 0.88
language, responseFormat, slug*							Reads only0.85
`get_glossary_term` inputs `language`, `responseFormat`, `slug` (required) AI Reads only 0.85
locale, responseFormat, slug*							Reads only0.88
`get_guide` inputs `locale`, `responseFormat`, `slug` (required) AI Reads only 0.88
locale, responseFormat, slug*							Reads only0.95
`get_industry` inputs `locale`, `responseFormat`, `slug` (required) AI Reads only 0.95
locale, slug*							Reads only0.90
`get_local_ai_creator` inputs `locale`, `slug` (required) AI Reads only 0.90
no inputs							Reads only0.85
`get_local_ai_methodology` AI Reads only 0.85
platform							Reads only0.85
`get_local_ai_quality` inputs `platform` AI Reads only 0.85
locale, slug*							Reads only0.86
`get_local_ai_recipe` inputs `locale`, `slug` (required) AI Reads only 0.86
includeSections, locale, responseFormat, slug*							Reads only0.88
`get_location_page` inputs `includeSections`, `locale`, `responseFormat`, `slug` (required) AI Reads only 0.88
includeSections, locale, responseFormat, slug*							Reads only0.90
`get_page` inputs `includeSections`, `locale`, `responseFormat`, `slug` (required) AI Reads only 0.90
locale							Reads only0.85
`get_pricing_model` inputs `locale` AI Reads only 0.85
language, limit, responseFormat, slug*							Reads only0.92
`get_related_glossary_terms` inputs `language`, `limit`, `responseFormat`, `slug` (required) AI Reads only 0.92
locale, responseFormat, slug*							Reads only0.90
`get_role` inputs `locale`, `responseFormat`, `slug` (required) AI Reads only 0.90
cluster, format, serviceId							Reads only0.91
`get_services` inputs `cluster`, `format`, `serviceId` AI Reads only 0.91
locale, responseFormat, slug*							Reads only0.90
`get_use_case` inputs `locale`, `responseFormat`, `slug` (required) AI Reads only 0.90
locale, responseFormat							Reads only0.90
`get_workshops` inputs `locale`, `responseFormat` AI Reads only 0.90
locale, responseFormat							Reads only0.88
`list_company_types` inputs `locale`, `responseFormat` AI Reads only 0.88
category, language, limit, responseFormat							Reads only0.88
`list_comparisons` inputs `category`, `language`, `limit`, `responseFormat` AI Reads only 0.88
responseFormat							Reads only0.91
`list_glossary_categories` inputs `responseFormat` AI Reads only 0.91
limit, locale, query, responseFormat							Reads only0.88
`list_guides` inputs `limit`, `locale`, `query`, `responseFormat` AI Reads only 0.88
locale, responseFormat							Reads only0.90
`list_industries` inputs `locale`, `responseFormat` AI Reads only 0.90
no inputs							Reads only0.92
`list_local_ai_creators` AI Reads only 0.92
platform							Reads only0.86
`list_local_ai_hardware` inputs `platform` AI Reads only 0.86
count, creator, limit, locale and 2 more							Reads only0.92
`list_local_ai_recipes` inputs `count`, `creator`, `limit`, `locale` and 2 more AI Reads only 0.92
city, includeOverviews, limit, locale and 3 more							Reads only0.90
`list_location_pages` inputs `city`, `includeOverviews`, `limit`, `locale` and 3 more AI Reads only 0.90
locale, responseFormat							Reads only0.86
`list_roles` inputs `locale`, `responseFormat` AI Reads only 0.86
locale, responseFormat							Reads only0.90
`list_use_cases` inputs `locale`, `responseFormat` AI Reads only 0.90
query*							Reads only0.93
`search` inputs `query` (required) AI Reads only 0.93
language, query, responseFormat, slug							Reads only0.90
`search_blog_knowledge` inputs `language`, `query`, `responseFormat`, `slug` AI Reads only 0.90
language, limit, query*, responseFormat							Reads only0.87
`search_comparisons` inputs `language`, `limit`, `query` (required), `responseFormat` AI Reads only 0.87
locale, maxResults, query*, responseFormat							Reads only0.87
`search_content` inputs `locale`, `maxResults`, `query` (required), `responseFormat` AI Reads only 0.87
category, language, limit, query and 1 more							Reads only0.86
`search_glossary` inputs `category`, `language`, `limit`, `query` and 1 more AI Reads only 0.86
limit, locale, query*, responseFormat							Reads only0.87
`search_guides` inputs `limit`, `locale`, `query` (required), `responseFormat` AI Reads only 0.87
limit, locale, query*, responseFormat and 1 more							Reads only0.80
`search_location_pages` inputs `limit`, `locale`, `query` (required), `responseFormat` and 1 more AI Reads only 0.80
limit, locale, query*, responseFormat							Reads only0.90
`search_pages` inputs `limit`, `locale`, `query` (required), `responseFormat` AI Reads only 0.90
No counted reading 3 No reading was counted, so any effect is possible.
projectDescription*, projectType	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ai_project_estimator` inputs `projectDescription` (required), `projectType`
count*, goal, limit, locale and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`find_local_ai_recipes` inputs `count` (required), `goal`, `limit`, `locale` and 2 more
company, email, estimatedBudget, name and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`request_consultation` inputs `company`, `email` (required), `estimatedBudget`, `name` (required) and 2 more
MCP resources 3 Not read by AI.
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
no inputs							Not read
`name not shown`
MCP prompts 3 Not read by AI.
no inputs							Not read
`ask_context_studios`
no inputs							Not read
`compare_ai_tools`
no inputs							Not read
`estimate_ai_project`

Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.

Not observed in this Passport: A2A skills, OpenAPI operations.

The atlas shows each capability by its plain identifier, inputs and declared sign-in. Publisher descriptions, paths, links and source evidence are not published here.

The comparison with the previous observation is shown only to the account that recorded it.

Atlas history

1 observation

8 Nov 2026, 14:04 UTC52 capabilities · MCP 2026-07-28 · MCP endpoint validFirst observation
Fingerprint and versions
Fingerprint
e81e139371dccee3e1dd701175280152d8a52713113795f07263d5200ade0893
Passport schema
0.5.0, passport-semantic-v4
Consistency
MCP_PROMPTS_ADVERTISEMENT_LIST: match · MCP_RESOURCES_ADVERTISEMENT_LIST: match · MCP_TOOLS_ADVERTISEMENT_LIST: match · OPENAPI_MCP_EXPLICIT_MAPPING: not applicable

Each class compares an observation with the previous atlas observation. Runs of unchanged observations are grouped. Struck values are what the previous observation recorded; inserted values are what this one recorded.

Declared and observed

46 tools declare hints; the AI readings agree with all 43 that have a reading.

A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.

About this entry

Majestic link rank 825,873 of the top million for contextstudios.ai. Link popularity: Majestic Million (CC BY 3.0)

ai.contextstudios/mcp
Listed
Official MCP Registry · first listed 12 Sep 2026 · last listed 22 Oct 2026

Passive observations of a public interface listed in the Official MCP Registry. An observation does not verify security, ownership or compliance, and InterfaceDelta assigns no scores or rankings. Methodology · Report an inaccuracy · Ask for removal

Identity and snapshot

Target key: sha256:00ccb59d1e1092f6718e98b26ea2d6d96e41aead0a26e615ca3a8f46d9f2e617
Locator SHA-256: e74ea550d143e4aa4222b4323c611da4d78d9a739891e5e5c3f16f713b0a0160
Snapshot generated: 11 Nov 2026, 22:36 UTC

The entry is one exact observed target, not a real-world service identity, and implies no ownership. Endpoint paths are not published; the locator hash lets an operator confirm their own URL.

Capability facts

As observed from outside, at the time below

Observed: 8 Nov 2026, 14:04 UTC
Signed: 8 Nov 2026, 16:48 UTC

Protocols: MCP
Tools: 46
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 0
Sends messages to people: 0
Changes permissions: 0
Runs code: 0
Asks a person: 0

46 tools examined; 43 counted above a measured threshold.

Declared vs read disagreements

Declared read-only, read as writing: 0
Declared destructive, read as not writing: 0
Declared non-destructive, read as deleting: 0
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current