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MCP server · registry snapshot 2026-10-23 · last tested 2026-10-23

io.github.fieldcure/zstudio

ZStudio EIS MCP server: data validation, DRT, equivalent-circuit fitting, and plotting. — the publisher's description

1 of 2 record checks metRead-only · tools listed 2026-10-23Topic: data-and-databases · AI-classifiedversion 1.0.0standard input/output48 tools

Summary

io.github.fieldcure/zstudio is a local MCP server listed in the official MCP registry at version 1.0.0. On 2026-10-23 ProtocolProbe started its published package in an isolated sandbox in read-only mode and read its inventory: 48 tools, 0 resources and 0 prompts.

Record checks

1 of 2 record checks met · 7 do not apply

  • met: Registry entry is active and says how to run it
  • not met: Source repository link opens
  • not applicable: Repository is not archived
  • not applicable: Code pushed to the repository in the 90 days before our check
  • not applicable: Repository publishes a security policy (SECURITY.md)
  • not applicable: Package names its licence with a standard (SPDX) identifier
  • not applicable: The version the registry lists can be installed and is not withdrawn
  • not applicable: npm package carries build provenance (attestation)
  • not applicable: No known critical or high advisory in the package or its dependencies
  • Not ranked by downloads: not an npm or PyPI package
  • Not ranked by stars: no public GitHub repository

From public records, not a safety rating. Each check with its reason · Is it safe to install?

Key facts

Runs
local package
Transport
standard input/output
Package
NuGet
Tools
48
Described as changing data
23 of 48 toolsAI-classified
Mainly works on
files and code on the machine it runs onAI-classified
Topic
data-and-databasesAI-classified
Last tested
2026-10-23

Add to your client

Worth knowing before you connect it

  • 23 tools are described as changing something (set_analysis_source, zhit, create_from_file, …): our AI model's reading of the descriptions, not something we tested. We did not call them.

Each line comes from a section below, with its source and date.

How fresh this is

Live-tested
yes, a real session (not a text-only review)
Last tested
2026-10-23
Mode
read-only (no tool calls)
Latest version
1.0.0, published 2026-10-15 (registry, as of the 2026-10-23 snapshot)
First listed version
2026-10-15 (earliest version still in the registry; older removed versions would be earlier)
Registry data
snapshot 2026-10-23
Package and repository
checked 2026-10-23
Engine
mcp-runtime-engine@0.1.0 · sdk@1.32.0

Changes since the last refresh

New in the registry: not in the list of 2026-10-04, listed on 2026-10-23 with version 1.0.0 (published 2026-10-15).

Source: the official MCP Registry list on 2026-10-04 and on 2026-10-23.

What it is

What does this server offer?

Observed inventory
48tools
0resources
0prompts

What it mainly works on, as our AI model read its tool descriptions: files and code on the machine it runs on.

23 of 48 tools are described as changing something (creating, editing, deleting, sending or running). For 8 the reading was uncertain, so no mark is shown.

  • set_analysis_sourcecreates or changes datadescribed as changing data

    “Selects which data a dataset's downstream analyses (kk/drt/fit_ecm) and plots use: 'original' (raw measured) or 'zhit_corrected' (the Z-HIT reconstruction from a prior zhit call).”

    3 inputs, 3 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • sourcestringrequired“'original' (raw) or 'zhit_corrected'.”
  • get_study_infoon 1 other serverreads or searches

    “Returns study-level metadata: name, description, author, timestamps, sample fields (id/name/note/type), measurement environment, and dataset count.”

    1 input, 1 required
    • study_idstringrequired“The study id.”
  • zhitcalculates or convertsdescribed as changing data

    “Runs Z-HIT on a dataset's raw spectrum — the entry point of the analysis pipeline.”

    16 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • smoothing_typestring“Smoothing method: 'auto' (default), 'none', 'lowess', 'modifiedSinc', 'savitzkyGolay', 'whittakerHenderson'.”
    • number_of_pointsinteger“Points used for smoothing (1–20).”
    • polynomial_orderinteger“Polynomial order for Savitzky-Golay / Whittaker-Henderson smoothing (1–10).”
    • number_of_iterationsinteger“Iterations for LOWESS smoothing (1–10).”
    • interpolation_typestring“Interpolation method: 'auto' (default), 'akima', 'makima', 'pchip', 'cubic'.”
    • window_typestring“Window function: 'auto' (default), or e.g.”
    • window_centernumber“Reconstruction window center on the log-frequency axis.”
    • window_widthnumber“Reconstruction window width in log-frequency decades (0.5–10).”
    • include_uncertaintyboolean“Include uncertainty (confidence-band) estimation.”
    • confidence_levelnumber“Confidence level for the uncertainty bands (e.g.”
    • use_bootstrapboolean“Use bootstrap for uncertainty (else residual-based).”
    • applyboolean“Store the reconstruction as the dataset's corrected data (default true; a re-run replaces it).”
    • kindstring“Overlay chart kind: 'nyquist' (default), 'bode', or 'admittance'.”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • create_from_filecreates or changes datadescribed as changing data

    “Imports a raw vendor EIS data file and writes a ZStudio .zstudy document.”

