MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Other

ScienceShot science reference

Sourced, citable answers in radiation and particle physics, photonics, electronics and quantum.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
781 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
27

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 781 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name scienceshot.

  • Pass
    Lists tools

    tools/list returned 27 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 781 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 781 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    126 of 159 parameters have a description (79%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-11-07T13:57:11.638816Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using ScienceShot science reference

Connect to this server

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 scienceshot-science-reference https://scienceshot.com/mcp

Capabilities

Tools 27

blackbody_spectrum

Calculate both Wien peaks, Planck peak spectral radiances and Stefan-Boltzmann radiant exitance for an ideal blackbody from 1 K to 100000 K. Numerically integrates the fraction of total power in a wavelength band, default 380-760 nm, using shared CODATA 2018 constants.

Discovered
bragg_peak

Calculate proton CSDA range, stopping power, Bragg peak, distal R80 and relative dose per fluence in water or ICRU soft tissue. Uses Bethe range and Bortfeld (1997) with Gaussian straggling and initial energy spread; tissue is water-equivalent and energies above 200 MeV are extrapolated.

Discovered
convert_radiation_units

Convert a radiation value between units of the same quantity. Gy and Sv are never converted into each other: that needs a radiation weighting factor.

Discovered
cosmic_dose

Calculate the cosmic-ray ambient dose equivalent rate H*(10) and effective dose rate E (ICRP 116), in uSv/h, inside an aircraft cabin (0-20 km) or on the ground (0-6 km), for a latitude, longitude and solar activity, and the effective dose of a stay or flight at that place. Uses precomputed PARMA 4.10 tables of the Japan Atomic Energy Agency (US Standard Atmosphere, vertical cut-off rigidity Rc from the PARMA database for the present epoch, A340 reference mass in the aircraft), interpolated log-linearly in altitude and linearly in Rc and W-index. Galactic cosmic rays only, one position and no route integration; for route doses use EXPACS. Give either w_index (0-150) or solar (min for December 2009, max for August 2024).

Discovered
detector_signal

Most probable and mean electron-hole pairs, collected charge, energy deposit and Landau FWHM. Assumes full collection without gain; Si at 300 K, Ge at 77 K. Defaults: muon, 3000 MeV/c, silicon, 300 micrometres.

Discovered
device_ledger_query

Query the ScienceShot QEP device ledger: published measurements of qubit coherence (T1, T2), single- and two-qubit gate fidelity, readout fidelity and gate time on superconducting, trapped-ion, neutral-atom, semiconductor-spin, defect-spin and photonic devices, one cited row per result. Filter by platform, metric, statistic and since_year. With a metric, rows come best first and comparable rows before the rest. Each row gives value, unit, SI value, date, source type, reference, link and the figure or table where the number was read; the answer adds the ledger release and the page to cite. Best, median, mean and single-device values are separate rows; Pauli-error and photonic rows are flagged not comparable.

Discovered
diffraction_grating

Solves the signed reflection grating equation and ideal Rayleigh resolution from Hecht, Optics, 5th edition and the MKS Newport handbook. Returns allowed order bounds, angular dispersion, illuminated groove count, linewidth, Littrow angle and local approximate free spectral range; excludes slit and aberration limits.

Discovered
energy_loss

Bethe and Landau thin-absorber estimates and a CSDA range for a heavy charged particle. The range is truncated at beta*gamma 0.05; give momentum or kinetic energy and thickness.

Discovered
fibre_link_budget

Power margin and fixed-component power reach from ITU-T G.652.D cable attenuation maxima. Returns chromatic broadening and a dispersion-limited estimate using explicit spectral width and allowed bit-period fraction; excludes chirp, PMD, nonlinearities, overload and compensation.

Discovered
gamma_dose_rate

Compute a point-source air-kerma rate constant from listed NNDC photon lines and NIST air energy-absorption coefficients, with resolved LNHB photon supplements. Apply activity and inverse-square distance with optional line-by-line shielding; collision air kerma (mu_en/rho) is not H*(10), and no broad-beam build-up factor is included. Cs-137 includes equilibrium Ba-137m at 94.7% branching; weak lines and unresolved X-ray groups may be absent.

Discovered
gaussian_beam

Gaussian propagation and thin-lens focusing from Siegman, Lasers (1986), with ISO 11146 beam propagation ratio. Returns Rayleigh range, radius, curvature, Gaussian-model Gouy phase, half-angle divergence, focused waist, depth of focus and peak intensity; phase and intensity for M^2 > 1 are Gaussian estimates.

Discovered
hydrogen_spectrum

Calculate reduced-mass Rydberg vacuum and standard-air wavelengths, level energies and ionization energies for H, D or a one-electron ion. Supply integer lower and upper levels; custom ions need Z and a bare nuclear mass in kg. Air uses Edlen (1966), dry air at 15 C and 101325 Pa, from 300 to 1700 nm; fine structure and Lamb shifts are excluded.

