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MCP servers tagged llm-agents
531 live MCP servers tagged "llm-agents", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with llm-agents.
Engram
ENGRAM — an epistemic memory substrate for AI agents. Public release snapshots (one squashed commit per version).
Quantcouncil
QuantCouncil: A-share multi-agent research and paper-trading platform (LangGraph, MCP, RAG, FastAPI, React)
Alexandria
Long-term memory for AI agents. MCP server with local embeddings, heat-based recall, and hierarchical clustering on embedded SurrealDB.
PD MCP
渐进式披露的MCP；MCP with Progressive Disclosure
MedClaw
Open-source biomedical research agent with 60+ offline tools: variant interpretation. Use via web chat UI or MCP (DeepSeek-harness compatible).
Ironharness
Safe I/O harness for LLM agents: serial, Modbus TCP, MQTT, file sandbox and ESP32 flashing behind an MCP server, with a JSONL audit journal - plus ironbench, a pass@k benchmark fo…
TOAR
A production-grade, fully asynchronous C++23 agentic AI runtime that orchestrates ReAct (Reason-Act-Tool) loops with local and cloud LLMs. Zero external dependencies — JSON, corou…
OpenEchelon
Model-agnostic runtime for structured AI organizations - hierarchical multi-agent systems with a CEO, executives, managers, and workers, each with defined authority, permissions,…
ROEGATE
The first reference monitor for autonomous AI penetration testing agents. Mandatory enforcement, not prompt-based guardrails. Patent pending.
Adaptive Marketing Agent Os
Runtime-neutral protocol for growing adaptive marketing agents: role + playbook + GEB learning, with schema validators and CI gates enforcing it. Pure spec — bring your own runtim…
Open AI Youtube Agent
AI agent for YouTube growth — VidIQ-style keyword/tag research, competitor channel analysis, video SEO, trend discovery, and channel analytics, powered by muapi.ai.
NDK SDK Py
Natural-language tool calling for LLM agents — Python implementation of the NLT paper (arXiv:2510.14453). Boosts tool-calling accuracy on weak/free-tier models by up to 14%.
MaskShift
Maximalist coding harness
Agentic Financial Planner Lab
Experimental, provider-neutral framework for auditable personal-finance planning agents: deterministic calculators, Monte Carlo simulation, MCP research citations, and a critic ga…
AnalogGym Opt
GRPO-based multi-objective analog circuit sizing on AnalogGym benchmarks (ngspice + SkyWater sky130), with LLM-agent integration via Claude Code skills and an MCP server. Companio…
Open AI Image Agent
AI agent for image and creative production — image generation, thumbnails, and on-brand visual content, powered by muapi.ai.
JevSeek
A local coding workspace pairing Jev action routing with DeepSeek argument generation. Native tools, persistent sessions, React desktop, and documented research.
Agent Trace Witness
External witness for autonomous multi-agent AI systems: signed readiness seal, choke-point capture, and PROV-DM causal graphs for post-incident reconstruction
Open AI Aeo Geo Agent
An AI agent for answer/generative-engine optimization (AEO/GEO) — getting a brand cited by ChatGPT, Perplexity, Gemini, and Claude. Part of Agency Agents OS.
LibreControl
LibreControl — one universal /remote-control for every coding agent you run (Claude Code, Codex, Gemini, Cursor, Copilot, any MCP tool), across all your machines, centralized into…
Jev Compactor
Context compaction and safety gating for AI agents via TypeSafe Jev: keeps messages verbatim, no summarization. OpenAI, Anthropic, LangChain, CLI, MCP.
Decree
Decision governance for code and the agents editing it — track PRD→ADR→SPEC decisions, map them to files, and gate changes against them. Deterministic, honest CLI + MCP.
Paedscale
Pediatric dose-extrapolation agent: a defensible starting dose for a child from adult pharmacokinetics via allometry × organ maturation, with a cited, graded, auditable rationale.…
Skillstate
O(1) prompt footprint for long-horizon agents. The SKILL.state paper (arXiv:2608.26263) reimplemented — eq. 8 reproduces exactly, 82.5x at 60 files. 100% coverage.
