Agents, skills and MCP radar: tools and trends

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

What’s changing

Of 20 comparable tools in Agents, skills et MCP, 20 are increasing, 0 are stable, and 0 are declining. ponytail has the largest measured increase: +9589 GitHub stars. These movements describe only changes in metrics collected over the period.

Measured period: 2026-09-05 to 2026-09-12

Tool ranking

Ranked by measured growth, normalized across sources. 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

    Skill
    Active

    Job-hunting research analyst skill: turn target companies & roles into structured intelligence — salary, tech stack, growth, fit scoring for smarter career decisions

    PythonLicense: MIT
    • agent-skill
    • agent-skills
    • ai-agents
    • ai-skills
    • career

    githubmeasured growthOpen source ↗

    Install git clone https://github.com/qiusuo0226/job-research-analyst-skill ~/.claude/skills/job-research-analyst-skill

    2GitHub stars+1 (+100.0 %)
  2. 2

    Agent
    Active

    A Kubernetes control plane for fleets of conformant AI agents. agentctl provisions, configures (intelligence, tools, instructions), scales, observes, secures, and exposes agents — declaratively, through Custom Resources.

    Rust
    • a2a
    • agent
    • agentctl
    • ai
    • intelligence

    githubmeasured growthOpen source ↗

    2GitHub stars+1 (+100.0 %)
  3. 3

    MCP
    Active

    Give an AI agent a real .NET debugger: breakpoints, stepping, locals, expression evaluation.

    C#License: MIT

      mcpmeasured growthOpen source ↗

      2GitHub stars+1 (+100.0 %)
    • 4

      Agent
      Active

      Autonomous multi-agent coordination for the JVM

      JavaLicense: Apache-2.0
      • a2a-protocol
      • agent-coordination
      • agent-framework
      • autonomous-agents
      • distributed-systems

      githubmeasured growthOpen source ↗

      1GitHub stars+1
    • 5

      MCP
      Active

      Supplement safety for AI agents. 1,500+ rules, NIH+FDA data, quality grading A-D.

      Python

        mcpmeasured growthOpen source ↗

        Remote server, to be declared in the MCP configuration https://elthio-production.up.railway.app/mcp

        1GitHub stars+1
      • 6

        MCP
        Active

        Production-grade MCP Gateway in Go with RBAC, in-flight PII redaction, and audit logging.

        GoLicense: MIT

          mcpmeasured growthOpen source ↗

          1GitHub stars+1
        • 7

          MCP
          Active

          Hosted markdown project wikis your team's AI assistants read, search, and update over MCP.

          JavaScriptLicense: NOASSERTION

            mcpmeasured growthOpen source ↗

            Remote server, to be declared in the MCP configuration https://getagentwiki.com/mcp

            1GitHub stars+1
          • 8

            Agent
            Dormant

            A lawyer for the agent economy. AI agents can request contract review, risk analysis, and legal guidance via A2A protocol.

            PythonLicense: Apache-2.0
            • a2a-protocol
            • agent-to-agent
            • ai
            • ai-agents
            • contract-analysis

            githubmeasured growthOpen source ↗

            1GitHub stars+1
          • 9

            Agent
            Active

            ARGUS — Agentic Risk & Governance Unified Screening | Multi-agent KYC system powered by Azure AI Foundry + Foundry IQ | Microsoft Agents League Hackathon 2026 — Reasoning Agents track

            PythonLicense: MIT
            • a2a-protocol
            • aml
            • azure-ai-foundry
            • compliance
            • foundry-iq

            githubmeasured growthOpen source ↗

            1GitHub stars+1
          • 10

            MCP
            Active

            CogMemory MCP Server — Unified context subsystems for AI coding agents

            TypeScriptLicense: MIT

              mcpmeasured growthOpen source ↗

              Install claude mcp add cogmemory-mcp -- npx cogmemory-mcp

              1GitHub stars+1
            • 11

              Skill
              Active

              Skills for quant research with LLMs that don't fall for the traps nobody talks about. Lookahead bias, ATM detection, survivorship, transaction-cost realism — 10 skills + 11 reproducible evals showing 8 of them measurably improve Haiku…

              PythonLicense: MIT
              • ai-tools
              • anthropic
              • backtest
              • claude-code
              • claude-skills

              githubmeasured growthOpen source ↗

              Install git clone https://github.com/jefrnc/quant-llm-skills ~/.claude/skills/quant-llm-skills

              1GitHub stars+1
            • 12

              MCP
              Active

              Options analytics for AI assistants: chains, IV rank, VRP, Greeks, GEX, expected moves, screeners.