Discovered
image_sensor_snr

Compare electron-domain CCD, CMOS and EMCCD signal-to-noise with binning, stacking, PRNU and saturation.

Discovered
landau_distribution

Heavy-particle energy-loss distribution with MPV, Landau FWHM, finite-transfer Bethe mean, xi, kappa, regime, peak constants and 161 Landau density points. Gaussian regimes include sigma_mev; the returned Landau curve is then inapplicable. Defaults: muon, 10000 MeV/c, silicon, 300 micrometres.

Discovered
material_properties

Density, Z/A, mean excitation energy, radiation length, nuclear interaction and collision lengths, electron critical energy, Moliere radius and available melting and boiling points for 17 materials. Lengths are returned in g/cm2 and cm using the library density, alongside the NIST ESTAR density-effect table and a PDG 2024 source citation. Give a material name or ID.

Discovered
microstrip_impedance

Calculate microstrip impedance and effective permittivity with Hammerstad-Jensen (1980) thickness correction. Returns Wheeler (1977) zero-thickness synthesis and a separate thickness-corrected H-J target width; dispersion and losses are ignored.

Discovered
noise_calculator

Calculate Johnson-Nyquist thermal noise voltage, current and available power kTB, Schottky shot noise, noise figure and noise temperature (290 K reference), input noise floor and SNR in dB, and the ideal ADC quantization SNR (6.02 N + 1.76 dB) with ENOB from a measured SINAD. Classical white-noise formulas with CODATA 2018 constants; every answer cites Johnson, Nyquist, Schottky, Friis and Kester.

Discovered
photodiode_responsivity

Converts external quantum efficiency and responsivity using CODATA 2018 h, c and e, and computes photocurrent and unity-gain shot noise following Hamamatsu. Returns dark and illuminated shot-noise NEP, sourced Si/Ge/In0.53Ga0.47As bandgap thresholds and LED photon energy; excludes thermal, amplifier and excess noise.

Discovered
photon_attenuation

Narrow-beam photon attenuation from NIST XCOM. Give thickness in mm and energy in keV.

Discovered
photon_energy

Convert vacuum wavelength, frequency, spectroscopic wavenumber and photon energy with CODATA 2018 constants. Returns photon rate for optical power, photons per joule, momentum and all matching overlapping ISO 21348 spectral categories.

Discovered
quantum_tunnelling

Calculate the exact transmission coefficient of a one-dimensional rectangular potential barrier for an electron, proton or alpha particle, below or above the barrier height. Give particle energy and barrier height in eV and barrier width in nm; the result adds the WKB exponential estimate, the thick-barrier asymptote and the decay length. Textbook closed form (OpenStax University Physics 3, 7.6) with CODATA 2018 masses; a single square barrier only, no band structure or image-charge effects.

Discovered
qubit_coherence

Calculate single-qubit average fidelity under Markovian amplitude/phase damping using Nielsen (2002). Accept T1, T2 or Tphi and gate time; checks T2 <= 2T1 and returns pure dephasing, error per gate and an independent-error depth proxy, not a circuit-success guarantee.

Discovered
radioactive_decay

Calculate parent and daughter activities using NuDat 3 half-lives and branching. Supply an isotope ID, initial activity and elapsed time with units.

Discovered
search_scienceshot

Search ScienceShot's science reference pages and articles on radiation and particle physics, photonics, electronics and quantum physics. Returns up to 5 pages with title, date, link and summary.

Discovered
semiconductor_carriers

Calculate Varshni bandgap, intrinsic and doped equilibrium carriers, Fermi level above the valence edge and conductivity for Si, Ge or GaAs. Assumes fully ionized dopants and non-degenerate statistics; conductivity uses fixed 300 K low-field mobilities and the result flags degeneracy.

Discovered
synchrotron_loss

Calculate dipole synchrotron energy loss per turn, radiated power per beam and critical photon energy in an isomagnetic ring. Give total beam energy including rest energy, beam current and exactly one bending radius or dipole field; an optional circumference returns revolution frequency. Uses CODATA 2018 and classical radiation formulae; this is beam radiation rather than facility electrical demand.

Discovered
xray_spectrum

Calculate a tungsten tube spectrum, mean energy (fluence-weighted), aluminium and copper half-value layers, air kerma and the fraction of kerma removed by added filters. Uses SpekPy 2.5.4 with 12 degree anode and 2.5 mm Al inherent filtration; interpolates continuum on normalized energy and fixed-energy characteristic lines between stored kVp, applies NIST XCOM filters and solves kerma-weighted HVLs using NIST SRD 126 air mu_en/rho. Narrow beam without scatter, inverse-square distance.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected781 ms27