工具说明为英文。
技术工具雷达: Agents, skills and MCP
雷达筛选条件
近期变化
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.
测量周期：2026-09-05 至 2026-09-12
工具排名
按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 1活跃
MCP server for managing Apidog test cases, scenarios, suites, and test data
mcp实测增长打开来源 ↗
安装
claude mcp add apidog-tests-mcp -- npx @acabala/apidog-tests-mcp1GitHub 星标稳定 - 2活跃
Norwegian local-food MCP: 1,431+ farms, shops, markets + umbrellas (Bondens marked, Hanen, REKO).
mcp实测增长打开来源 ↗
安装
claude mcp add lokal-mcp -- npx lokal-mcp1GitHub 星标稳定 - 3活跃
Plain-English browser tests for AI agents: real Chrome, deterministic verdicts. Free, no API keys.
mcp实测增长打开来源 ↗
安装
claude mcp add browserbash -- npx browserbash-cli1GitHub 星标稳定 - 4活跃
Numbers-LE
MCPExtract numeric values from config files, data files and plain text.
mcp实测增长打开来源 ↗
安装
claude mcp add numbers-le -- npx numbers-le-mcp1GitHub 星标稳定 - 5休眠
Scan MCP servers and skill files for AVE vulnerabilities. Conformance scoring and threat intel.
mcp实测增长打开来源 ↗
安装
claude mcp add bawbel-mcp -- uvx bawbel-mcp1GitHub 星标稳定 - 6活跃
Pre-execution governance for AI agents. Validates tool calls before they execute.
mcp实测增长打开来源 ↗
安装
claude mcp add promptspeak -- npx @chrbailey/promptspeak-mcp-server1GitHub 星标稳定 - 7活跃
Bee — The Progressive Intelligence Engine: tiered LLM, 4 tools, hosted API, free tier.
mcp实测增长打开来源 ↗
安装
claude mcp add bee -- uvx bee-sdk1GitHub 星标稳定 - 8活跃
Attach weapons and props to rigged 3D characters: hand-bone detection, fist close, engine binds.
mcp实测增长打开来源 ↗
安装
claude mcp add mcp -- npx @gripforgeai/mcp1GitHub 星标稳定 - 9活跃
ATAG 2.0 (Authoring Tool Accessibility Guidelines) guidance for authoring tool developers
mcp实测增长打开来源 ↗
安装
claude mcp add atag-mcp -- npx atag-mcp1GitHub 星标稳定 - 10活跃
Astrology from a real ephemeris: natal charts, transits, synastry, eclipses, returns. No API keys.
mcp实测增长打开来源 ↗
安装
claude mcp add auseklis -- npx auseklis1GitHub 星标稳定 - 11活跃
Cited 'why was this decided?' answers for your repo and for React, Kubernetes, and Rust.
mcp实测增长打开来源 ↗
安装
claude mcp add lema-mcp -- npx lema-mcp1GitHub 星标稳定 - 12休眠
Unix/ISO timestamp conversion, timezone math, duration calc
mcp实测增长打开来源 ↗
安装
claude mcp add timestamp-forge-mcp -- npx timestamp-forge-mcp1GitHub 星标稳定 - 13休眠
Connect AI assistants to eToro for portfolio analysis, market research, and trading.
mcp实测增长打开来源 ↗
安装
claude mcp add etoro-mcp-server -- npx etoro-mcp-server1GitHub 星标稳定 - 14休眠
MCP server for timestamp conversion — Unix, ISO 8601, relative time
mcp实测增长打开来源 ↗
安装
claude mcp add timestamp -- npx timestamp-forge-mcp1GitHub 星标稳定 - 15活跃
Front MCP
MCPMCP server for Front: conversations, contacts, messages, tags, and inbox workflows.
mcp实测增长打开来源 ↗
安装
claude mcp add front-mcp -- npx @houst-com/front-mcp1GitHub 星标稳定 - 16休眠
Stealth Chromium MCP server with hybrid AOM + Set-of-Mark vision and Readability extraction.
mcp实测增长打开来源 ↗
安装
claude mcp add stealth-agent-browser-mcp -- npx stealth-agent-browser-mcp1GitHub 星标稳定 - 17活跃
Paths-LE
MCPExtract file and directory paths from config files and code, with their kind and position.
mcp实测增长打开来源 ↗
安装
claude mcp add paths-le -- npx paths-le-mcp1GitHub 星标稳定 - 18休眠
MCP server connecting Jira (Cloud + Server) with GitHub/GitLab. Branches, issues, PRs, flows.
mcp实测增长打开来源 ↗
安装
claude mcp add devflow-mcp -- npx @cocaxcode/devflow-mcp1GitHub 星标稳定 - 19休眠
JSON contract registry and validator for structured LLM and agent outputs.
mcp实测增长打开来源 ↗
安装
claude mcp add json-contracts -- npx json-contracts1GitHub 星标稳定 - 20休眠
Add text or logo watermarks to images via the Markly.cloud API. Batch supported.
mcp实测增长打开来源 ↗
安装
claude mcp add markly -- npx markly-mcp-server1GitHub 星标稳定 - 21活跃
XFuel
MCPSubmit AI inference to XFuel, pay per task (USDC via x402 or TFUEL), fetch/verify ZK proofs.
mcp实测增长打开来源 ↗
安装
claude mcp add xfuel-mcp -- npx xfuel-mcp1GitHub 星标稳定 - 22休眠
Clarity and memory persistent workspace context manager for Claude.
mcp实测增长打开来源 ↗
安装
claude mcp add clarik-mcp-server -- npx clarik1GitHub 星标稳定 - 23活跃
Squish
MCPGive AI random access to video: timestamped contact sheets + zoom into any start/end range.
mcp实测增长打开来源 ↗
安装
claude mcp add squish -- npx @getsquish/squish1GitHub 星标稳定 - 24休眠
AI HR toolkit: 24 MCP tools for resume parsing, skill extraction & ATS management.
mcp实测增长打开来源 ↗
安装
claude mcp add ai-hr-management-toolkit -- npx mcp-ai-hr-management-toolkit1GitHub 星标稳定 - 25活跃
Running tools for AI agents: 92 calculators, 46 guides, marathon data, pace and HR zones.
mcp实测增长打开来源 ↗
安装
claude mcp add rundida-mcp -- npx @rundida/mcp-server1GitHub 星标稳定