    6 inputs, 1 required
    • input_pathstringrequired“Absolute path to the raw vendor EIS file to import.”
    • output_pathstring or null“Optional absolute path for the .zstudy to create.”
    • study_namestring or null“Optional study name.”
    • authorstring or null“Optional study author.”
    • headerless_formatstring or null“Optional.”
    • open_sessionboolean“When true, also load the created .zstudy into the session and return study_id + dataset handles (skips the separate open_study call).”
  • render_circuit

    “Renders a ZStudio circuit (CDC) in one representation: - infix: canonical CDC (e.g.”

    2 inputs, 1 required
    • cdcstringrequired“Circuit description code, e.g.”
    • kindstring“'infix' (default), 'formula', 'symbolic', 'latex', or 'svg'.”
  • set_point_exclusionscreates or changes datadescribed as changing data

    “Masks (excludes) or unmasks individual measured points by zero-based index — for picking off outliers.”

    4 inputs, 3 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…).”
    • indicesstringrequired“Zero-based point indices as a comma- or space-separated list (e.g.”
    • is_excludedboolean“True (default) to exclude the points, false to include them.”
  • evaluate_ecmcalculates or converts

    “Evaluates an equivalent circuit at the CURRENT parameter values without estimating or fitting - the middle step of guess -> adjust -> fit, and the same thing the app does when a value is edited in th…”

    6 inputs, 3 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • cdcstringrequired“Circuit description code, e.g.”
    • parametersstring or null“Parameter overrides as a comma-separated 'Name=value' list, e.g.”
    • kindstring“Overlay chart kind: 'nyquist' (default), 'bode', or 'admittance'.”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • close_dcdeletesdescribed as changing data

    “Releases a DC series read with read_dc_file from the session (its dc_id stops working).”

    1 input, 1 required
    • dc_idstringrequired“The dc_… handle to release.”
  • guess_ecmcalculates or converts

    “Estimates initial parameter values for an equivalent circuit from the dataset's spectrum WITHOUT fitting - the app's "estimate initial values" button as a tool, and the first step of the guess -> adj…”

    6 inputs, 3 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • cdcstringrequired“Circuit description code, e.g.”
    • kindstring“Overlay chart kind: 'nyquist' (default), 'bode', or 'admittance'.”
    • include_schematicboolean“Also return the circuit's SVG schematic (same as render_circuit svg).”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • export_dc_datacreates or changes datadescribed as changing data

    “Writes a DC series (from read_dc_file) at full resolution for an external model: a CSV with every row (no decimation) plus <name>.meta.json describing each column (meaning, unit, origin, source colum…”

    5 inputs, 1 required
    • dc_idstringrequired“The dc_… handle from read_dc_file.”
    • output_pathstring or null“Optional absolute CSV path.”
    • columnsstring or null“Optional comma/space-separated channel or marker names (default: all).”
    • include_interval_currentboolean“Also write <name>_interval_current.csv with the derived interval-averaged current.”
    • overwriteboolean“Replace existing files.”
  • list_modelson 94 other serversreads or searches

    “Lists ZStudio's built-in equivalent-circuit model catalog (the app's Model Workshop): ~45 vetted models across the categories Simple, Diffusion, Porous, Battery, Corrosion, and Dielectric.”

    1 input
    • categorystring or null“Optional category filter: 'Simple', 'Diffusion', 'Porous', 'Battery', 'Corrosion', or 'Dielectric'.”
  • set_study_infocreates or changes datadescribed as changing data

    “Updates study-level metadata.”

    9 inputs, 1 required
    • study_idstringrequired“The study id.”
    • namestring or null“Optional study name.”
    • descriptionstring or null“Optional study description.”
    • authorstring or null“Optional study author.”
    • sample_idstring or null“Optional sample id.”
    • sample_namestring or null“Optional sample name.”
    • sample_notestring or null“Optional sample note.”
    • sample_typestring or null“Optional sample type (e.g.”
    • environmentstring or null“Optional measurement environment (e.g.”
Show 36 more tools
  • list_studieson 7 other serversreads or searches

    “Lists the .zstudy files saved on disk in the working directory — the ZSTUDIO_WORKDIR environment variable, or a 'ZStudio' folder under the user's Documents — so you can discover existing studies to o…”

    1 input
    • directorystring or null“Optional folder to list instead of the working directory (ZSTUDIO_WORKDIR or ~/Documents/ZStudio).”
  • batch_runruns code or commandsdescribed as changing data

    “Runs one analysis across many datasets in parallel — the fan-out companion to the single- dataset analysis tools.”

    6 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • kindstringrequired“Analysis to run on each dataset: 'kk', 'drt_tikhonov', 'guess_ecm', or 'fit_ecm'.”
    • dataset_idsstring or null“Dataset id-handles (ds_…) to run on, as a comma- or space-separated list (e.g.”
    • cdcstring or null“Circuit (CDC) for guess_ecm/fit_ecm.”
    • seed_fromstring“fit_ecm seeding: 'estimate' (default) or 'stored' (the dataset's stored modeling state).”
    • max_parallelinteger“Max datasets analyzed at once.”
  • set_active_datasetcreates or changes datadescribed as changing data

    “Sets which dataset is the active one for the study (the default target the ZStudio app opens).”

