Vibe Math
Rank #26,139smithery/apetta/vibe-math-mcp
A local/remote high-performance Model Context Protocol (MCP) server for math-ing whilst vibing with LLMs. Built with Polars, Pandas, NumPy, SciPy, and SymPy for optimal calculation speed and comprehensive mathematical capabilities from basic arithmetic to advanced calculus and linear algebra ## Local Installation ### IDEs [](vscode:mcp/install?%7B%22name%22%3A%22Math%22%2C%22type%22%3A%22stdio%22%2C%22command%22%3A%22uvx%22%2C%22args%22%3A%5B%22vibe-math-mcp%22%5D%7D) [](https://cursor.com/en-US/install-mcp?name=Math&config=eyJjb21tYW5kIjoidXZ4IHZpYmUtbWF0aC1tY3AifQ%3D%3D) ### Claude Desktop Open **Settings > Developer > Edit Config** and add: **For published package:** ```json { "mcpServers": { "Math": { "command": "uvx", "args": ["vibe-math-mcp"] } } } ``` ### Claude Code **Quick setup (CLI):** Published package: ```bash claude mcp add --transport stdio math -- uvx vibe-math-mcp ``` **Team setup** (create `mcp.json` in project root for shared use with Claude Code and/or IDEs) ```json { "mcpServers": { "math": { "command": "uvx", "args": ["vibe-math-mcp"] } } } ``` **Verify:** Run `claude mcp list` or use `/mcp` or view available servers in IDEs. ### Try it - "Calculate 15% of 250" → uses `percentage` - "Find determinant of [[1,2],[3,4]]" → uses `matrix_operations` - "Integrate x^2 from 0 to 1" → uses `integral` - "If I invest $1000 at 5% annual interest compounded monthly for 10 years, what will be the future value?" → uses `compound_interest` - If I was paid the square root of $69m in 10 years, what's the present value at 7% discount rate? → uses `batch_execute (calculate -> financial_calcs)` ## Output Control All tools automatically support output control for maximum flexibility and token efficiency. The LLM can specify the desired verbosity. Control response verbosity using the `output_mode` parameter (available on **every tool**): | Mode | Description | Token Savings | Use Case | | --------- | -------------------------------------------------- | ------------- | ------------------------------------------- | | `full` | Complete response with all metadata (default) | 0% (baseline) | Debugging, full context needed | | `compact` | Remove null fields, minimize whitespace | ~20-30% | Moderate reduction, preserve structure | | `minimal` | Primary value(s) only, strip metadata | ~60-70% | Fast extraction, minimal context | | `value` | Normalized `{value: X}` structure | ~70-80% | Consistent chaining, maximum simplicity | | `final` | For sequential chains, return only terminal result | ~95% | Simple calculations, predictable extraction | ## Batch Execution For multi-step workflows, `batch_execute` chains multiple calculations in a single request—**achieving 90-95% token reduction**. Reference prior outputs using `$operation_id.result` syntax, and the engine automatically handles dependency resolution and parallel execution for speed. **Perfect for:** Bond pricing, financial models, statistical pipelines, complex transformations ## Complete Tool Reference **Note:** All tool parameters include detailed descriptions with concrete examples directly in the MCP interface. Each parameter shows expected format, use cases, and sample values to make usage obvious without referring to external documentation. ### Basic Calculations | Tool | Description | | --------------- | ------------------------------------------------------------ | | `calculate` | Evaluate mathematical expressions with variable substitution | | `percentage` | Percentage calculations (of, increase, decrease, change) | | `round` | Advanced rounding (round, floor, ceil, trunc) | | `convert_units` | Unit conversions (degrees � radians) | ### Array Operations | Tool | Description | | ------------------ | ---------------------------------------------------------------- | | `array_operations` | Element-wise operations (add, subtract, multiply, divide, power) | | `array_statistics` | Statistical measures (mean, median, std, min, max, sum) | | `array_aggregate` | Aggregations (sumproduct, weighted average, dot product) | | `array_transform` | Transformations (normalise, standardise, scale, log) | ### Statistics | Tool | Description | | ------------- | ------------------------------------------------------ | | `statistics` | Comprehensive analysis (describe, quartiles, outliers) | | `pivot_table` | Create pivot tables with aggregation | | `correlation` | Correlation matrices (Pearson, Spearman) | ### Financial Mathematics | Tool | Description | | ------------------- | ------------------------------------------- | | `financial_calcs` | Time value of money (PV, FV, PMT, IRR, NPV) | | `compound_interest` | Compound interest with various frequencies | ### Linear Algebra | Tool | Description | | ---------------------- | -------------------------------------------------------------------- | | `matrix_operations` | Matrix operations (multiply, inverse, transpose, determinant, trace) | | `solve_linear_system` | Solve Ax = b systems | | `matrix_decomposition` | Decompositions (eigen, SVD, QR, Cholesky, LU) | ### Calculus | Tool | Description | | --------------- | -------------------------------------- | | `derivative` | Symbolic and numerical differentiation | | `integral` | Symbolic and numerical integration | | `limits_series` | Limits and series expansions |
What you can do with Vibe Math
Vibe Math is a Model Context Protocol (MCP) server published by apetta. It ranks #26,139 of 144,396 active servers on MCP Toplist, and its repository has 5 GitHub stars. Vibe Math is listed across 3 registries — Smithery, mcp.so and Glama, with 3 release tags tracked from its GitHub repository. It was first listed on Oct 29, 2025 and most recently updated on Nov 9, 2025.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Vibe Math can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Vibe Math
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Vibe Math and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for Vibe Mathyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Oct 29, 2025
- Latest release tag
- Nov 9, 2025
- Version history
- 3 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Smithery ↗listed since Apr 26, 2026 · still listed
- mcp.so ↗listed since Jun 4, 2026 · still listed
- Glama ↗listed since Jun 4, 2026 · still listed
Do you maintain Vibe Math? to correct or enrich this profile.
GitHub releases (3)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v2.0.3 | Nov 9, 2025 |
| v2.0.2 | Oct 30, 2025 |
| v2.0.1 | Oct 29, 2025 |
Ranks ahead of 118,257 of 144,396 servers on MCP Toplist.
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[](https://mcptoplist.com/server/smithery%2Fapetta%2Fvibe-math-mcp)<a href="https://mcptoplist.com/server/smithery%2Fapetta%2Fvibe-math-mcp"><img src="https://mcptoplist.com/badge/smithery%2Fapetta%2Fvibe-math-mcp.svg" alt="MCP Toplist: Top 25% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Vibe Math?
- Vibe Math is maintained by apetta, which publishes 2 MCP servers (4 total versions) tracked on MCP Toplist.
- Is Vibe Math listed on the Official MCP Registry?
- Vibe Math is not on the Official MCP Registry. It is listed on Smithery, mcp.so and Glama.
- How many versions does Vibe Math have?
- No registry surfaces explicit version metadata for Vibe Math; MCP Toplist tracks 3 release tags from its GitHub repository, most recently published on Nov 9, 2025.
- Where can I find the source code for Vibe Math?
- The source code for Vibe Math is hosted at github.com/apetta/vibe-math-mcp.
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