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

    MCP
    Active

    Agent-native UI/UX design validation: journey completeness, state coverage, and WCAG checks.

    ↓ 24 downloads/weekTypeScriptLicense: MIT

      mcpmeasured growthOpen source ↗

      Install claude mcp add uxloom -- npx uxloom

      1GitHub starsstable
    • 2

      MCP
      Dormant

      MCP server for Google Ads — 22 tools for spend diagnosis, impression share, and asset performance.

      ↓ 80 downloads/weekTypeScriptLicense: MIT

        mcpmeasured growthOpen source ↗

        Install claude mcp add google-ads-mcp -- npx @zleventer/google-ads-mcp

        1GitHub starsstable
      • 3

        MCP
        Active

        Structured thinking grids for AI agents: deterministic analysis frames, validation, learned traps

        ↓ 229 downloads/weekPythonLicense: Apache-2.0

          mcpmeasured growthOpen source ↗

          Install claude mcp add multidim-mcp -- uvx multidim-mcp

          1GitHub starsstable
        • 4

          MCP
          Active

          Open-source, self-hosted conversation QA for voice agents. MIT.

          ↓ 142 downloads/weekPythonLicense: MIT

            mcpmeasured growthOpen source ↗

            Install claude mcp add hotato -- uvx hotato

            1GitHub starsstable
          • 5

            MCP
            Active

            Dynamic context loading for AI assistants with TDD workflow and AST analysis

            ↓ 71 downloads/weekTypeScriptLicense: GPL-3.0

              mcpmeasured growthOpen source ↗

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

              1GitHub starsstable
            • 6

              MCP
              Active

              MCP Server for iceDQ Data Reliability Platform

              ↓ 179 downloads/weekJavaScriptLicense: Apache-2.0

                mcpmeasured growthOpen source ↗

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

                1GitHub starsstable
              • 7

                MCP
                Active

                Google Sheets (and more) for Claude via gogcli — read, write, and manage spreadsheets

                ↓ 119 downloads/weekTypeScriptLicense: MIT

                  mcpmeasured growthOpen source ↗

                  Install claude mcp add gogcli-mcp -- npx gogcli-mcp

                  1GitHub starsstable
                • 8

                  MCP
                  Active

                  Deterministic fitness calculators — TDEE, adaptive TDEE, body fat, 1RM, macros — with consensus.

                  ↓ 89 downloads/weekTypeScriptLicense: MIT

                    mcpmeasured growthOpen source ↗

                    Install claude mcp add fitness-tools -- npx @almostjacked/fitness-tools-mcp

                    1GitHub starsstable
                  • 9

                    MCP
                    Active

                    Read-only Workday for Claude — fetch tasks, pay, benefits via your signed-in session

                    ↓ 363 downloads/weekTypeScriptLicense: MIT

                      mcpmeasured growthOpen source ↗

                      Install claude mcp add workday-mcp -- npx workday-mcp

                      1GitHub starsstable
                    • 10

                      MCP
                      Active

                      A security-focused MCP server for self-hosted n8n Community Edition.

                      ↓ 79 downloads/weekTypeScriptLicense: MIT

                        mcpmeasured growthOpen source ↗

                        Install claude mcp add n8n-mcp-community -- npx n8n-mcp-community

                        1GitHub starsstable
                      • 11

                        MCP
                        Active

                        High-entropy alloy and oxide descriptors, phase rules, corpus, properties, and design tools.

                        ↓ 535 downloads/weekPythonLicense: MIT

                          mcpmeasured growthOpen source ↗

                          Install claude mcp add hea-bench -- uvx hea-bench

                          1GitHub starsstable
                        • 12

                          MCP
                          Active

                          Build Laravel apps through conversation. Code stored as structured JSON for surgical AI edits.

                          ↓ 130 downloads/weekJavaScript

                            mcpmeasured growthOpen source ↗

                            Install claude mcp add stellify-mcp -- npx @stellisoft/stellify-mcp

                            1GitHub starsstable
                          • 13

                            MCP
                            Active

                            MCP control plane: local server discovery, profiles, capability bundles, and policy audits.

                            ↓ 360 downloads/weekTypeScriptLicense: MIT

                              mcpmeasured growthOpen source ↗

                              Install claude mcp add ellmos-controlcenter-mcp -- npx ellmos-controlcenter-mcp

                              1GitHub starsstable
                            • 14

                              MCP
                              Active

                              Company, KYB, VAT, sanctions, LEI and address data for 15 EU countries.

