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

mcp server

Biel.ai

Query your product docs from AI tools. Source-cited answers from your indexed documentation.

Description as published by the maintainer. Source

  • version 2.0.0
  • active
  • documentation
  • document understanding

active — Most recent push to the repository was 2026-07-22. 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 3 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 2026-07-22 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 3 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 2.0.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-07-05 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 2026-07-05 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

  • FlowCastle — last commit 2026-07-25, shares chatbot
    Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platform.
  • dev.safeprompt/mcp — last commit 2026-08-03, shares chatbot
    Detect prompt injection, jailbreaks, and code injection in untrusted text before it reaches an LLM.
  • io.github.AceDataCloud/mcp-aichat — last commit 2026-08-04, shares chatbot
    MCP server for AI dialogue using various LLM models via AceDataCloud
  • io.github.Adgentek/adsmcp — last commit 2026-05-28, shares chatbot
    MCP-native ad server. Monetize AI chatbots and agents with conversational ads.
  • iMessage MCP — last commit 2026-05-13, shares chatbot
    25 tools for searching, analyzing, and exploring your iMessage history on macOS.
  • com.apple-rag/mcp-server — last commit 2026-07-30, shares docs, rag
    Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
  • inkeep-open-knowledge-codebase-wiki — last commit 2026-08-06, shares docs
    How to work in a Codebase Wiki project (the `codebase-wiki` starter pack): an agent-authored, source-grounded wiki of t…
  • inkeep-open-knowledge-consolidate-notes — last commit 2026-08-06, shares docs
    Promote existing research into a canonical article under `articles/` in a Knowledge Base project (the `knowledge-base`…
  • inkeep-open-knowledge-frame-a-proposal — last commit 2026-08-06, shares docs
    Frame a new design proposal (RFC-shape) under proposals/ — problem before solution, named beneficiary and observable ch…
  • inkeep-open-knowledge-knowledge-base — last commit 2026-08-06, shares docs
    How to work in a Knowledge Base project (the `knowledge-base` starter pack). Read when the project has the three-layer…

These share tags the maintainers applied themselves, such as chatbot, docs, rag. 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: ask-ai, chatbot, docs, documentation, docusaurus, mcp, mcp-server, rag, rag-as-a-service, sphinx.

Bring your own setup

We take apart real AI setups every week and show what broke, what cost too much, and what the trace actually said. If you run agents on real work, that is where the useful conversation is.

Join ZBS AI Practice Lab

Sources

  1. TechDocsStudio/biel-mcp on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.