MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

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

Read-only probes

MCP server · Knowledge & memory

Limpide tools

Verified maths exercises for tutors and their students, each answer key right by construction.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
200 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
3

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?
400
Publisher identityCan the publisher be traced to its source?
222

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 200 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name limpide-tools.

  • Pass
    Lists tools

    tools/list returned 3 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 200 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 200 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.

  • Pass
    Parameters documented

    13 of 13 parameters have a description (100%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Fail
    Website matches publisher

    The website host does not match 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 2026-10-29T15:17:22.496793Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Limpide tools

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 limpide-tools https://tools.limpide.ai/mcp?via=registry

Capabilities

Tools 3

explain_principle

Why a maths principle holds, shown on its figure, for a student who asks why or a tutor preparing an explanation. special-products: the identités remarquables of the first year of maturité, (a + b)^2 = a^2 + 2ab + b^2, (a - b)^2 = a^2 - 2ab + b^2 and (a + b)(a - b) = a^2 - b^2, each read on a figure of squares and rectangles, then why a sum of squares x^2 + b^2, with b a nonzero number, does not factor over the reals, read on the parabola y = x^2 + b^2 above the axis. pythagoras: in a right triangle with hypotenuse c, a^2 + b^2 = c^2, read on four copies of the triangle in a square of side a + b. For each part: a question for the student, the statement, the trap students fall into, why it is true, an example with numbers, for the identities how to read them backwards to factor, with the rule that recognises each, and the generate_exercises topic and trap that practise it. To teach with a part, ask its `question` first, about what its figure shows, and wait for the student's answer before giving the explanation, which holds the answer. In French (Swiss course conventions) or English. A host that draws views shows each figure and its explanation under the call. pageUrl is the page of the principle, with the figures and their explanation, in the language asked for: give it to the student only when the figures are not shown under the call. Deterministic: use this instead of explaining from memory.

Discovered
generate_exercises

Verified maths exercises for tutors, human or AI, in French (Swiss course conventions) or English. Seven topics, six for the first year of maturité: product equations (équations produit) of degree 2 and 3, linear equations (équations du premier degré), quadratic equations (équations du second degré), solved by factoring or the discriminant, 2x2 linear systems, fractional equations (équations fractionnaires) with their domain, and factoring (factorisation), an expression to factor completely; and for beginners, before that year, Pythagoras' theorem, a right triangle with a missing side, or the distance between two points. Each exercise is built from its solutions, so its answer key is always right. Each one sets a named trap, the error it tests: for product equations hidden common factor, difference of squares, sum of squares, x as a common factor, grouping, perfect square; for linear equations moving a term, minus before brackets, common denominator, x cancels (no solution, or every real number); for quadratic equations no constant term, sum and product, negative coefficient b, sign of the discriminant (one solution, or none); for systems substitution, subtracting the equations, multiplying an equation, x and y cancel (parallel lines, or one line); for fractional equations checking the domain (a candidate root that is an excluded value), a term without a denominator, a minus before a fraction, the common denominator; for factoring common factor first, difference of squares, square of a sum, square of a difference, sum of squares (x^2 + b^2, with b a nonzero number, does not factor over the reals), grouping; for Pythagoras missing leg, missing hypotenuse, finding the hypotenuse, distance between two points (a sign lost when subtracting a negative coordinate). Returns the statement for the student and, for the tutor only, the solution set ([] when there is none, one element, U+211D, the symbol of the reals, when every real number is a solution; for a system the pair "(x ; y)", [] for parallel lines, or "(x ; mx + p)" when both equations are one line; for factoring the factored form; for Pythagoras the length asked), and explained steps with the trap step and its note; in the tutor view, a host that draws views also shows the figure behind a switch: the graph of the function, its zeros the solutions, the two lines of a system, the triangle to scale for Pythagoras or the two points on axes with their right triangle, or for factoring the drawing of the identité remarquable in the step that uses it (its `identity`). Never show the solution to the student. To check a student's answer by substitution, each exercise carries equation (everything moved to the left, as integer coefficients from the constant term up; for factoring, the expression to factor; for Pythagoras, in the length asked, whose positive root is the answer) or, for a system, system (each equation as [constant, x, y]). For a fractional equation, `excluded` lists the values x cannot take, and the solutions are the roots of `equation` outside it. explain_principle with pythagoras says why the theorem holds. Give a seed to get the same exercise again; its id names it. Give a date (YYYY-MM-DD) instead for the exercise of that day, the same for every reader: today's date gives the exercise of the day. Deterministic: use this instead of writing exercises and answer keys yourself.

Discovered
request_exercise

Ask Limpide for maths exercises this server does not have yet, or give one line of feedback on an exercise. Use it when generate_exercises has no topic for what the tutor needs. Limpide reads the requests each morning to choose the next topics, and promises nothing; the answer lists the topics that exist today. Never include a student's name, work or answers: name the topic, the level and, if useful, one line about what is missing.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected200 ms3