                              ↓ 50 downloads/weekTypeScript

                                mcpmeasured growthOpen source ↗

                                Install claude mcp add nordic-data -- npx nordic-data-mcp

                                1GitHub starsstable
                              • 15

                                MCP
                                Active

                                Default trust layer for agentic payments: authorize agent spend, evidence, receipts, settlement.

                                ↓ 103 downloads/weekTypeScriptLicense: Apache-2.0

                                  mcpmeasured growthOpen source ↗

                                  Install claude mcp add paybond -- npx @paybond/kit

                                  1GitHub starsstable
                                • 16

                                  MCP
                                  Active

                                  Visa and entry requirements for any passport/destination pair, in 15 languages. Free key.

                                  ↓ 222 downloads/weekJavaScriptLicense: MIT

                                    mcpmeasured growthOpen source ↗

                                    Install claude mcp add orizn-visa-mcp -- npx orizn-visa-mcp

                                    1GitHub starsstable
                                  • 17

                                    MCP
                                    Active

                                    Live stock, crypto, SEC filings, insider trades, FX and macro data for LLM agents.

                                    ↓ 144 downloads/weekJavaScriptLicense: MIT

                                      mcpmeasured growthOpen source ↗

                                      Install claude mcp add finance-mcp -- npx finance-data-mcp

                                      1GitHub starsstable
                                    • 18

                                      MCP
                                      Active

                                      Preserve a user-authorized judgment and append later answers. No model verdict or human score.

                                      ↓ 154 downloads/weekTypeScriptLicense: NOASSERTION

                                        mcpmeasured growthOpen source ↗

                                        Install claude mcp add argus-decision-mcp -- npx argus-decision-mcp

                                        1GitHub starsstable
                                      • 19

                                        MCP
                                        Active

                                        Local MCP tools for crawler-readability and discovery-file diagnostics.

                                        ↓ 235 downloads/weekJavaScriptLicense: Apache-2.0

                                          mcpmeasured growthOpen source ↗

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

                                          1GitHub starsstable
                                        • 20

                                          MCP
                                          Active

                                          Microsoft Graph MCP server — 85 tools for mail, calendar, Teams, files, SharePoint, and Entra ID

                                          ↓ 116 downloads/weekPythonLicense: MIT

                                            mcpmeasured growthOpen source ↗

                                            Install claude mcp add ms-graph-mcp -- uvx ms-graph-mcp

                                            1GitHub starsstable
                                          • 21

                                            MCP
                                            Active

                                            Run builds, tests, and benchmarks on your own Tailscale compute node.

                                            ↓ 91 downloads/weekTypeScriptLicense: MIT

                                              mcpmeasured growthOpen source ↗

                                              Install claude mcp add tailscale-compute -- npx @dylantirandaz/tailscale-compute-mcp

                                              1GitHub starsstable
                                            • 22

                                              MCP
                                              Active

                                              Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.

                                              ↓ 345 downloads/weekPythonLicense: MIT

                                                mcpmeasured growthOpen source ↗

                                                Install claude mcp add robo-cortex -- uvx robo-cortex

                                                1GitHub starsstable
                                              • 23

                                                MCP
                                                Active

                                                Unofficial MCP server for the Pixabay API: search and fetch royalty-free images and videos.

                                                ↓ 37 downloads/weekTypeScriptLicense: MIT

                                                  mcpmeasured growthOpen source ↗

                                                  Install claude mcp add pixabay-mcp-server -- npx @hanoak/pixabay-mcp-server

                                                  1GitHub starsstable
                                                • 24

                                                  MCP
                                                  Active

                                                  Symbols.app MCP — docs, code generation, publishing, CLI/SDK reference

                                                  ↓ 240 downloads/weekPython

                                                    mcpmeasured growthOpen source ↗

                                                    Install claude mcp add symbols-mcp -- uvx symbols-mcp

                                                    1GitHub starsstable
                                                  • 25

                                                    MCP
                                                    Active

                                                    RunAPI MCP server for Midjourney: create tasks, poll status, check pricing.

                                                    ↓ 80 downloads/weekTypeScriptLicense: Apache-2.0

                                                      mcpmeasured growthOpen source ↗

                                                      Install claude mcp add midjourney-mcp -- npx @runapi.ai/midjourney-mcp

                                                      1GitHub starsstable