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Persistent memory for Claude Code — 41 neuroscience papers, 26 biological mechanisms with paper-bearing per-mechanism ablation evidence (E1 v3). LongMemEval R@10 98.4% / MRR 0.9124 (n=500). LoCoMo R@10 94.2% / MRR 0.8278 (n=1986). BEAM-10M +33.4% over flat retrieval. PostgreSQL + pgvector. Verified via 31-row two-benchmark ablation campaign.

Pokemon Champions battle advisor MCP server

A self-hosted, containerized platform for AI agents, exposed as Capability Packs — schema-validated, one-shot JSON tools — and native MCP. The defining metric is ≥90% pack success on 7B–30B-class open-weight models, something no frontier-targeting competitor is optimizing for.

🛠️ Enhance AI agent systems with expert skills in context engineering to optimize performance and manage information effectively.

大师.skill — 输入行业，自动调研 6 轨[行业大佬 / 工具地图 / 工作流 / 知识正典 / 信息源 / 术语标准] → 提炼为可运行的行业 Master OS skill；装到任意 Claude Code / OpenClaw / Codex / Hermes agent 即让其进入「这一行的资深人」模式。MIT，Python + Shell。

🚀 Enhance retrieval with REFRAG, using micro-chunking and fast indexing for optimized RAG systems that improve efficiency and effectiveness.

Supply chain risk scorer for npm and PyPI — single-maintainer CRITICAL flags before attacks happen

🤖 Track developer mood swings with AI-generated insights. Get updates every 8 hours for a fun take on the tech community's emotional state.

🍟 Enhance AI collaboration with CLAUDE.md, orchestrating Claude for efficient context retrieval and analysis using Auggie, Codex, and Gemini.

📊 Analyze and visualize Model Context Protocol (MCP) traffic with RETICLE, your Wireshark-like tool for better network insights.

⚡ Facilitate seamless communication and collaboration among distributed agents with real-time capabilities and intelligent routing in a scalable platform.

Scan your machine for installed Claude connectors and extensions to identify potential security risks.

🧠 Improve AI memory with a three-layer system that reduces retrieval failures by 60%, enhancing learning efficiency and performance.

Preserve reasoning chains and logical state in Claude Projects to maintain context and build project understanding across AI sessions.

Build live workshop journals with audio transcription, keyword extraction, and a searchable JupyterBook knowledge base

Your AI's trust filter, owned by you. Rate any URL, filter your AI's sources, build transparent information markets. MCP server + REST API + Python SDK.

Automate security research workflows with structured tool-driven assessments for Claude via MCP.

Analyze Russian text quality using automated checks for i18n, plural rules, and CLDR standards to ensure linguistic accuracy.

Decentralized networking protocol for AI agents — sovereign identity, peer-to-peer capability discovery, and direct encrypted connections. Works as an MCP server.

Your own team of Claude Code agents you can join.

Analyze your prompt history to determine your AI interaction style and behavioral patterns using local CLI tools.

🌐 Extract languages from text seamlessly using LangExtract. Simplify language detection and enhance your projects with ease and accuracy.

Enforce research mode in Claude Code with source citations, direct quotes, and grounded answers to cut hallucinations

Auto-updated registry of Claude Code skills, MCP servers, Cursor rules, and AI agent prompts. Refreshed every 6 hours.

🔍 Access local document collections with Fathom MCP, a Model Context Protocol server that enhances AI assistants through powerful file-first search capabilities.

Tekoälytaito vanhojen suomalaisten laivojen tiedonhakuun. Agent Skill -muotoinen taito botologien apuvälineeksi.

Deliver deep research with a 5-layer Claude skill for markets, products, competitors, regulations, and opportunities

📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.

[](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`

Official example skills

🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.

[](https://glama.ai/mcp/servers/gpu-bridge/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.

[](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required.

Lets Claude Code chat directly with NotebookLM for source-grounded answers based exclusively on uploaded documents. *By [@PleasePrompto](https://github.com/PleasePrompto)*

Integrates the ffuf web fuzzer so Claude can run fuzzing tasks and analyze results for vulnerabilities. *By [@jthack](https://github.com/jthack)*

📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.

New collection, first skill [pda-reframing](https://github.com/emory/ASD-AuDHD-PAI-Skills/blob/main/Skills/pda-reframing/SKILL.md) can reframe requests or decisions to defeat Persistent Demand Avoidance flavors of autism spectrum disorders, or people with ADHD that struggle to Start tasks and need help aligning with a task.

[](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.

Recursive research up to PhD level across any domain (science, tech, business, arts, humanities) with source tiering, WDM + Munger inversion for autonomous decisions, and disk checkpointing to survive context compaction. *By [@Anjos2](https://github.com/Anjos2)*

📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.

[](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search`

Execute autonomous multi-step research using Gemini Deep Research Agent for market analysis, competitive landscaping, and literature reviews. *By [@sanjay3290](https://github.com/sanjay3290)*

[](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.

[](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.

[](https://glama.ai/mcp/servers/entire-vc/evc-spark-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.

🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.

Skill pack for legal teams. NDA triage, multi-party version diff, citation verifier, meeting brief, and the Friday-newsletter status synthesis pattern. Includes 10 reference docs (privilege, verification, long documents, practice areas) and 3 firm templates. Built from the public Anthropic Claude for Legal Teams webinar dataset. *By [@sboghossian](https://github.com/sboghossian)*

Interlink and summarize related documents into knowledge networks.

[](https://glama.ai/mcp/servers/elisymlabs/elisym) 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.

الوصول إلى أكثر من 30 نموذج ذك

Fetch transcripts from YouTube videos and prepare summaries.

📇 ☁️ 🏠 🍎

Digital forensics analysis and investigation techniques.

Teaches well-known prompt engineering techniques and patterns, including Anthropic best practices and agent persuasion principles.

محرك تحسين مفتوح المصدر

🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.

📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.

🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents

🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use [Claude Agent Skills](https://www.anthropic.com/news/skills) like native.

Provides assistance with planning family history and genealogy research projects.