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

    Composable, tunable cheminformatics workflows: library preparation, clustering, docking, and more.

    ↓ 41 downloads/weekPythonLicense: MIT

      mcpmeasured growthOpen source ↗

      Install claude mcp add cmxflow -- uvx cmxflow

      1GitHub starsstable
    • 2

      MCP
      Active

      Ask what you earn across every income stream: Stripe, affiliates, app stores, ads, manual.

      ↓ 41 downloads/weekTypeScriptLicense: MIT

        mcpmeasured growthOpen source ↗

        Install claude mcp add incomeos -- npx incomeos-mcp

        1GitHub starsstable
      • 3

        MCP
        Dormant

        MCP server for Should I Go? — real-time surf conditions for 73+ beaches worldwide

        ↓ 41 downloads/weekJavaScriptLicense: MIT

          mcpmeasured growthOpen source ↗

          Install claude mcp add shouldigo-surf -- npx shouldigo-surf-mcp

          1GitHub starsstable
        • 4

          MCP
          Active

          13 security recon tools for AI agents — DNS, SSL, HTTP, email, ports, ASN. Health Score 0-100.

          ↓ 41 downloads/weekJavaScript

            mcpmeasured growthOpen source ↗

            Install claude mcp add dechonet-mcp -- npx dechonet-mcp

            1GitHub starsstable
          • 5

            MCP
            Active

            MCP server for IDA Pro: decompiler, disassembler, and analysis tools for MCP clients.

            ↓ 27 downloads/weekPythonLicense: MIT

              mcpmeasured growthOpen source ↗

              Install claude mcp add idamesh -- uvx idamesh

              1GitHub starsstable
            • 6

              MCP
              Dormant

              MCP server for generating changelogs from conventional commits.

              ↓ 42 downloads/weekJavaScript

                mcpmeasured growthOpen source ↗

                Install claude mcp add changelog -- npx changelog-forge-mcp

                1GitHub starsstable
              • 7

                MCP
                Dormant

                Generate changelogs from git commit history

                ↓ 42 downloads/weekJavaScript

                  mcpmeasured growthOpen source ↗

                  Install claude mcp add changelog-forge-mcp -- npx changelog-forge-mcp

                  1GitHub starsstable
                • 8

                  MCP
                  Dormant

                  IP address and subnet calculator, CIDR notation

                  ↓ 42 downloads/weekJavaScript

                    mcpmeasured growthOpen source ↗

                    Install claude mcp add ip-calc-mcp -- npx ip-calc-mcp

                    1GitHub starsstable
                  • 9

                    MCP
                    Dormant

                    MCP server for IP calculations: subnets, CIDR, ranges, network info.

                    ↓ 42 downloads/weekJavaScript

                      mcpmeasured growthOpen source ↗

                      Install claude mcp add ip-calc -- npx ip-calc-mcp

                      1GitHub starsstable
                    • 10

                      MCP
                      Dormant

                      MCP Server for TimeZest: manage appointments, pending requests, and ticket schedules in Claude.

                      ↓ 42 downloads/weekTypeScriptLicense: NOASSERTION

                        mcpmeasured growthOpen source ↗

                        Install claude mcp add timezest-mcp -- npx timezest-mcp

                        1GitHub starsstable
                      • 11

                        MCP
                        Active

                        Scrape social data from TikTok, Instagram, YouTube, X, LinkedIn, Reddit, and ad libraries.

                        ↓ 43 downloads/weekTypeScriptLicense: MIT

                          mcpmeasured growthOpen source ↗

                          Install claude mcp add sociavault-mcp -- npx sociavault-mcp

                          1GitHub starsstable
                        • 12

                          MCP
                          Active

                          MCP server for the Unsplash API: search & fetch photos with attribution + download tracking.

                          ↓ 42 downloads/weekTypeScriptLicense: MIT

                            mcpmeasured growthOpen source ↗

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

                            1GitHub starsstable
                          • 13

                            MCP
                            Active

                            Self-reported attribution: which channel and which creator your users first heard you from.

                            ↓ 42 downloads/weekTypeScriptLicense: MIT

                              mcpmeasured growthOpen source ↗

                              Install claude mcp add human-survey -- npx humansurvey-mcp

                              1GitHub starsstable
                            • 14

                              MCP
                              Active

                              Shared memory MCP server for AI coding agents — local by default, team-shared via threadctx.dev.

