Atlas entry
neumann.kromatic.com
14 capabilities over MCP. First atlas observation.
14 capabilities, 11 of them tools. 2 only read. 2 only compute. 1 moves money. 1 sends messages. 5 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 11 tools, and 6 have AI readings.
buy_credits is read as moving money.
send_feedback is read as sending messages to people.
get_simulation_results and check_account_and_credits are read as read-only.
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 6 of 11 MCP tools. 1 reads as moving money, 1 reads as sending messages.
Moves money
1 tool
buy_credits0.90
The signed label counts 0. Labels count MCP readings only and can lag behind newer ones. The readings on this page are shown, not dropped.
Deletes or cancels records
0
No tool read this way.
Sends messages to people
1 tool
send_feedback0.80
The signed label counts 0. Labels count MCP readings only and can lag behind newer ones. The readings on this page are shown, not dropped.
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 5 tools No reading was counted, so any effect above is possible for them: check_simulation_model, estimate_simulation_size_and_cost, rank_inputs_by_impact, run_monte_carlo_simulation, summarize_outcome_scenarios.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
buy_creditsMoves money · 0.90send_feedbackSends messages to people · 0.80
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 11 tools · 2 resources · 1 prompt |
| OpenAPI | Not detected | 0 operations |
| WebMCP | Not detected | 0 declarative form tools · experimental |
Exact states and meaning
- ARDabsent
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
- A2Aabsent
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
- MCPobserved
Exact state: valid · Revision 2025-11-25 · 11 tools · 2 resources · 1 prompt
A usable protocol document was retrieved and validated.
Directly observed
- OpenAPIabsent
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
- WebMCPabsent
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
Capabilities
Showing 14 of 14.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 2 AI only raises attention: these rows come first. | |||||||
| credits* | Moves money 0.90 | Moves money0.90 | |||||
| |||||||
| error_text, expected, feedback_type, impact and 8 more | Sends messages to people 0.80 | Sends messages to people0.80 | |||||
| |||||||
| Read as none of the six 4 Not a clearance. | |||||||
| no inputs | Reads only0.90 | ||||||
| |||||||
| distribution_params*, distribution_type*, percentile_range, quantiles and 1 more | Computes only, changes nothing0.90 | ||||||
| |||||||
| distribution_type*, max_estimate, min_estimate, mode_estimate and 1 more | Computes only, changes nothing0.90 | ||||||
| |||||||
| histogram, nodes, percentiles, period_from and 6 more | Reads only0.90 | ||||||
| |||||||
| No counted reading 5 No reading was counted, so any effect is possible. | |||||||
| graph* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| graph* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| detail, graph*, num_quantiles, quantiles and 3 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| detail, graph*, seed | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| graph*, percentiles, seed, target_node_id and 1 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| MCP resources 2 Not read by AI. | |||||||
| no inputs | Not read | ||||||
| |||||||
| no inputs | Not read | ||||||
| |||||||
| MCP prompts 1 Not read by AI. | |||||||
| no inputs | Not read | ||||||
| |||||||
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
- 14 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
e11e2bb0ea6e8e5d28e5c27448d8d83668f1f83ab6abbdaed77ee8791ea7be72- 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
11 tools declare hints; the AI readings agree with all 6 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
io.github.Kromatic-Innovation/neumannListedOfficial MCP Registry · first listed 5 Nov 2026 · last listed 5 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
sha256:6a02c044f2b36f2213c753fad7185d0252ff8feb1aa664b668571524766df45c- Locator SHA-256
98946eda359d26ded4d922c0632a191d27f89fb296104e893dd44e458645bf89- Snapshot generated
- 5 Nov 2026, 00:16 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.