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

mcp server

SkillFM Beacon

AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.

Description as published by the maintainer. Source

  • version 0.1.1
  • slowing

slowing — Most recent push to the repository was 2026-05-20.

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 2026-05-20 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 1 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 0.1.1 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-05-20 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 2026-05-20 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

  • SkillFM Beacon — last commit 2026-05-20, shares agent-monitoring, ai-health, byok
    AI health, token usage, LLM cost optimization, BYOK vault, and cleanup audits for MCP agents.
  • DOS — the trust substrate for agent fleets — last commit 2026-07-17, shares agent-monitoring
    Verify what agents actually shipped, arbitrate file collisions, refuse with structured reasons.
  • com.ainetcafe/ai-netcafe — last commit 2026-08-04, shares llm-cost
    23 agent tools + a measured per-call model cost dataset. No key needed to start.
  • io.github.AbYousef739/signalpipe — last commit 2026-06-11, shares byok
    Agentic Reddit/HN buying-signal detection for Claude Code, Cursor, and Windsurf via MCP.
  • Lumen — last commit 2026-06-07, shares byok
    Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest.
  • io.github.andreisirbu91-lab/mcpspend — last commit 2026-07-29, shares llm-cost
    Query your MCPSpend usage: cost today, top tools, recent sessions, budget projections.
  • com.adspirer/ads — last commit 2026-08-04, shares cline
    Manage Google, Meta, Amazon, TikTok, LinkedIn & ChatGPT ads. 430 tools for campaigns & analytics.
  • com.brainiall/tts — last commit 2026-08-03, shares cline
    Hosted pay-per-use TTS: 54 neural voices, 9 languages incl. Brazilian Portuguese. $10 free credits.
  • Prowlo — Reddit & X for AI agents — last commit 2026-06-18, shares cline
    Reddit & X data for AI agents over MCP. Semantic search, hosted, no Reddit API.
  • io.alterlab/mcp-server — last commit 2026-08-05, shares cline
    Web scraping MCP server — scrape, extract structured data, screenshot any site with anti-bot bypass.

These share tags the maintainers applied themselves, such as agent-monitoring, ai-health, byok, cline. 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.

Also from ericm1018

  • SkillFM BYOK Vault — last commit 2026-05-20
    BYOK vault, provider API key guidance, usage visibility, and SkillFM Beacon checks for MCP agents.
  • SkillFM Claude Code Token Usage — last commit 2026-05-20
    Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.
  • SkillFM LLM Cost Optimizer — last commit 2026-05-20
    LLM cost optimizer for OpenAI, Anthropic, token usage, BYOK, and SkillFM Beacon audits.

How the author describes it

Topics the maintainer set on GitHub: agent-monitoring, ai-agent, ai-health, byok, claude-code, cline, cost-optimizer, cursor, llm-cost, local-vault, mcp, model-context-protocol, token-usage.

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. ericm1018/skillfm-mcp on GitHub — GitHub, observed , trust tier 3.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.