    2 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…) to activate.”
  • add_foldercreates or changes datadescribed as changing data

    “Adds a folder to a loaded study, under the given parent folder or at the top level.”

    3 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • namestringrequired“The new folder name.”
    • parent_nodestring or null“Optional parent folder id (fd_…).”
  • clear_exclusionscreates or changes datadescribed as changing data

    “Clears every mask on a dataset, restoring all measured points to included.”

    2 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…).”
  • read_dc_filereads or searches

    “Reads a DC time-series file (charge/discharge, e.g.”

    1 input, 1 required
    • input_pathstringrequired“Absolute path to the DC time-series file (BioLogic .mpr GCPL).”
  • open_studyon 1 other serverreads or searches

    “Loads a ZStudio .zstudy document into the server session and returns a study_id handle, the folder/dataset tree, and a token-light summary of every dataset (frequency range, Nyquist geometry, analysi…”

    1 input, 1 required
    • pathstringrequired“Absolute path to the .zstudy file to open.”
  • simulate_circuitdescribed as changing data

    “Forward-simulates an EIS spectrum FROM an equivalent circuit (the inverse of fit_ecm): evaluates the circuit (CDC + parameter values) over a log-spaced frequency grid and adds the synthetic spectrum …”

    9 inputs, 2 required
    • study_idstringrequired“The study id (open_study/new_study).”
    • cdcstringrequired“Circuit description code, e.g.”
    • parametersstring or null“Parameter values as a comma-separated 'Name=value' list, e.g.”
    • freq_min_hznumber“Lowest frequency in Hz (default 0.1).”
    • freq_max_hznumber“Highest frequency in Hz (default 1e6).”
    • points_per_decadenumber“Points per decade (default 10).”
    • namestring or null“Optional dataset name; defaults to 'sim: <cdc>'.”
    • into_folderstring or null“Optional destination folder id (fd_…); defaults to the Inbox folder.”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto'.”
  • list_sessionreads or searches

    “Lists everything loaded in this session: every study (study_id, name, dataset count, bound file path) and every DC time series read with read_dc_file (dc_id, source file, technique, row count).”

    Takes no inputs.

  • export_studycreates or changes datadescribed as changing data

    “Exports a loaded study to an .xlsx workbook — a re-analyzable data container with a stable English schema: README, Study, Datasets, Tree, the raw and Z-HIT-corrected point tables, per-dataset summari…”

    2 inputs, 1 required
    • study_idstringrequired“The study id returned by open_study.”
    • pathstring or null“Optional destination .xlsx path.”
  • get_curveon 1 other serverreads or searches

    “Returns the actual measured points of a dataset, column-oriented and token-budgeted — the drill-down for when the token-light summary/shape (or a DRT curveShape) isn't enough but you don't want to re…”

    8 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • representationstring“Columns: 'nyquist' (Z′/Z″, default) or 'bode' (|Z|/phase).”
    • freq_minnumber or null“Optional low-frequency window bound (Hz).”
    • freq_maxnumber or null“Optional high-frequency window bound (Hz).”
    • max_pointsinteger“Maximum points to return (log-spaced decimation), 2–200.”
    • sourcestring“Data source: 'selected' (default), 'original', or 'zhit_corrected'.”
    • include_excludedboolean“Include excluded (masked) points and add per-point Index + Excluded columns, for curating exclusions.”
  • set_dataset_propertiescreates or changes datadescribed as changing data

    “Updates a dataset's editable properties — name and/or description.”

    4 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…).”
    • namestring or null“Optional new dataset name.”
    • descriptionstring or null“Optional new dataset description.”
  • remove_itemon 1 other serverdeletesdescribed as changing data

    “Removes a folder or dataset from a loaded study.”

    2 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • item_idstringrequired“The folder (fd_…) or dataset (ds_…) id to remove.”
  • rename_itemcreates or changes datadescribed as changing data

    “Renames a folder or dataset.”

    3 inputs, 3 required
    • study_idstringrequired“The owning study id.”
    • item_idstringrequired“The folder (fd_…) or dataset (ds_…) id to rename.”
    • new_namestringrequired“The new name.”
  • import_dataon 3 other serverscreates or changes datadescribed as changing data

    “Imports a raw vendor EIS file into an already-loaded study, adding one dataset per measurement under the chosen folder (defaults to Inbox).”

    4 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study/new_study.”
    • input_pathstringrequired“Absolute path to the raw vendor EIS file to import.”
    • into_folderstring or null“Optional destination folder id (fd_…) or the study id for the top level.”
    • headerless_formatstring or null“Optional.”
  • set_frequency_exclusionscreates or changes datadescribed as changing data

    “Masks (excludes) or unmasks measured points by frequency band, so analyses skip them — the EIS "trim the bad ends" operation.”

