Boyce

io.github.boyce-io/boyce

About Boyce

Boyce is an MCP server published by the GitHub account boyce-io. Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.

It runs on your own machine: your AI client starts it from the PyPI package boyce at version 0.1.1.

It asks for no keys or passwords.

Version 0.1.1 was published on 22 April 2026, and the source code is public, so you can read it before installing.

Written from the registry entry. 9 automated checks on the registry entry and the package code: 7 pass, 0 warn, 0 fail, 2 info. How we check.

What it asks for

VariableRequiredSecretDescription
BOYCE_DB_URLNoNoPostgreSQL or Redshift connection string. Optional — tools work without live DB; required for live profiling and EXPLAIN pre-flight.
BOYCE_PROVIDERNoNoLLM provider for the NL→StructuredFilter planner (anthropic, openai). MCP hosts using their own model should not set this — the host's model does the reasoning and Boyce receives a pre-built StructuredFilter.
ANTHROPIC_API_KEYNoNoRequired only when BOYCE_PROVIDER=anthropic and the host does not supply its own model. MCP hosts (Claude Desktop, Cursor, Claude Code, Codex, Cline, Windsurf, JetBrains) do not need this.

Checks

CheckResultDetail
Source repository linkedPasshttps://github.com/boyce-io/boyce
Version pinnedPassEvery package has an explicit version
Secrets requestedInfoAsks for no secrets
Known package registryPassAll packages come from npm, PyPI, OCI, NuGet or MCPB
Namespace ownershipInfoName verified via GitHub account boyce-io
Registry text aimed at the AIPassDescription and settings contain no hidden characters or instructions to the AI
Install scriptsPassboyce 0.1.1 has no setup.py; nothing runs at install
Code red flagsPassRead 62 files in boyce 0.1.1: no obfuscation, encoded execution, credential reads or data-collection endpoints found
Text aimed at the AIPassNo hidden characters or instructions to the AI in 62 files, including comments and the README

Popularity & health: 39 / 100

Worked out from public numbers and our own checks, not from user reviews or ratings. It says how used and how looked-after a server is, not whether it is safe.

Popularity7 / 40

1 GitHub stars, 26 downloads last week, no Hacker News posts found. Best two of the three, each on a log scale.

Activity5 / 25

Last push 2026-04-28, last release 2026-03-24, 0 commits in 90 days.

Issue health8 / 15

0 closed of 0 issues, too few to judge. No data, so half marks.

Our checks20 / 20

0 warnings, each costing a fifth.

0 forks, 0 merged pull requests. Sources: GitHub, npm, PyPI (pypistats.org) and Hacker News (Algolia), fetched 2026-10-31.

What people say

No Hacker News threads link to its source code.

Look further: search Reddit, search Hacker News, read its GitHub issues. These are not reviews we checked.

Facts

Registry nameio.github.boyce-io/boyce
PublisherGitHub account boyce-io
How the name is verifiedName verified via GitHub account boyce-io. The registry ties the name prefix to that account or domain; it does not check the code.
TypeLocal: runs on your machine from a package
Packagespypi boyce 0.1.1 (stdio)
Version0.1.1
Published
Last updated
Source repositoryhttps://github.com/boyce-io/boyce
Websitehttps://convergentmethods.com/boyce/
CategoryDatabases & data (assigned by keyword rule, not by hand)

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