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

mcp server

Bee — The Progressive Intelligence Engine

Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.

Description as published by the maintainer. Source

  • version 0.6.0
  • active

active — Most recent push to the repository was 2026-08-06.

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 0 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 2026-08-06 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 0 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 0.6.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-06-12 When the registry record was last updated by its maintainer. point in time Model Context Protocol
License Apache-2.0 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 2026-06-12 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

  • Bee by HEOSSI — shares cybersecurity, lora, openai-compatible
    Bee by HEOSSI: governed multimodal intelligence - chat, code, security, research, documents, memory.
  • Tuning Engines - Governed AI Runtime — last commit 2026-07-29, shares lora
    Govern model, agent, skill, and MCP workflows with policy, approvals, traces, and usage analytics.
  • io.github.cerebrixos/tuning-engines — last commit 2026-07-29, shares lora
    Domain-specific LLM fine-tuning — sovereign models trained on your data, zero infrastructure.
  • Tokonomix Council — last commit 2026-07-30, shares openai-compatible
    Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesises one answer.
  • io.github.AceDataCloud/mcp-aichat — last commit 2026-08-04, shares openai-compatible
    MCP server for AI dialogue using various LLM models via AceDataCloud
  • io.github.apexapi/apexapi-mcp — last commit 2026-07-06, shares openai-compatible
    Call 120+ AI models and live web context (scrape/crawl/extract) from any MCP client with one key
  • Gonka Second Opinion (multi-model) — last commit 2026-08-02, shares openai-compatible
    A second opinion for AI agents: one prompt across several live Gonka models + roles, one call.
  • DDG Agent Services — last commit 2026-07-27, shares openai-compatible
    Pay-per-call x402 gateway: agent tools, OpenAI-compatible LLM, market data, RPC, security audits.
  • io.github.elestirelbilinc-sketch/vap-e — last commit 2026-06-26, shares openai-compatible
    AI image, video & music generation. Flux, Veo 3.1, Suno V5. Free tier included.
  • GoModel — last commit 2026-08-07, shares openai-compatible
    Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint.

These share tags the maintainers applied themselves, such as cybersecurity, lora, openai-compatible, quantum. 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: ai, cybersecurity, llm, lora, mcp, mcp-server, model-context-protocol, openai-compatible, python, quantum, sdk, typescript.

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. cuilabs/bee-community on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.