    5 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…).”
    • freq_min_hznumber or null“Inclusive lower frequency bound (Hz).”
    • freq_max_hznumber or null“Inclusive upper frequency bound (Hz).”
    • is_excludedboolean“True (default) to exclude the band, false to include it.”
  • fit_ecmdescribed as changing data

    “Fits an equivalent-circuit model to a dataset's measured spectrum — the inverse of simulate_circuit (data + circuit → fitted parameters).”

    19 inputs, 3 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • cdcstringrequired“Circuit description code, e.g.”
    • initialstring or null“Optional initial parameter values as a comma-separated 'Name=value' list, e.g.”
    • lower_boundsstring or null“Optional lower fit bounds as a comma-separated 'Name=value' list, e.g.”
    • upper_boundsstring or null“Optional upper fit bounds as a comma-separated 'Name=value' list, e.g.”
    • fixed_parametersstring or null“Optional parameter names to hold fixed during fitting, as a comma- or space-separated list (e.g.”
    • weightingstring“Residual weighting: 'modulus' (default, 1/|Z|²), 'proportional', or 'unity'.”
    • algorithmstring“Optimizer: 'levenberg_marquardt' (default) or a trust-region variant 'trust_region_dogleg' / 'trust_region_newton' / 'trust_region_exact' (most thorough but sc…”
    • fit_modestring“Fit mode: 'single' (default, one local optimization) or 'global' (basin-hopping — repeats random restarts + local fits to escape local minima; much slower).”
    • global_search_optionsstring or null“Basin-hopping tuning, applied only when fit_mode='global'.”
    • immittance_typestring“Fit plane: 'impedance' (default) or 'admittance'.”
    • data_formatstring“Data format for the fit residual: 'rectangular' (default), 'polar', or 'logPolar'.”
    • weight_sourcestring“Weight source: 'experimentalData' (default) or 'fittedModelData'.”
    • initial_munumber“Levenberg-Marquardt initial damping μ — raise it when the initial guess is poor.”
    • seed_fromstring“Where unspecified parameters start from: 'estimate' (default, automatic estimation) or 'stored' (the dataset's current modeling state from guess_ecm / evaluate…”
    • kindstring“Overlay chart kind: 'nyquist' (default), 'bode', or 'admittance'.”
    • include_schematicboolean“Also return the fitted circuit's SVG schematic (same as render_circuit svg).”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • license_statuson 30 other serversreads or searches

    “Reports this MCP server's licensing state: 'Licensed' (a ZStudio license with the AI/MCP entitlement is active), 'Trial' (no key — the time-limited alpha trial is running), or 'Unlicensed' (trial exp…”

    Takes no inputs.

  • open_in_appon 1 other servercontrols a browser or desktopdescribed as changing data

    “Opens a .zstudy in the ZStudio desktop application (Windows) so the user can view and work with it in the full GUI — interactive Nyquist/Bode plots, the model workshop, etc.”

    2 inputs
    • study_idstring or null“A session study id to save and open in the app (from open_study/new_study/create_from_file).”
    • pathstring or null“Or an explicit .zstudy path to open instead of a session study.”
  • save_studycreates or changes datadescribed as changing data

    “Saves a loaded study to a .zstudy file (atomically), including any analysis results stored on its datasets.”

    3 inputs, 1 required
    • study_idstringrequired“The study id returned by open_study.”
    • pathstring or null“Optional destination .zstudy path.”
    • forceboolean“Overwrite the bound file even if it changed on disk outside this session (default false).”
  • list_treeon 1 other serverreads or searches

    “Returns the folder/dataset hierarchy of a loaded study, with id-handles for every node (fd_… folders, ds_… datasets) and dataset summaries.”

    1 input, 1 required
    • study_idstringrequired“The study id returned by open_study.”
  • get_dataseton 33 other serversreads or searches

    “Returns the token-light summary of one dataset: point count, frequency range, Nyquist geometry (Rs, Rp, R_total, |Z| and phase ranges), shape flags, and which analyses are already stored — never the …”

    3 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…) from open_study or list_tree.”
    • include_shapeboolean“Also return the geometric shape description (§4: −Z″ peaks, arc CPE-n, |Z| slope bands, LF termination).”
  • kkdescribed as changing data

    “Runs a Kramers-Kronig (K-K) validation — the data-quality gate.”

    10 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • test_typestring“K-K test: 'real' (default, real→imaginary) or 'imaginary' (imaginary→real).”
    • implementationstring“Calculation method: 'leastSquares' (default), 'matrixInversion', 'nonLinearLeastSquares'.”
    • data_representationstring“Fit representation: 'auto' (default), 'impedance', or 'admittance'.”
    • include_capacitanceboolean“Include a series capacitance in the K-K model.”
    • include_inductanceboolean“Include a series inductance in the K-K model.”
    • auto_optimize_rc_countboolean“Auto-select the number of RC (Voigt) elements.”
    • rc_element_countinteger“Manual RC element count (2–50), used only when auto_optimize_rc_count is false.”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • estimate_inductancecalculates or converts

    “DIAGNOSTIC / ALGORITHM-DEVELOPMENT tool (work in progress).”