                              ↓ 42 downloads/weekTypeScriptLicense: MIT

                                mcpmeasured growthOpen source ↗

                                Install claude mcp add threadctx-mcp -- npx threadctx-mcp

                                1GitHub starsstable
                              • 15

                                MCP
                                Active

                                Give your bot an identity!

                                ↓ 42 downloads/weekTypeScriptLicense: MIT

                                  mcpmeasured growthOpen source ↗

                                  Install claude mcp add bling-bag -- npx bling-bag

                                  1GitHub starsstable
                                • 16

                                  MCP
                                  Active

                                  SEC filing MCP for AI agents — insider signals, 13F flow, material events. Pre-computed.

                                  ↓ 43 downloads/weekTypeScriptLicense: MIT

                                    mcpmeasured growthOpen source ↗

                                    Install claude mcp add toolstem-sec-mcp-server -- npx toolstem-sec-mcp-server

                                    1GitHub starsstable
                                  • 17

                                    MCP
                                    Dormant

                                    Persistent memory for AI agents. Remember, recall, and explore a shared knowledge graph.

                                    ↓ 31 downloads/weekJavaScriptLicense: MIT

                                      mcpmeasured growthOpen source ↗

                                      Install claude mcp add memory -- npx @sharedmemory/mcp-server

                                      1GitHub starsstable
                                    • 18

                                      MCP
                                      Dormant

                                      The document publishing layer for AI tools. Convert markdown to 6 destinations, 62 templates.

                                      ↓ 42 downloads/weekJavaScriptLicense: MIT

                                        mcpmeasured growthOpen source ↗

                                        Install claude mcp add mcp-server -- npx @un-markdown/mcp-server

                                        1GitHub starsstable
                                      • 19

                                        MCP
                                        Active

                                        Memory for AI agents: persistent L1/L2/L3, web-search savings, thread memory.

                                        ↓ 27 downloads/weekPythonLicense: MIT

                                          mcpmeasured growthOpen source ↗

                                          Install claude mcp add vibo-memory -- npx @vibo-dev/vibo-mcp

                                          1GitHub starsstable
                                        • 20

                                          MCP
                                          Dormant

                                          Comprehensive tools for discrete mathematics: logic, algorithms, number theory, cryptography

                                          ↓ 42 downloads/weekTypeScript

                                            mcpmeasured growthOpen source ↗

                                            Install claude mcp add discrete-structures -- uvx discrete-structures-mcp

                                            1GitHub starsstable
                                          • 21

                                            MCP
                                            Active

                                            AI-powered localization — translate, manage translation memory, and access style guides.

                                            ↓ 42 downloads/weekPythonLicense: MIT

                                              mcpmeasured growthOpen source ↗

                                              Install claude mcp add nativ -- uvx nativ-mcp

                                              1GitHub starsstable
                                            • 22

                                              MCP
                                              Active

                                              Persistent stateful remote SSH sessions for AI agents via MCP + OpenSSH.

                                              ↓ 43 downloads/weekTypeScriptLicense: MIT

                                                mcpmeasured growthOpen source ↗

                                                Install claude mcp add remote-ssh-mcp -- npx @zyluo/remote-ssh-mcp

                                                1GitHub starsstable
                                              • 23

                                                MCP
                                                Active

                                                Smarter Weather MCP: forecasts, alerts, outlooks, observations, AQI, grids, and map imagery.

                                                ↓ 31 downloads/weekTypeScriptLicense: MIT

                                                  mcpmeasured growthOpen source ↗

                                                  Install claude mcp add weather -- npx @smarterweather/mcp-weather

                                                  1GitHub starsstable
                                                • 24

                                                  MCP
                                                  Dormant

                                                  MCP server for Blip disposable email — create inboxes, receive emails, extract OTP codes

                                                  ↓ 42 downloads/weekKotlinLicense: NOASSERTION

                                                    mcpmeasured growthOpen source ↗

                                                    Install claude mcp add email -- npx @useblip/email

                                                    1GitHub starsstable
                                                  • 25

                                                    MCP
                                                    Active

                                                    Single MCP hub: discover, add, audit, and govern MCP servers across every AI client.

                                                    ↓ 42 downloads/weekTypeScriptLicense: MIT

                                                      mcpmeasured growthOpen source ↗

                                                      Install claude mcp add mcp-launcher -- npx curatedmcp

                                                      1GitHub starsstable