ZBS Index What actually exists in applied AI, with the source next to it

mcp server

ai.aliengiraffe/spotdb

Ephemeral data sandbox for AI workflows with guardrails and security

Description as published by the maintainer. Source

  • version 0.1.0
  • active
  • security

active — Most recent push to the repository was 2026-08-05. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
GitHub stars 21 Number of GitHub accounts that bookmarked this repository since it was created. It is a bookmark count, not installs, not active users and not quality. cumulative, all time GitHub
Last commit 2026-08-05 Date of the most recent push to any branch. This is the strongest cheap indicator of whether the project is still maintained. point in time GitHub
Open issues 11 Open issues plus open pull requests, as GitHub counts them together. A high number can mean an active project or an abandoned one. as of fetch GitHub
Latest published version 0.1.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2025-10-09 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License MIT Licence GitHub detected in the repository. Detection can be wrong; the LICENSE file is authoritative. as of fetch GitHub
First listed in the MCP Registry 2025-10-09 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
repository status active The repository exists on GitHub and is not archived. This says nothing about how recently it was worked on. as of fetch GitHub

Where to get it

Related, by what their authors tagged them

  • Boyce — last commit 2026-04-28, shares database, duckdb
    Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.
  • io.github.buttonmonkey/mcp-loom — last commit 2026-07-06, shares duckdb
    Stdio MCP proxy: intercepts oversized tool results into a queryable embedded DuckDB.
  • io.github.cbetz/ratebook — last commit 2026-07-01, shares duckdb
    Open MCP server for US electricity tariffs: real rate lookup, bill estimates, and when to charge.
  • io.github.cyanheads/faostat-mcp-server — last commit 2026-07-30, shares duckdb
    UN FAOSTAT global food & agriculture statistics over a local SQLite mirror, via MCP.
  • DataCharter — last commit 2026-08-06, shares duckdb
    Local-first, contract-governed data explorer with read-only, PII-masked query tools for AI agents.
  • Fodda Brand Intelligence — last commit 2026-08-06, shares agentic
    Brand health & trend footprint across PSFK expert graphs with citable sources, not web summaries.
  • Fodda Deep Research — last commit 2026-08-06, shares agentic
    Autonomous deep research reports merging PSFK trend graphs with citable sources.
  • Fodda Earnings Intelligence — last commit 2026-08-06, shares agentic
    Cross-company earnings trends & executive divergence with citable sources.
  • Fodda Synthetic Expert Consult — last commit 2026-08-06, shares agentic
    Consult synthetic industry experts grounded in PSFK trend graphs with citable sources.
  • Fodda Knowledge Graphs — last commit 2026-08-06, shares agentic
    Expert-curated knowledge, brand, research & earnings intelligence — 31 tools, 220+ graphs.

These share tags the maintainers applied themselves, such as database, duckdb, agentic. Common tags like "mcp" or "ai" are ignored for this: agreeing with six hundred other projects is not a similarity.

This is not a recommendation and not a test result. It is a map of what the authors said their work is about.

How the author describes it

Topics the maintainer set on GitHub: agentic, agentic-ai, agentic-workflow, agents, ai, ai-agents, database, docker, duckdb, lang-chain, llm.

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Sources

  1. aliengiraffe/spotdb on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.