MCP servers and skills: search, filter by where they run, and compare.
Perform a systematic diagnostic scan of an AI workflow across 5 quality dimensions — prompt quality, context efficiency, tool health, architecture fitness, and safety — producing a scored report with
OfficialSkillMIT★ 40k in collectionNo key
Redis Vector Library. The AI-native Python client for Redis.
OfficialPythonMIT★ 432No key
A super light-weight embedded code search engine CLI (AST based) that just works - improves speed and efficiency for coding agent 🌟 Star if you like it!
PythonApache-2.0★ 2.9kNo key
Free, open-source menu bar app that keeps the app you're using fast: background apps go to efficiency cores, idle apps are frozen when memory runs low, plus per-app CPU and memory limits, a widget, an
SkillGPL-2.0Few starsNo key
🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.
SkillMPL-2.0★ 1.6kNo key
🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship management - perfect for
Node.jsMIT★ 87No key
Codex plugin MCP server (codex-plugin-mcp) for token efficiency, token reduction, context compression: exact-recoverable terminal, file, project, web, memory.
SkillMIT★ 4Few starsNo key
SkillX: Automatically Constructing Skill Knowledge Bases for Agents
SkillMIT★ 293No key
Cut AI context cost without trusting the compressor. Every reduction is reversible, byte-exact recoverable, and carries an auditable receipt. Local-first, works through proxy, MCP, SDK, or agent wrapp
PythonApache-2.0★ 477No key
Control and query Home Assistant from Claude and other LLMs — a Model Context Protocol (MCP) server.
PythonMIT★ 346No key
Walk-Forward Efficiency, parameter-stability scoring, and WFO window generation for trading strategies
Hosted by authorMITFew starsNo key
Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero c
SkillMIT★ 116No key
Your agent pays twice for output it has already seen. OMNI returns a handle instead: 97.2% off a file read twice. Nothing deleted, nothing invented.
SkillApache-2.0★ 368No key
The quality gate for the MCP ecosystem. Spec compliance, security scanning, and performance benchmarks for MCP servers.
Node.jsMIT★ 4Few starsNo key
Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.
SkillMIT★ 139No key
n2-QLN: Intelligent Tool Router & Semantic Search Layer for MCP. Connect 1,000+ tools through 1 interface. Prevent AI model confusion and maximize context window efficiency
MCPLink only★ 47
Persistent memory and agent lifecycle for Claude Code — because sessions shouldn't start from zero.
Node.jsMIT★ 24No key
The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.5.1 Stable.
SkillApache-2.0★ 59No key
A ready-to-use self-growing desktop AI assistant for long-running tasks, memory, agents, tool reviews, MCP, and high-concurrency workspace automation. / 开箱即用的自我成长型桌面 AI 助理，面向长期任务、记忆、部门协作、工具审查、MCP 与高并发
SkillGPL-3.0★ 104No key
Advanced Intervals.icu MCP server for ChatGPT & Claude: Garmin-enriched metrics, all custom fields & streams, recovery insights, endurance performance analysis, OAuth. Community-maintained continuatio
PythonGPL-3.0★ 7Needs a key
Offline-first toolkit for agent-ready repositories: readiness scoring, instruction graphs, context packs, policy/rule packs, MCP, GitHub Actions, diagnostics, and VS Code.
Node.jsMIT★ 14No key
Stop re-explaining your research to your AI agent. Persistent, LLM-maintained wikis that compound over time. Drop PDFs, URLs, YouTube - your agent remembers forever. Based on Karpathy's LLM Wiki patte
PythonMIT★ 61No key
MCP server that reduces LLM context usage when AI coding agents work with Go — structured documentation instead of source-file dumps.
GoMIT★ 123No key
MCP server for controlling Miro whiteboards with AI assistants
GoMIT★ 28No key
Who stands behind it