    4 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • gap_thresholdnumber“Rp|Lp triplet gap threshold |λ3|/|λ4| (default 3.0; lower = more sensitive).”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • parse_circuitcalculates or converts

    “Validates a ZStudio equivalent-circuit string (CDC) and expands it into its canonical form, impedance formula, element list, and fittable parameters.”

    1 input, 1 required
    • cdcstringrequired“Circuit description code, e.g.”
  • close_studydeletesdescribed as changing data

    “Removes a loaded study from the session, freeing its memory.”

    1 input, 1 required
    • study_idstringrequired“The study id returned by open_study.”
  • get_dataset_metadataon 4 other serversreads or searches

    “Returns descriptive, non-numeric properties of a dataset: provenance and acquisition metadata (source format, instrument, technique, DC/AC bias, timestamps), point counts, and which analyses are stor…”

    2 inputs, 2 required
    • study_idstringrequired“The owning study id.”
    • dataset_idstringrequired“The dataset id (ds_…).”
  • get_analysison 5 other serversreads or searches

    “Returns the analysis results ALREADY STORED on a dataset — WITHOUT re-running anything.”

    2 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
  • new_study

    “Creates a new, empty study in the session (with a default Inbox folder) and returns its study_id.”

    2 inputs
    • namestring or null“Optional study name.”
    • authorstring or null“Optional study author.”
  • export_inductive_free

    “Exports the INDUCTIVE-FREE spectrum — the measured impedance with the inductive stray removed (series jωLs and the parallel R|L elements Rp|Lp and Rx|Lx) but the physical series resistance Rs KEPT.”

    4 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • gap_thresholdnumber“Rp|Lp detection gap threshold |λ3|/|λ4| for the on-demand estimation path (default 3.0).”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • get_dc_curve

    “Returns original rows of a DC series (from read_dc_file) at full resolution: every point, in acquisition order, never decimated or interpolated.”

    10 inputs, 1 required
    • dc_idstringrequired“The dc_… handle from read_dc_file.”
    • time_min_snumber or null“Optional lower time bound in seconds (instrument time axis, inclusive).”
    • time_max_snumber or null“Optional upper time bound in seconds (inclusive).”
    • half_cycleinteger or null“Optional half-cycle number to restrict to.”
    • stepinteger or null“Optional step number to restrict to.”
    • loopinteger or null“Optional loop number to restrict to.”
    • columnsstring or null“Optional comma/space-separated channel or marker names (default: all).”
    • offsetinteger“Index of the first matching row to return (default 0).”
    • limitinteger“Rows per page (default 200).”
    • include_interval_currentboolean“Add the derived interval-averaged current (mA) and its exclusion code.”
  • drt_tikhonov

    “Runs Tikhonov-regularized DRT — the continuous γ(τ) distribution.”

    14 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • lambdanumber“Regularization parameter λ (1e-6…1).”
    • shape_coeffnumber“RBF shape factor (0.1–2.0).”
    • discretization_basisstring“RBF basis: 'gaussian' (default), 'maternC0/C2/C4/C6', 'inverseQuadratic', 'inverseQuadric', 'cauchy'.”
    • regularization_methodstring“Penalty: 'firstOrderDerivative' (default) or 'secondOrderDerivative'.”
    • shape_controlstring“Shape control: 'coefficientToFWHM' (default) or 'shapefactor'.”
    • include_series_inductanceboolean“Include a series inductance (Ls) term.”
    • include_series_capacitanceboolean“Include a series capacitance (Cs) term.”
    • inductance_handlingstring“High-frequency inductance handling, a single mutually-exclusive choice: 'none' (default; RC-only fit), 'stray' (Löwner de-embedding of the inductive stray — se…”
    • stray_gap_thresholdnumber“Rp|Lp detection gap threshold |λ3|/|λ4| (default 3.0; lower = more sensitive).”
    • model_criterionstring“Peak model-selection criterion: 'bic' (default) or 'aic'.”
    • max_peaksinteger“Maximum number of peaks to detect (1–10).”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • “Moves a folder or dataset into another folder (use the study id as the target for the top level).”

    3 inputs, 3 required
    • study_idstringrequired“The owning study id.”
    • item_idstringrequired“The folder (fd_…) or dataset (ds_…) id to move.”
    • target_folderstringrequired“Destination folder id (fd_…), or the study id for the top level.”
  • circuit_reference

    “Returns the complete ZStudio equivalent-circuit notation reference as Markdown: operator precedence, naming, every circuit element (impedance + parameters), the lad() transmission-line options, and t…”

    Takes no inputs.

  • drt_loewner

    “Runs Loewner-method DRT — the data-driven, regularization-free alternative to drt_tikhonov.”

