Agents, skills and MCP radar: agents and agent frameworks

Momentum based on available 7-day snapshots for Agents, skills and MCP: measured with two snapshots, estimated otherwise. Each value shows its own source window. This page reads stored snapshots only.

Radar filters

Tool ranking

Mixed ranking: measured growth takes priority; entries without two snapshots are estimated. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.

  1. 1

    Agent
    Active

    VCAP: Verified Commerce for Agent Protocols — Open standard for settling agent-to-agent transactions with cryptographic proof of delivery

    githubmeasured growthOpen source ↗

    0GitHub starsstable
  2. 2
    Dormant

    Companion repo for Golden Jacket Field Notes Week 2: Reference implementations of Strands, AgentCore, MCP, and A2A.

    githubmeasured growthOpen source ↗

    0GitHub starsstable
  3. 3

    Agent
    Active

    Lets long-running AI workflows pause for approval and resume exactly once after disconnects or restarts, without binding to one agent protocol.

    githubmeasured growthOpen source ↗

    0GitHub starsstable
  4. 4

    Agent
    Active

    peer messaging between AI agents, with a human at the gate — one file, zero dependencies.

    githubestimated momentumOpen source ↗

    3GitHub stars·
  5. 5

    Agent
    Active

    Zero-trust autonomous cloud-ops swarm on Google Cloud. Gemini agents diagnose live incidents, judge their own remediation plans, and execute real Cloud Run changes behind a single-use cryptographic human gate, then verify the change…

    githubestimated momentumOpen source ↗

    1GitHub stars·
  6. 6

    Agent
    Active

    An agent marketplace for BNB Chain that calls every agent before it lists it

    githubestimated momentumOpen source ↗

    1GitHub stars·
  7. 7
    Active

    EU AI Act Article 12 compliant audit logger for A2A protocol agents

    githubestimated momentumOpen source ↗

    0GitHub stars·
  8. 8
    Active

    Multi-agent KYC/AML prototype: MCP tool access with policy-based authorisation at the tool-call boundary, A2A handoff across Vertex AI and Bedrock, LangGraph workflow, audit trail

    githubestimated momentumOpen source ↗

    0GitHub stars·
  9. 9

    Agent
    Active

    A powerful, multi-agent AI system demonstrating strict separation of concerns using Agent-to-Agent (A2A) communication and the Model Context Protocol (MCP) for complex web research and task execution.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  10. 10
    Active

    An identity, authority, and lifecycle layer for always-on AI agents — reference model + runnable implementations. The existence layer beneath MCP and A2A.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  11. 11
    Active

    Agent Interaction Receipt (AIR) — verifiable, content-free receipts for machine-to-machine interactions. Spec + verifier + test vectors.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  12. 12
    Dormant

    Audit of 100 AI agent projects' machine-readability to other AI agents. Average score: 6.3/100.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  13. 13
    Dormant

    Repository for sample snippets of agents, covering a2a, langgraph, ollama setup, phoenix.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  14. 14
    Dormant

    ADK, MCP, A2A, AP2

    githubestimated momentumOpen source ↗

    0GitHub stars·
  15. 15

    Agent
    Active

    The missing trust layer for agent-to-agent commerce: a neutral clearinghouse where any agent buys AND sells, with machine-verifiable escrow, reputation, and day-one monetization.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  16. 16

    Agent
    Active

    Evidence about ERC-8004 agents on BNB Smart Chain, gathered by calling them. Kawal dials the endpoint a registration declares, keeps every result, and writes the measurements back into the Reputation Registry. BNB Chain hackathon: The Smart…

    githubestimated momentumOpen source ↗

    0GitHub stars·
  17. 17
    Active

    Host-agent orchestration combining A2A agent-to-agent communication with MCP tool integration — registry, capability discovery, dynamic task routing

    githubestimated momentumOpen source ↗

    0GitHub stars·
  18. 18

    Agent
    Dormant

    Visual debugger for Agent-to-Agent (A2A) multi-agent systems — real-time tracing of inter-agent communication

    githubestimated momentumOpen source ↗

    0GitHub stars·
  19. 19
    Active

    Production-oriented AIOps agent engineering prototype with MCP, LangGraph, AG-UI, durable state, reliable tool execution, HITL, sandboxing, and evals.

    githubestimated momentumOpen source ↗

    0GitHub stars·
  20. 20
    Dormant

    Introduction to Agents, Agent Tools & Interoperability (MCP), Context Engineering: Sessions & Memory, Agent Quality, Prototype to Production

    githubestimated momentumOpen source ↗

    0GitHub stars·
  21. 21

    Agent
    Dormant

    Official website for AgentAnycast — decentralized P2P runtime for AI agents

    githubestimated momentumOpen source ↗

    0GitHub stars·
  22. 22
    Dormant

    Open specification for agent-readiness — 25 checks across HTTP-protocol and content-shape practices, organized into a 3-tier ladder (L1–L3). CC-BY 4.0.

    githubestimated momentumOpen source ↗

    0GitHub stars·

Learning resources

Estimated ranking: fewer than two daily snapshots are not enough to measure growth. These resources remain available separately and do not take part in the main tool ranking.

  1. 1
    ActiveOpen source ↗

    Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1

    githubResourceestimated momentum
    75 687GitHub stars·
  2. 2
    ActiveOpen source ↗

    A collection of projects built while learning the AI agent stack.

    githubResourceestimated momentum
    1GitHub stars·
  3. 3
    ActiveOpen source ↗

    A collection of LLM-powered Real-World applications and projects

    githubResourceestimated momentum
    0GitHub stars·