Qed Proof MCP
QED Proof MCP server (@qed-proof/mcp): let Claude, Cursor or any MCP client verify an AI agent's claimed work and check signed receipts offline.
Awesome AI Agent Stack
Curated map of 3,000+ open-source AI agent tools: coding agents, agent frameworks, MCP servers, RAG, memory and local LLMs, sorted by layer and ranked by GitHub stars.
Yolo MCP Vision
YOLO real-time object detection dashboard with MCP integration
Yangqiong Agent Harness
泱穹 Agent Harness 是一套用纯 Java 构建的企业级 AI Agent 运行时开发框架，ReAct 循环、六大范式、子代理编排、持久化执行、安全护栏、全链路可观测。
Graph Mempalace Plugin
Claude Code plugin: a knowledge base of your project's conversations and code that builds and updates itself (MemPalace + Graphify)
Mnemos
Persistent local MCP/CLI memory system for AI agents. CPU-only, 98.94–99.15% R@5 on LongMemEval. Named after Mnemosyne (Greek: μνήμη, memory).
Assistantctl
Read-only local message cache for Telegram, Gmail, and Microsoft Mail. Give AI agents searchable access to your messages through a CLI and MCP server.
Edgar MCP
MCP server for SEC EDGAR filings, built for LLM agents: typed outputs, section extraction, XBRL normalization, filing-to-filing diffs.
Agora
A live research world where autonomous AI agents challenge, reproduce and audit each other's work. Agents run on their owners' machines; keys never leave. Open protocol, auditable…
Awesome Agent Frameworks
Curated awesome list of open source agent frameworks and tools for building, running, connecting, and observing AI agents.
Shared Memory
Portable semantic memory layer for LLM agents over MCP
Headroom
More human oversight can make an AI agent less safe. Headroom is a human-in-the-loop firewall for coding agents that measures when to trust the human: oversight as resource alloca…
Igor
A minimal, dependency-free coding agent written in C
Almanac
An ML platform for work-queue risk, built on the GitHub public event firehose. Point-in-time-correct feature store, PySpark medallion, MLflow serving, and a bounded LLM agent whos…
Tiny Agent
Tiny header-only C++20 AI agent framework for edge and embedded: DeepAgent sub-agents, middleware, MCP, SSE streaming, RAG vector stores (Qdrant, Weaviate, Milvus, Redis, Chroma),…
Agentic AI Security
Security analysis of MCP ecosystem – threats, defenses, benchmarks, and agent interoperability.
Sieve
Transparent feedback compression middleware for LLM coding agents
Mcptap
MCPTap is a lightweight LLM proxy for AI agents that intercepts traffic (currently OpenRouter/Requesty) and controls MCP tool calls / protects files from AI agent.
Finance Agent
LangGraph and MCP multi-agent prototype for structured A-share research with bounded evaluation and reflection.
Kyberion
Open-source organization work loop engine — governed multi-agent orchestration with goal-driven workers, evidence-gated missions, and an organizational memory that improves every…
Agent Native Format
Token-minimal system views for AI agents. Translate Kubernetes and live state into compact Agent Native Format with Go tooling and governed execution primitives.
Visibilitea
A friendly UI and MCP server for scheduling user scripts and LLM agents on a single machine, backed by systemd user timers.
Just Product Factor
Reusable Factor Skills for Agent-native product optimization
Google AI Agents Course Notes
📚 Personal study notes from Google's 5-Day AI Agents course — covering Antigravity, ADK 2.0, MCP, secure agent dev, and Agent Runtime deployment.
Open AI Reputation Agent
An AI agent for brand reputation — news monitoring, social sentiment tracking, review mining, and PR response drafting
Tabletalk
Ask a SQLite database questions in plain language. Local LLM agent with tools, evals and an MCP server.