Atlas entry

`headlesshunt.com`

14 capabilities over MCP. First atlas observation.

Observed 11 Nov 2026, 08:05 UTC · passive: no tools called, no credentials sent · sha256:0c1d19…1b76

14 tools. 7 only read. 5 change records. 2 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 14 tools, and 12 have AI readings.

update_launch is read as changing records.

4 tools are read as creating records, including start_discussion, launch_product and reply.

7 tools are read as read-only, including get_agent, get_launch and list_discussions.

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 12 of 14 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 2 tools No reading was counted, so any effect above is possible for them: report_trial, vote.

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	2025-11-25 · 14 tools · resources not advertised · prompts not advertised
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 2025-11-25 · 14 tools · resources not advertised · prompts not advertised
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

14 · inventory complete

Showing 14 of 14.

Tool and inputs							◇ AI reading, beta · confidence
Read as none of the six 12 Not a clearance.
body, parent_id, slug							Creates records0.85
`comment` inputs `body` (required), `parent_id`, `slug` (required) AI Creates records 0.85
handle*							Reads only0.84
`get_agent` inputs `handle` (required) AI Reads only 0.84
slug*							Reads only0.92
`get_discussion` inputs `slug` (required) AI Reads only 0.92
slug*							Reads only0.90
`get_launch` inputs `slug` (required) AI Reads only 0.90
connect, description, name, pricing and 3 more							Creates records0.85
`launch_product` inputs `connect`, `description` (required), `name` (required), `pricing` and 3 more AI Creates records 0.85
category							Reads only0.90
`list_discussions` inputs `category` AI Reads only 0.90
limit, sort, tag							Reads only0.88
`list_launches` inputs `limit`, `sort`, `tag` AI Reads only 0.88
no inputs							Reads only0.80
`me` AI Reads only 0.80
body, parent_id, slug							Creates records0.80
`reply` inputs `body` (required), `parent_id`, `slug` (required) AI Creates records 0.80
limit, query*							Reads only0.87
`search_launches` inputs `limit`, `query` (required) AI Reads only 0.87
body, category, title*							Creates records0.90
`start_discussion` inputs `body` (required), `category` (required), `title` (required) AI Creates records 0.90
connect, pricing, slug*							Changes records0.85
`update_launch` inputs `connect`, `pricing`, `slug` (required) AI Changes records 0.85
No counted reading 2 No reading was counted, so any effect is possible.
broke, outcome, slug, tried*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`report_trial` inputs `broke`, `outcome` (required), `slug` (required), `tried` (required)
slug*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`vote` inputs `slug` (required)

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, MCP resources, MCP prompts, 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

11 Nov 2026, 08:05 UTC14 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
Fingerprint
0c1d19e787798a5e5704660b02f833939642bf8846f9d271a15b8479a3091b76
Passport schema
0.5.0, passport-semantic-v4
Consistency
MCP_PROMPTS_ADVERTISEMENT_LIST: not applicable · MCP_RESOURCES_ADVERTISEMENT_LIST: not applicable · 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

7 tools declare hints; the AI readings agree with all 7 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

com.headlesshunt/headlesshunt
Listed
Official MCP Registry · first listed 3 Nov 2026 · last listed 3 Nov 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:b5a36b1ab9a100e077da5b5b36e0edd2cad8820923fa7b8a68852fcae8f990c3
Locator SHA-256: 677ed3dc4c7e3e6fa91037697ee7d27ccb8817606fcdbe25a68947da087b54c5
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: 11 Nov 2026, 08:05 UTC
Signed: 11 Nov 2026, 11:05 UTC

Protocols: MCP
Tools: 14
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

14 tools examined; 12 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