Signals from the technical ecosystem, measured and dated.

KoPass classifies and ranks skills, MCP servers, libraries, models and A2A activity from explainable, traceable measurements. Every figure states its basis.

What’s new

Fresh

Recently catalogued resources, in the order supplied by the catalogue snapshot.

See all
  • hermes-linkOtherActive

    GitHub · JavaScript · Created Sep 15, 2026

    0starsMeasured · Sep 16, 2026
  • web-agent-bridgeAgentActive

    Bridge online web AI agents (Doubao, etc.) to A2A protocol endpoints via a Chrome extension

    GitHub · TypeScript · Created Sep 15, 2026

    0starsMeasured · Sep 16, 2026
  • bot-roomsMCP serverActive

    Agent-to-agent chat rooms for research, independent review, and coordination. MCP tools, HTTP API, and agent skill.

    GitHub · Created Sep 15, 2026

    0starsMeasured · Sep 16, 2026
  • dekh-bhaiSkillActive

    Explain complex code/concepts like the BRO who made you study entire syllabus the night before the exam. Hinglish. Extremely Effective.

    GitHub · Shell · Created Sep 15, 2026

    1starsMeasured · Sep 16, 2026
  • agoraAgentActive

    Propose/vote/veto/quorum primitives for multi-agent systems, layered on MCP and A2A without spec changes.

    GitHub · TypeScript · Created Sep 15, 2026

    0starsMeasured · Sep 16, 2026

Top skills & growth signals

Fresh

Ranked skill signals with their stored momentum window and quality.

Browse skills

Topic in, narrated explainer video out. A Claude Code / Codex skill that turns any topic into a black-canvas motion-graphics explainer video with TTS voiceover, subtitles and a chapter progress bar. Chinese or English; every frame drawn in code with Remotion.

GitHub · TypeScript · Created Sep 8, 2026

100

momentum score · 7 days · Measured

+512.88% relative change

+1,195 absolute change

Claude-RedSkillActive

claude-red is a curated library of offensive security skills designed for the Claude skills system. Each skill is a structured SKILL.md file that primes Claude with expert-level methodology for a specific attack surface — from SQLi to shellcode, EDR evasion to exploit development.

GitHub · Python · Created Mar 4, 2026

97.8

momentum score · 7 days · Measured

+77.77% relative change

+2,375 absolute change

reelbench-skillsSkillActive

Learning notes and tooling skills for AI video - AI 视频相关的学习与工具 skill

GitHub · HTML · Created Sep 11, 2026

97.8

momentum score · 7 days · Measured

+133.11% relative change

+398 absolute change

Tel-AgentSkillActive

AI phone assistant | open-source

GitHub · Python · Created Aug 16, 2026

97

momentum score · 7 days · Measured

+132.85% relative change

+368 absolute change

linkedin-skillsSkillActive

Claude skills for LinkedIn. 11 Claude Code and Codex skills that write human-sounding LinkedIn posts, craft comments that get noticed, analyze your feed, and build a publishing cadence, all from your terminal. Content engineering by Creative Content Crafts. MIT.

GitHub · Python · Created Apr 14, 2026

95.8

momentum score · 7 days · Measured

+61.28% relative change

+951 absolute change

MCP servers

Fresh

Two distinct populations, kept deliberately separate.

Browse MCP servers

Primary metric

1,138

Enriched MCP servers

Catalogue entries classified as MCP servers and enriched across KoPass sources.

Measured · Sep 16, 2026

Secondary · coverage only

32,304

MCP registry records

Raw records from the MCP registry source, shown as a separate coverage figure.

Measured · Sep 16, 2026

These populations are not equivalent and are never added together. Each reading keeps its own measurement date.

A2A protocol

Fresh

Dated public A2A resource readings.

Open A2A

1,904

Public A2A resources

This count describes the public resources measured by the A2A observatory; it is not an MCP or catalogue total.

Measured · Sep 16, 2026

Technology radars

Fresh

Catalogue counts grouped by the domains returned by the snapshot.

View radars
Agents, skills and MCP
38,044
AI / LLM
131
DevOps / Platform
155
Web / JavaScript
141
Rust
123
Data engineering
119
Cloud
109
Cybersecurity
143
Mobile
138