              PythonLicense: MIT

                mcpmeasured growthOpen source ↗

                Install claude mcp add apexvol-mcp -- uvx apexvol-mcp

                1GitHub stars+1
              • 13

                MCP
                Active

                Manage BlazingCDN from AI agents: CDN zones, cache, metrics, domains, cloud storage and video CDN

                ↓ 238 downloads/weekTypeScriptLicense: MIT

                  mcpmeasured growthOpen source ↗

                  Install claude mcp add blazingcdn-mcp -- npx @blazingcdn/mcp

                  2GitHub starsstable
                • 14

                  MCP
                  Active

                  The project tracker for teams of humans and AI agents — in plain files. MCP server + CLI.

                  ↓ 1 132 downloads/weekJavaScriptLicense: MIT

                    mcpmeasured growthOpen source ↗

                    Install claude mcp add hubd -- npx @bzdos/hubd

                    2GitHub starsstable
                  • 15

                    Skill
                    Dormant

                    A Claude Code skill for structured end-of-session handoffs — 7-section chat summary so a fresh agent can continue without losing context

                    MarkdownLicense: MIT
                    • ai-agent
                    • anthropic
                    • claude-code
                    • claude-code-skills
                    • context-management

                    githubmeasured growthOpen source ↗

                    Install git clone https://github.com/thenguyenvn90/claude-session-handoff ~/.claude/skills/claude-session-handoff

                    2GitHub starsstable
                  • 16

                    MCP
                    Active

                    Deterministic intent preflight before your agent builds: six gates, keyless, no model call.

                    ↓ 1 217 downloads/weekLicense: NOASSERTION

                      mcpmeasured growthOpen source ↗

                      Install claude mcp add mcp-server -- npx @pathmode/mcp-server

                      2GitHub starsstable
                    • 17

                      Skill
                      Dormant

                      Agent Skill to inventory, check, and safely update GitHub-sourced Codex and Claude Code skills.

                      PythonLicense: MIT
                      • agent-skill
                      • claude-code-skill
                      • codex-skill
                      • github-skills
                      • skills-updater

                      githubmeasured growthOpen source ↗

                      Install git clone https://github.com/wentAInx/update-github-skills ~/.claude/skills/update-github-skills

                      2GitHub starsstable
                    • 18

                      MCP
                      Active

                      Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge.

                      ↓ 36 downloads/weekTypeScriptLicense: MIT

                        mcpmeasured growthOpen source ↗

                        Install claude mcp add multimodal-rag-mcp-server -- npx @calypsohq/multimodal-rag-mcp-server

                        2GitHub starsstable
                      • 19

                        MCP
                        Active

                        MCP server for Alembica validation, extraction, cost estimation, and schema queries.

                        GoLicense: AGPL-3.0

                          mcpmeasured growthOpen source ↗

                          2GitHub starsstable
                        • 20

                          MCP
                          Active

                          MCP server for retrieving Japanese stock market data via J-Quants API v2

                          ↓ 1 578 downloads/weekPythonLicense: MIT

                            mcpmeasured growthOpen source ↗

                            Install claude mcp add jquants-mcp -- uvx jquants-mcp

                            2GitHub starsstable
                          • 21

                            Other
                            Dormant

                            AI dev workflow orchestrator — Claude Code skill coordinating gstack + superpowers

                            Shell
                            • ai-workflow
                            • claude-code
                            • claude-code-skill
                            • developer-tools
                            • gstack

                            githubmeasured growthOpen source ↗

                            2GitHub starsstable
                          • 22

                            MCP
                            Active

                            Self-hosted remote MCP memory server for ChatGPT and AI agents.

                            TypeScriptLicense: MIT

                              mcpmeasured growthOpen source ↗

                              Remote server, to be declared in the MCP configuration https://{worker_domain}/mcp

                              2GitHub starsstable
                            • 23

                              MCP
                              Active

                              Keyless web access for AI agents: read bot-walled pages as Markdown, search, grab assets

                              ↓ 137 downloads/weekPythonLicense: MIT

                                mcpmeasured growthOpen source ↗

                                Install claude mcp add searchts -- uvx searchts

                                2GitHub starsstable
                              • 24

                                MCP
                                Active

                                Focused, production-ready CLI: turn any OpenAPI REST API into an MCP server.

                                ↓ 1 642 downloads/weekPythonLicense: MIT

                                  mcpmeasured growthOpen source ↗

                                  Install claude mcp add mcpify -- uvx mcpify-openapi

                                  2GitHub starsstable
                                • 25

                                  MCP
                                  Active

                                  MCP server connecting Claude Code to GitHub for an issue to branch to PR to close workflow.

                                  TypeScriptLicense: MIT

                                    mcpmeasured growthOpen source ↗

                                    Install claude mcp add okffs -- npx @neturely/okffs

                                    2GitHub starsstable