Atlas entry
qualitative-
12 capabilities over MCP. First atlas observation.
12 tools. 6 only read. 1 changes records, and it deletes or cancels. 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 12 tools, and 7 have AI readings.
qualitative_cancel_analysis is read as deleting or cancelling records.
6 tools are read as read-only, including qualitative_get_account, qualitative_get_deliverable and qualitative_list_runs.
qualitative_cancel_analysis: Cancels a qualitative analysis run permanently; refunds the package price to credit only if the run failed on our side.
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 7 of 12 MCP tools. 1 reads as deleting or cancelling.
Moves money
0
No tool read this way.
Deletes or cancels records
1 tool
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 5 tools No reading was counted, so any effect above is possible for them: qualitative_get_capabilities, qualitative_get_pricing, qualitative_quote_analysis, qualitative_retry_analysis, qualitative_start_analysis.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
qualitative_cancel_analysisDeletes or cancels records · 0.80
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 12 tools · resources not advertised · prompts not advertised |
| 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 · 12 tools · resources not advertised · prompts not advertised
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 12 of 12.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 1 AI only raises attention: these rows come first. | |||||||
| Cancels a qualitative analysis run permanently; refunds the package price to credit only if the run failed on our side.idempotency_key, run_id* | Deletes or cancels records 0.80 | Deletes or cancels records0.80 | |||||
| |||||||
| Read as none of the six 6 Not a clearance. | |||||||
| no inputs | Reads only0.90 | ||||||
| |||||||
| Fetches one analysis deliverable by ID, returning text formats inline or a download link for large or binary files.deliverable_id*, format | Reads only0.90 | ||||||
| |||||||
| Returns the current status, steps, progress and ready deliverables of one analysis run, without starting or changing any work.run_id* | Reads only0.90 | ||||||
| |||||||
| Lists the outputs of one qualitative analysis run, such as reports or codebooks, with each item's status and file formats.run_id* | Reads only0.90 | ||||||
| |||||||
| Lists available qualitative research method presets with their required inputs, analysis steps and possible report types, without prices.no inputs | Reads only0.90 | ||||||
| |||||||
| Lists your recent analyses, newest first, with their titles, statuses, presets and prices, up to 100 entries.limit | Reads only0.90 | ||||||
| |||||||
| No counted reading 5 No reading was counted, so any effect is possible. | |||||||
| Returns an overview of the Qualitative Analysis service, including auth, credits, input limits and the start-then-poll job model.no inputs | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Returns the USD value of one credit, word-count pricing tiers, and the credit packs buyers can purchase in the web app.no inputs | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Estimates the credit and USD price of a qualitative analysis package from word counts, without storing data or charging anything.analysis_brief*, input_bytes, input_word_counts, language and 4 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Starts a free retry of a failed qualitative analysis run; the result arrives later and must be polled for status.idempotency_key, run_id* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Starts a background qualitative analysis of submitted text and charges the quoted credit price immediately.analysis_brief*, expected_effort*, expected_model*, idempotency_key and 8 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
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
- 12 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
6b478b81a969752af4255724c6f18869de31aa02fab7aeacd9b72ae9c00699c1- 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
12 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.surveysai/qualitative-analysis-workflowListedOfficial MCP Registry · first listed 12 Nov 2026 · last listed 12 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
sha256:4ed322ad69ab0ebf44fa0422b4a20ce0e36cd86017338ebd3ba0eb30419c61aa- Locator SHA-256
eb169d5f24aaf8b772cf89c69a032efe76082fefbe24a42c5c5c2ff416a3a2cb- Snapshot generated
- 13 Nov 2026, 00:06 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.