MCP Servers 416

Run TikTok cold-DM outreach from your LLM: senders, campaigns and inbox via the Hooka API.

Decision learning for AI agent actions.

Score agent manifests, generate CI workflows, and pull Clarx scan findings into your IDE.

Connect AI agents to IoT devices — read sensors, send commands, manage ESP32 fleets.

Debug a bad AI-agent run from your editor: which intent fails, at which step, and why.

Collective MemoryNew

io.github.Hustada/collective-memory

B✓Verified

MCP server for persistent, semantic memory across AI sessions

Agent Output GuardNew

io.github.agenson-horrowitz/agent-output-guard

B✓Verified

Validate and verify data from other agents before acting on it.

Ariel MemoryNew

io.github.Cipher208/ariel-memory

A✓Verified

Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

A home for your agent's HTML artifacts - publish, pull, share and review them over MCP.

Circulara Observe MCP plugin - meters your AI agents' token spend and carbon, free tier.

AI-to-human attention marketplace.

Agent GuardNew

io.github.liminalpepe/agent-guard-mcp

A✓Verified

Verify-before-act safety checks for AI agents: packages, lockfiles, manifests, CI workflows.

Audit, scaffold, and triage agent intent specs against a 9-section template.

Self-hosted MCP voice agent that places phone calls on your behalf via Retell.

Persistent local-first memory for AI agents: ground truths, failure firewall, recall over MCP.

CsfNew

io.github.compl-i-agent/csf

D✓Verified

NIST CSF 2.0 - Professional cybersecurity framework with 35 tools and 12 prompts

Evidence-grounded, graph-connected, correctable memory for agents.

Agent LagoonNew

io.github.allenlu0409/agent-lagoon-mcp

B✓Verified

Check your AI agent into a lobster resort archipelago.

Connect AI assistants to zeroheight styleguides using the Model Context Protocol

Agent QNew

io.github.stelis-dev/agent-q

B✓Verified

Local MCP server for requesting signatures from Agent-Q Firmware.

Backlink Analysis MCP for AI Agents: authority, referring domains, and competitor link gaps.

Stellar MemoryNew

io.github.sangjun0000/stellar-memory

C✓Verified

Persistent AI memory using orbital mechanics.

Live, end-to-end encrypted, ephemeral file transfer between your AI agent and any device.

SkillFM Claude Code Token UsageNew

io.github.ericm1018/skillfm-claude-code-token-usage-cost

B✓Verified

Claude Code token usage, cost visibility, and SkillFM Beacon AI health checks for MCP agents.