    14 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idstringrequired“The dataset id-handle (ds_…).”
    • stray_modestring“Series/stray de-embedding mode: 'auto' (default — auto-detect and de-embed Rs/Ls/Rp|Lp/Rx|Lx), 'manual' (use estimated_rs/ls/rp/lp/rx/lx), or 'none' (LEGACY: n…”
    • estimated_rsnumber“Manual series resistance Rs (Ω) to de-embed when stray_mode='manual'.”
    • estimated_lsnumber“Manual series inductance Ls (H) to de-embed when stray_mode='manual'.”
    • estimated_rpnumber“Manual stray parallel resistance Rp (Ω) to de-embed when stray_mode='manual'.”
    • estimated_lpnumber“Manual stray parallel inductance Lp (H) to de-embed when stray_mode='manual'.”
    • estimated_rxnumber“Manual extra (second) stray parallel resistance Rx (Ω) to de-embed when stray_mode='manual'.”
    • estimated_lxnumber“Manual extra (second) stray parallel inductance Lx (H) to de-embed when stray_mode='manual'.”
    • stray_gap_thresholdnumber“Rp|Lp detection gap threshold |λ3|/|λ4| (default 3.0; lower = more sensitive).”
    • model_order_methodstring“Order selection: 'matrixRank' (default), 'singularValueThreshold', or 'manual'.”
    • singular_value_thresholdnumber“σ[k]/σ[0] cutoff for the singularValueThreshold method.”
    • model_orderinteger“Manual model order k (1–200); 0 = auto via model_order_method.”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”
  • “Renders one or more EIS datasets as a chart and returns it for inline display on chart-capable hosts (Claude Desktop, Cowork, VS Code, AssistStudio, …), plus a token-light text summary per dataset.”

    5 inputs, 2 required
    • study_idstringrequired“The study id returned by open_study.”
    • dataset_idsstringrequired“Dataset id-handle(s) (ds_…) as a comma- or space-separated list (e.g.”
    • kindstring“Chart kind: 'nyquist' (default), 'bode', 'admittance', or 'residual'.”
    • analysisstring“Overlay a stored analysis reconstruction: 'none' (default), 'zhit', 'kk', 'drt_tikhonov', 'drt_loewner', 'inductivefree' (Loewner inductive-stray-removed spect…”
    • themestring or null“Optional theme hint: 'light', 'dark', or 'auto' (default).”

Each quoted sentence is the first sentence of the publisher’s own description. The kind of tool and the “changes data” mark are our AI model’s reading of that description, not something we tested: two differently worded runs had to agree, otherwise no label is shown, and nobody has checked them by hand. A tool without the “changes data” mark is described as only reading, searching or calculating, or the two runs did not agree. No tool was called. Read the publisher’s full description before relying on it. Inputs are the parameters in the tool's own input schema: name, declared type, whether it is required, and the first sentence of its description. Read 2026-10-23.

How well are its tools described?

Features #4 and #5

How clearly this server's own tool descriptions say what a tool does, and how consistent its tool list is. The first part is an AI model's yes/no reading of each description; the second part is counted. We do not turn it into a grade.

Descriptions

AI reading of each description

Says what the tool does
100% of 40 tools
Says what it returns
74% of 39 tools
States limits, defaults or errors
0% of 32 tools
Says when to use it
100% of 7 tools
Items covered per tool
2.4 of 4 on average

Counted from the listing

Parameters with a description
100% of 213
Tools with a description
100% of 48
Typical description length
930 characters

The tool set

Counted from the listing

Tools
48
Size of the list
about 20,380 tokens for an agent to load (characters ÷ 4)
Naming
45 of 48 names use snake_case

AI reading: easy to mix up

No pair found.

The AI items cover 40 of 48 tools: for a tool where two differently worded runs disagreed, that item is left out. They were not checked by hand, and no tool was called. “Easy to mix up” means two tools whose names or descriptions overlap without saying how they differ; the AI found none, comparing tools within groups of 40. We do not rate whether the tool set is complete or whether side effects are spelled out, because our AI reading of those was not reliable enough.

How do I add it to my client?

Config from the registry entry
  • No config: no ready-made command for the NuGet package; use the publisher's instructions.

Built from the server's registry entry with each client's documented format (checked 2026-10-14; the Cursor link and the VS Code command 2026-10-19; the MCP Inspector command 2026-10-21). Values in < > are yours to fill in; this page never contains a key. Where the server needs a setting the entry does not declare, it can still fail to start.

Does the registry listing match what we found?

Feature #6

The registry verifies a package once, when it is published, and does not re-check it. A difference below is about the listing, not a judgement of the publisher.

Registry saysWe foundResultSource · date
Published package can be startedStarted and answeredmatchesour test · 2026-10-23

Choosing

Record checks

Public records · not a safety rating

1 of 2 record checks met · 7 do not apply

  • Not ranked by downloads: not an npm or PyPI package
  • Not ranked by stars: no public GitHub repository
  • MetRegistry entry is active and says how to run itActive, with a package or a remote address.
  • Not metSource repository link opensThe registry entry gives no repository link.
  • Does not applyRepository is not archivedNo public GitHub repository to read.
  • Does not applyCode pushed to the repository in the 90 days before our checkNo public GitHub repository to read.
  • Does not applyRepository publishes a security policy (SECURITY.md)No public GitHub repository to read.
  • Does not applyPackage names its licence with a standard (SPDX) identifierNot an npm or PyPI package.
  • Does not applyThe version the registry lists can be installed and is not withdrawnNot an npm or PyPI package.
  • Does not applynpm package carries build provenance (attestation)PyPI packages have no npm-style attestation.
  • Does not applyNo known critical or high advisory in the package or its dependenciesNot an npm or PyPI package.

