Atlas entry

`gateway.pipeworx.io`

59 capabilities over MCP. The inventory is incomplete. First atlas observation.

Observed 11 Nov 2026, 13:05 UTC · passive: no tools called, no credentials sent · sha256:248bc0…cc00

59 capabilities, 47 of them tools. 16 only read. 3 change records, and 2 of those delete or cancel. 28 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 47 tools, and 19 have AI readings.

forget and unsubscribe are read as deleting or cancelling records.

subscribe is read as creating records.

16 tools are read as read-only, including recent_changes, company_register_search and compare_entities.

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 19 of 47 MCP tools. 2 read as deleting or cancelling.

Moves money
0
No tool read this way.
Deletes or cancels records
2 tools
- forget0.90
- unsubscribe0.85
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 28 tools No reading was counted, so any effect above is possible for them: ai_visibility_check, archive_compare, archive_evidence, ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, classify_row, deep_research, discover_tools, entity_profile and 18 more.

What changed

First atlas observation. Atlas history

Look first

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

forgetDeletes or cancels records · 0.90
unsubscribeDeletes or cancels records · 0.85

Surfaces

5 protocols checked

ARD	unreachable	No document retrieved
A2A	invalid	0 skills
MCP	Valid	2025-03-26 · 47 tools · 0 resources · 12 prompts
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
failed
Exact state: unreachable · No document retrieved
The supported discovery location did not provide a usable response within the observation boundary.
An unreachable result does not prove the service is unavailable to every client or that it advertises no capabilities.
Not observed / not fetched
A2A
failed
Exact state: invalid · Revision 1.0 · 0 skills
InterfaceDelta retained the machine state “invalid” without assigning an additional meaning.
Not observed / not fetched
MCP
observed
Exact state: valid · Revision 2025-03-26 · 47 tools · 0 resources · 12 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

59 · inventory incomplete

Showing 59 of 59.

