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.
- 1Active
loci
MCPScoped memory for coding agents: picks the right project, answers in scope, or abstains.
mcpmeasured growthOpen source ↗
Install
claude mcp add loci -- uvx loci-mem1GitHub starsstable - 2Dormant
Agent skill for devcontainer.json, the Dev Container spec, Features, Templates & tools (VS Code, Codespaces, Cursor, Zed, Podman).
githubmeasured growthOpen source ↗
Install
git clone https://github.com/afonsograca/devcontainers-best-practices ~/.claude/skills/devcontainers-best-practices1GitHub starsstable - 3Active
Hemnet.se real estate for Claude: search, sold prices, listings & market stats
mcpmeasured growthOpen source ↗
Install
claude mcp add hemnet-mcp -- npx hemnet-mcp1GitHub starsstable - 4Active
Transcode/conform/splice video, convert docs, transcribe audio for AI agents. Free $1 trial.
mcpmeasured growthOpen source ↗
Install
claude mcp add botverse -- npx botverse-mcp1GitHub starsstable - 5Active
MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3)
mcpmeasured growthOpen source ↗
Install
claude mcp add mlflow -- npx @us-all/mlflow-mcp1GitHub starsstable - 6Active
Extended Google Docs for Claude via gogcli — auth + full Docs and comments support
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp-docs -- npx gogcli-mcp-docs1GitHub starsstable - 7Active
Google Classroom via gogcli for Claude — courses, assignments, submissions, grading
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp-classroom -- npx gogcli-mcp-classroom1GitHub starsstable - 8Active
Extended Google Sheets for Claude via gogcli — auth + full Sheets support
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp-sheets -- npx gogcli-mcp-sheets1GitHub starsstable - 9Active
Writing MCP
MCPMetadata-first fiction editing and reasoning tools for long-form writing projects.
mcpmeasured growthOpen source ↗
Install
claude mcp add mcp-writing -- npx @hanna84/mcp-writing1GitHub starsstable - 10Active
Weavatrix Online extension: guarded sync, advisories, malware review, architecture contracts.
mcpmeasured growthOpen source ↗
Install
claude mcp add weavatrix-online -- npx weavatrix-online1GitHub starsstable - 11Active
Ovellum
MCPAuto, manual, or hybrid docs that never fall out of sync.
mcpmeasured growthOpen source ↗
Install
claude mcp add ovellum -- npx ovellum1GitHub starsstable - 12Active
Google Drive via gogcli for Claude — search, upload, download, permissions
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp-drive -- npx gogcli-mcp-drive1GitHub starsstable - 13Active
UK company data: profiles, iXBRL financials, directors, PSC chains, ECCTA. Hosted, no key.
mcpmeasured growthOpen source ↗
Install
claude mcp add registrum-mcp -- npx @registrum/mcp1GitHub starsstable - 14Active
Google Slides via gogcli for Claude — deck and slide authoring
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp-slides -- npx gogcli-mcp-slides1GitHub starsstable - 15Active
Connect any AI coding app to enterprise data sources. One binary, one JSON config.
mcpmeasured growthOpen source ↗
Install
claude mcp add oe-mcp -- npx @openenthrium/oe-mcp1GitHub starsstable - 16Active
Connect Redash to Claude -- query data, manage dashboards, and run SQL with natural language.
mcpmeasured growthOpen source ↗
Install
claude mcp add redash-mcp -- npx redash-mcp1GitHub starsstable - 17Active
Google Sheets (and more) for Claude via gogcli — read, write, and manage spreadsheets
mcpmeasured growthOpen source ↗
Install
claude mcp add gogcli-mcp -- npx gogcli-mcp1GitHub starsstable - 18Active
Local multi-client RAG server over the Model Context Protocol.
mcpmeasured growthOpen source ↗
Install
claude mcp add cortex -- uvx cortex-local-rag1GitHub starsstable - 19Active
World's fastest domain check. Or the second — dispute it. 52 TLDs, 7 registrars, no API key.
mcpmeasured growthOpen source ↗
Install
claude mcp add domain-check-skills-mcp -- npx domain-check-skills-mcp1GitHub starsstable - 20Active
HEU Legal e-signature MCP: manage HEU documents and PDFs, prompt signers, download PDFs.
mcpmeasured growthOpen source ↗
Install
claude mcp add heu-mcp -- uvx heu-mcp1GitHub starsstable - 21Active
SaaS intelligence for AI agents. 5 unified tools cover 1,000+ services with 91-96% token savings.
mcpmeasured growthOpen source ↗
Install
claude mcp add kansei-mcp-server -- npx @kansei-link/mcp-server1GitHub starsstable - 22Active
Unofficial MCP server for the Pixabay API: search and fetch royalty-free images and videos.
mcpmeasured growthOpen source ↗
Install
claude mcp add pixabay-mcp-server -- npx @hanoak/pixabay-mcp-server1GitHub starsstable - 23Active
KYB data from 23 European business registries — search, financials, compliance, network graphs
mcpmeasured growthOpen source ↗
Install
claude mcp add entyrix-mcp -- npx @entyrix/mcp1GitHub starsstable - 24Active
Junê
MCPShared, cited knowledge-graph memory for agents — ask, search, remember, keep standing instructions
mcpmeasured growthOpen source ↗
Install
claude mcp add june-mcp -- uvx june-mcp1GitHub starsstable - 25Active
OrchestrUI
MCPDeterministic UI policy, discovery and audits for coding agents across seven ecosystems.
mcpmeasured growthOpen source ↗
Install
claude mcp add orchestrui -- npx orchestrui1GitHub starsstable