Read from public records only: the registry entry, npm/PyPI, GitHub and advisory databases, checked 2026-10-23. No tool was called. Only “met” and “not met” are counted, so the total differs between servers; a check that does not apply or that we could not run is listed, never counted against it. It is not a safety rating. How each check works · Leaderboards

Common questions about io.github.fieldcure/zstudio

Answered from the data above

Is io.github.fieldcure/zstudio safe to install?

We do not rate servers as safe or unsafe. 1 of its 2 applicable record checks are met (facts from public records, each listed on this page). What the records show: 23 of its tools describe changing data (our AI model's reading of the descriptions). These are facts with their sources on this page, not a safety guarantee, and we did not run its tools.

Has io.github.fieldcure/zstudio been security tested?

Partly. 2 of the 12 checks that apply to it were exercised. We started the package in an isolated sandbox and read what it declares, but this test round was read-only, so its tools were not called. No security verdict is published before verification.

What can io.github.fieldcure/zstudio do?

It lists 48 tools. In our AI model's reading of their descriptions (two runs had to agree, nobody checked it by hand), they include tools that read or search, create or change data, delete, run code or commands, control a browser or desktop and calculate or convert. We did not call any tool, so this describes the text, not the behaviour.

Can io.github.fieldcure/zstudio change or delete data?

23 of its tools say in their description that they create, edit, delete, send or run something (our AI model's reading). We did not call any tool, so we cannot say what actually happens.

Found this page useful?

Anonymous · no sign-in

A quick, anonymous reaction — no account, no email. One per kind from your browser. The tally updates when the page is next refreshed, and it is only a rough count, never a safety rating or a measured number of people.

Similar servers

Same topic · AI-read

Active servers whose topic is also “data-and-databases” and that have at least one tool of the same kind; most kinds in common first, then most GitHub stars. The topic and the tool kinds are an AI model's reading of the publishers' descriptions, not checked by hand. Similar is not a recommendation.

Compare with another server

Side by side: registry entry, our read-only session, the tools and the 18 classification fields. Same values as each page; no score.

Security testing

What did we test, and what did we leave out?

18 checks · features #1, #2

Not probed (read-only run)

We started the package in an isolated sandbox and read what it declares, but this test round was read-only, so its tools were not called. No security score is given; a check we did not run is never counted as passed.

The 18 checks at a glanceour test · 2026-10-23
  1. Inventory: exercised
  2. Hidden instructions: exercised
  3. Real execution: not run · our policy
  4. Secret leak: not run · nothing to check it against
  5. Internal addresses: not run · our policy
  6. Unconfirmed changes: not run · our policy
  7. Bad input: not run · our policy
  8. Model requests: not run · nothing to check it against
  9. Sensitive questions: not run · nothing to check it against
  10. Folder boundary: not run · our policy
  11. Log leaks: not run · nothing to check it against
  12. Hidden content: not run · nothing to check it against
  13. Fake assistant turns: not applicable
  14. Token passthrough: not applicable
  15. Token audience: not applicable
  16. Sign-in redirect: not applicable
  17. Consent handling: not applicable
  18. Sign-in metadata: not applicable

2 exercised10 not run (reason given)6 not applicable

Each check ends in exactly one state: exercised, not run (with the reason), or not applicable (with the reason). 2 of the 12 checks that apply to it were exercised. We do not publish security-check outcomes for named servers.