Tool and inputs							◇ AI reading, beta · confidence
Read as one of the six effects 2 AI only raises attention: these rows come first.
k, key*, label, name◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`forget` inputs `k`, `key` (required), `label`, `name` AI Deletes or cancels records 0.90
id*◇ AIDeletes or cancels records 0.85		Deletes or cancels records 0.85					Deletes or cancels records0.85
`unsubscribe` inputs `id` (required) AI Deletes or cancels records 0.85
Read as none of the six 17 Not a clearance.
depth, include_raw, market*							Reads only0.85
`bet_research` inputs `depth`, `include_raw`, `market` (required) AI Reads only 0.85
as_of, attribute, basis, company and 5 more							Reads only0.86
`company_facts` inputs `as_of`, `attribute` (required), `basis`, `company` (required) and 5 more AI Reads only 0.86
country, limit, name*							Reads only0.82
`company_register_search` inputs `country`, `limit`, `name` (required) AI Reads only 0.82
type, values							Reads only0.88
`compare_entities` inputs `type` (required), `values` (required) AI Reads only 0.88
backtest_days, city, date, market_type and 1 more							Reads only0.80
`kalshi_weather_edge` inputs `backtest_days`, `city`, `date`, `market_type` and 1 more AI Reads only 0.80
include_inactive							Reads only0.88
`list_subscriptions` inputs `include_inactive` AI Reads only 0.88
window							Reads only0.90
`pipeworx_trending` inputs `window` AI Reads only 0.90
days, window							Reads only0.85
`polymarket_edge_tracker` inputs `days`, `window` AI Reads only 0.85
asset, bucket_pp, horizon, minute and 2 more							Reads only0.86
`prediction_calibration` inputs `asset`, `bucket_pp`, `horizon`, `minute` and 2 more AI Reads only 0.86
k, key, label, name							Reads only0.90
`recall` inputs `k`, `key`, `label`, `name` AI Reads only 0.90
limit, mark_read, since, type and 1 more							Reads only0.80
`recent_alerts` inputs `limit`, `mark_read`, `since`, `type` and 1 more AI Reads only 0.80
since, type, value*							Reads only0.80
`recent_changes` inputs `since` (required), `type` (required), `value` (required) AI Reads only 0.80
categories, hours							Reads only0.85
`release_calendar_markets` inputs `categories`, `hours` AI Reads only 0.85
a, b							Reads only0.80
`resolution_diff` inputs `a` (required), `b` (required) AI Reads only 0.80
delivery, params, type							Creates records0.81
`subscribe` inputs `delivery`, `params` (required), `type` (required) AI Creates records 0.81
asset, days							Reads only0.88
`updown_divergence_rate` inputs `asset`, `days` AI Reads only 0.88
asset, horizon, window							Reads only0.86
`updown_venue_compare` inputs `asset`, `horizon`, `window` AI Reads only 0.86
No counted reading 28 No reading was counted, so any effect is possible.
context, entity*, models and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ai_visibility_check` inputs `context`, `entity` (required), `models` and 1 more
date_a, date_b, max_gap_days, url*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`archive_compare` inputs `date_a` (required), `date_b` (required), `max_gap_days`, `url` (required)
date, max_chars, max_gap_days, url	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`archive_evidence` inputs `date` (required), `max_chars`, `max_gap_days`, `url` (required)
ask, input, message, packs and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ask_pipeworx` inputs `ask`, `input`, `message`, `packs` and 5 more
ask, input, message, packs and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ask_pipeworx_beta` inputs `ask`, `input`, `message`, `packs` and 5 more
ask, input, message, prefer_tool and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`ask_pipeworx_grounded` inputs `ask`, `input`, `message`, `prefer_tool` and 5 more
entity, labels, text	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`classify_row` inputs `entity` (required), `labels` (required), `text`
ask, depth, input, message and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`deep_research` inputs `ask`, `depth`, `input`, `message` and 5 more
description, limit, q, query* and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`discover_tools` inputs `description`, `limit`, `q`, `query` (required) and 2 more
country, type, value	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`entity_profile` inputs `country`, `type` (required), `value` (required)
format, include_pods, query*, units	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`full_query` inputs `format`, `include_pods`, `query` (required), `units`
max_links, url*	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`generate_llms_txt` inputs `max_links`, `url` (required)
claim_token, context, message, type	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`pipeworx_feedback` inputs `claim_token`, `context`, `message`, `type`
event, topic	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`polymarket_arbitrage` inputs `event`, `topic`
category_filter, limit, max_spread_pp, min_edge_pp and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`polymarket_edges` inputs `category_filter`, `limit`, `max_spread_pp`, `min_edge_pp` and 5 more
event, market, side, size_usd	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`polymarket_fill_risk` inputs `event`, `market`, `side`, `size_usd`
kalshi_event_ticker, polymarket_event_slug, topic	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`polymarket_kalshi_spread` inputs `kalshi_event_ticker`, `polymarket_event_slug`, `topic`
content, data, k, key* and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`remember` inputs `content`, `data`, `k`, `key` (required) and 5 more
entity, max_cost, output_schema, question* and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`research_row` inputs `entity` (required), `max_cost`, `output_schema` (required), `question` (required) and 1 more
market, venue	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`resolution_audit` inputs `market` (required), `venue` (required)
country, type, value	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`resolve_entity` inputs `country`, `type` (required), `value` (required)
context, entities*, models and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`scan_competitor_ai_presence` inputs `context`, `entities` (required), `models` and 1 more
package*, version	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`scan_dependency` inputs `package` (required), `version`
limit, query, text	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`search_within` inputs `limit`, `query` (required), `text` (required)
query*, units	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`short_answer` inputs `query` (required), `units`
topic	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`suggest_questions` inputs `topic`
claim*, tolerance_pct	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`validate_claim` inputs `claim` (required), `tolerance_pct`
code*, time_constraint_seconds	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`wolfram_compute` inputs `code` (required), `time_constraint_seconds`
MCP prompts 12 Not read by AI.
no inputs							Not read
`agricultural_commodity_brief`
no inputs							Not read
`drug_safety_profile`
no inputs							Not read
`environmental_risk`
no inputs							Not read
`financial_health_check`
no inputs							Not read
`housing_market_brief`
no inputs							Not read
`lobbying_activity`
no inputs							Not read
`patent_due_diligence`
no inputs							Not read
`property_research`
no inputs							Not read
`regulatory_landscape`
no inputs							Not read
`research_public_company`
no inputs							Not read
`tool_chain_for_question`
no inputs							Not read
`trade_exposure`

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

A2A skills 0+ observed

Inventory incomplete. The displayed count is a lower bound; missing items do not prove removal.

None recorded in this Passport.

MCP resources 0+ observed

Inventory incomplete. MCP resources could not be fully inventoried: ARD discovery did not resolve, so declarations made there were not read.

None recorded in this Passport.

OpenAPI operations 0+ observed

Inventory incomplete. OpenAPI operations could not be fully inventoried: ARD discovery did not resolve, so declarations made there were not read.

None recorded in this Passport.

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, 13:05 UTC59 capabilities · MCP 2025-03-26 · MCP endpoint validFirst observation
Fingerprint and versions
Fingerprint
248bc0595fba123cd88c4501ceb9cd59001ec8bef43839703c5fbb69411ecc00
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

unsubscribe
Declared
The publisher declares it non-destructive.
Read
AI · beta The AI reading: deletes or cancels records (0.85).

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

About this entry

io.github.pipeworx-io/wolfram-alpha
Listed
Official MCP Registry · first listed 8 Nov 2026 · last listed 8 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:ae1363517e51043e2b372f088799261b97eb95ad8b5feedb22c744e15ca2fd61
Locator SHA-256: 54526fb99f0f84b1c1cc7d66d5fe70ef3019b7f4c974af093d93d84831697f70
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, 13:05 UTC
Signed: 11 Nov 2026, 14:07 UTC

Protocols: MCP
Tools: 47
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 2
Sends messages to people: 0
Changes permissions: 0
Runs code: 0
Asks a person: 0

47 tools examined; 19 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: 1
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current

What an agent can do here

What changed

Look first

Surfaces

Capabilities

A2A skills 0+ observed

MCP resources 0+ observed

OpenAPI operations 0+ observed

Atlas history

Declared and observed

Declared

About this entry