AEO tools: scan any URL for AI-citation readiness, read the public leaderboard and citation panel.
- Passed: Handshake
- Passed: Tools listed
- Passed: Latency
Median latency 84 ms · Last checked
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Evidence for your next connection.
Independent measurements of remote MCP servers. Every observation has a timestamp.
Read-only probesMCP server · Knowledge & memory
Engineering code-table data with citations: standard, edition, table, row and column.
0 failed · 8 not measured
Median of successful probes over 7 days
Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.
Tool definitions returned by this server
Independent monitoring
Responded
The server completed its last measured handshake. This is an observation, not a guarantee.
Last checked . Not enough checks yet| Test area | Passed | Failed | Unmeasured |
|---|---|---|---|
ConnectionCan a client connect and discover tools? | 5 | 0 | 0 |
Reliability & speedDoes it respond consistently and quickly? | 0 | 0 | 4 |
Access & authenticationWhat is required to use this server? | 1 | 0 | 2 |
Tool qualityAre the tool definitions usable by an agent? | 4 | 0 | 0 |
Publisher identityCan the publisher be traced to its source? | 4 | 0 | 2 |
Unmeasured means there is not enough evidence to decide. How these checks work
Start using Piping Toolset Engineering Data
Choose your client, copy the configuration, then enable the server in your client’s MCP settings.
Run this command in your terminal, then restart Claude Code.
Claude Code
claude mcp add --transport http piping-toolset-engineering-data https://pipingtoolset.com/mcpCapabilities
Describe one dataset: the key fields a lookup needs, the value columns with units and which need a temperature, the citation (standard, edition, table), whether lookups return a value or a pointer, the tier at which values are returned, and the daily lookup limits. Returns structure only, no table values.
DiscoveredSearch the engineering code-table datasets by keyword (standard, table, quantity, material). Returns up to 10 matches, each with its id, title, standard, edition and table, whether lookups return a value or a pointer (table, row and column only), and the tier at which values are returned.
DiscoveredReturn the dimensions and section properties of one AISC shape by designation (e.g. W8X31, HSS6X6X3/8, PIPE4STD, L4X4X1/2): weight, area, depth, flange and web dimensions, I, S, Z, r, J and Cw as applicable. Source: AISC Shapes Database v16.0; L, HSS and Pipe computed from nominal geometry.
DiscoveredReturn one worked example case for a Piping Toolset plugin skill: the inputs, the expected outputs and the pass/fail status from the hand-checked calculation fixtures, with case names removed. `case` selects among the skill's cases (0-based; the result gives the count).
DiscoveredReturn the outside diameter and nominal wall thickness (in) for a nominal pipe size per ASME B36.10M / B36.19M: one schedule with its wall and inside diameter when `schedule` is given (e.g. 40, STD, XS, 80, 10S), otherwise the walls of every schedule listed at that size.
DiscoveredFor a quantity whose value this server does not return (for example PVP2011-57100 nozzle allowables, ASCE 7-22 SDS, Ip, CAR and Rpo, AISC Fy/Fu, ACI anchor product values, API 617/611/612 and NEMA SM 23 coefficients, API 650 Annex P coefficients, and any dataset currently returned as a location only), return where to read it: standard, edition, table or figure, the row key and columns, and the inputs needed. Never returns a value.
DiscoveredReturn the Isogen-style SKEY vocabulary Piping Toolset uses (component prefixes, end-condition suffixes, fitting and support keys) with scope 'isogen', or the PCF record set, substitutions and default SKEYs that import cleanly into CAESAR II with scope 'caesar-safe'. `component` narrows the result to one group, e.g. 'valve_prefix' or 'safe_substitutions'.
DiscoveredList the key identifiers of a dataset's rows (for example spec, grade, class, size, and the row position `line`) so lookup_value can address exactly one row. Returns identifiers only, never table values, at most 50 per call; `prefix` filters on the first key field. For pointer datasets it returns the key schema without rows.
DiscoveredReturn one value from one row and one column of a code-table dataset, with its citation (standard, edition, table, row, column), unit and the tabulated entries used. Temperature columns take T in °F; allowable-stress and flange-rating columns interpolate linearly between the two bracketing tabulated temperatures and never extrapolate. Datasets in pointer mode return the citation with value null. The key must identify exactly one row; use list_keys for identifiers.
DiscoveredReport whether the caller is signed in, the caller's tier, how many datasets return values at that tier, and the remaining daily lookups when the server tracks them. Returns no email, name or account id.
DiscoveredRecent measurements
| Checked | Result | Response | Tools |
|---|---|---|---|
| Connected | 601 ms | 10 |