Exercised · 2
  • 1Inventory
    tool-list
    Reads the declared tools, resources and prompts.exercised
  • 2Hidden instructions
    description-poisoning
    Looks for hidden instructions in tool descriptions.exercised
Not run, with the reason · 10
  • 3Real execution
    real-execution
    Calls a tool and checks what really happens.This check calls the package's tools. This test round was read-only, so no tool was called; tools can act on outside services with the publisher's or a user's account.not run · our policy
  • 4Secret leak
    canary-leak
    Plants a fake secret and checks whether it leaks.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
  • 5Internal addresses
    ssrf
    Checks whether a tool can be steered to internal addresses.This check calls the package's tools. This test round was read-only, so no tool was called; tools can act on outside services with the publisher's or a user's account.not run · our policy
  • 6Unconfirmed changes
    write-without-confirmation
    Checks whether tools that change data act without asking.This check calls the package's tools. This test round was read-only, so no tool was called; tools can act on outside services with the publisher's or a user's account.not run · our policy
  • 7Bad input
    error-handling
    Sends bad input and watches how the server answers.This check calls the package's tools. This test round was read-only, so no tool was called; tools can act on outside services with the publisher's or a user's account.not run · our policy
  • 8Model requests
    sampling
    Checks whether the server asks the client's model to act for it.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
  • 9Sensitive questions
    elicitation-sensitive-data
    Checks whether the server asks users for sensitive data.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
  • 10Folder boundary
    root-boundary
    Checks whether the server reaches outside the folders it was given.This check calls the package's tools. This test round was read-only, so no tool was called; tools can act on outside services with the publisher's or a user's account.not run · our policy
  • 11Log leaks
    logging-side-channel
    Checks whether log messages carry data they should not.This check needs at least one successful tool call to have something to check, and no tool was called.not run · nothing to check it against
  • 12Hidden content
    audience-hiding
    Checks resources that hide content from the user.This check needs content the server returns, and nothing was read or called.not run · nothing to check it against
Does not apply to this server · 6
  • 13Fake assistant turns
    fake-assistant-turn
    Checks prompts that pose as the assistant's own words.The server exposes no prompts.not applicable
  • 14Token passthrough
    token-passthrough
    Checks whether the server forwards a user's token to other services.The server runs locally over standard input/output, so there is no sign-in flow to check.not applicable
  • 15Token audience
    token-audience-validation
    Checks whether tokens meant for another service are accepted.The server runs locally over standard input/output, so there is no sign-in flow to check.not applicable
  • 16Sign-in redirect
    open-redirect
    Checks the sign-in redirect for abuse.The server runs locally over standard input/output, so there is no sign-in flow to check.not applicable
  • 17Consent handling
    confused-deputy
    Checks consent handling when one service acts for another.The server runs locally over standard input/output, so there is no sign-in flow to check.not applicable
  • 18Sign-in metadata
    oauth-url-scheme
    Checks the published sign-in metadata for unsafe URLs.The server runs locally over standard input/output, so there is no sign-in flow to check.not applicable

Source: our own test in an isolated sandbox, 2026-10-23, mcp-runtime-engine@0.1.0. Which checks count and why follows our published scoring model.

What happened during the test?

Feature #8

The steps in order, as the test record holds them.

  1. 0 msStarted the published package in an isolated sandbox (read-only mode)
  2. 7,826 msConnected after 0 redirects.
  3. Read the inventory: 48 tools, 0 resources, 0 prompts.
  4. 8,374 msFinished: 2 checks exercised.

Reference

How is it classified?

18 fields

One value per field, each with its source. Fields written by AI models are marked. A field with no value says why.

TopicAI-classified
AI-classified · 2026-10-23
Pricing modelAI-classified
not checked
no website in the registry entry
Programming language
does not apply
no existing GitHub repository (server declares no repository link, so there is nothing to fetch)
Hosting type
registry · 2026-10-23
MCP capability
logging, resources, tools
our test · 2026-10-23
Transport
standard input/output
registry · 2026-10-23
Required credentials
none declared
registry · no declaration is not a guarantee
Package registry
registry · 2026-10-23
Freshness
0–30 days
registry updatedAt · 2026-10-23
Lifecycle status
registry · 2026-10-23
License class
does not apply
package ecosystem not queried by this layer (nuget); only npm and PyPI are supported here
Integrity hash
does not apply
package ecosystem not queried by this layer (nuget); only npm and PyPI are supported here
Signature / provenance
does not apply
package ecosystem not queried by this layer (nuget); only npm and PyPI are supported here
Dependency advisories
not checked
only npm and PyPI packages are audited
Popularity
does not apply
package ecosystem not queried by this layer (nuget); only npm and PyPI are supported here
Publisher signals
not stated
no readable GitHub owner to describe
Maintenance
does not apply
server declares no repository link, so there is nothing to fetch
Environment
your machine
where it runs, from the hosting type

“Not stated” means the source did not state it; “does not apply” means it does not apply to this kind of server; “our limit” means our own lookup failed. A linked value opens the directory filtered to the same value.

Cite or correct this page

Sources and corrections

Suggested citation

ProtocolProbe. “io.github.fieldcure/zstudio: MCP server record.” Data checked 2026-10-23. https://protocolprobe.com/mcp/servers/io.github.fieldcure/zstudio

Figures are valid for the date shown. Our facts on this page are CC BY 4.0: reuse them with a link and the check date. Quoted text (the publisher’s descriptions, website quotes, tool names) is not ours to license.

As JSON: this record in the API · API documentation.

Badge for your README

ProtocolProbe: 1 of 2 record checks met

[![ProtocolProbe](https://protocolprobe.com/api/v1/badge/io.github.fieldcure/zstudio)](https://protocolprobe.com/mcp/servers/io.github.fieldcure/zstudio)

It shows this server's record-check count: facts from public records, no tool called. It is not a security rating or a pass. It links here and updates after each data reload.

Something wrong, or is this yours?

If a fact here is wrong, tell us and we will re-check it. If you operate this server, you can run our checks on it yourself with the free self-test command; we call no server’s tools ourselves for anything shown here.

Write to hello@protocolprobe.com · corrections log · methodology