AI & Agents MCP servers

Self-hosted shared memory and docs for Claude Code, Codex and Antigravity agents, with a graph UI

Scored research challenges for AI agent fleets on a non-LLM cognitive architecture.

Cross-harness communication mesh for LLM agents — rooms, DMs, presence, and visibility over TCP

Recognition-first cross-agent memory federation. One shared memory across all your agents.

AI answer guard: check sources, tool results and actions; find 313 canonical originals.

Local-first engineering cognition for AI coding agents — persistent memory over your codebase.

Memory for AI assistants in one SQLite file: full-text search, no vectors, no embeddings.

Self-hosted inbox for questions your AI agents couldn't answer. Report knowledge gaps over MCP.

Local-first persistent session memory for Claude Code and other agents. SQLite + FTS5, no cloud.

Delegate coding tasks from Claude Code, Codex or opencode to any model opencode can run.

Reasonbook: decisions that survive the session, in a local record AI agents keep.

Thai-first context compression; shrinks long Thai and English text, originals retrievable.

Deadline-aware governance for AI agents: PII scan always, safety check if it fits the deadline

Stdio MCP: 17 verifiable AIMarket oracles, 35 pay-per-call tools for AI agents.

Contract-driven cross-host AI agent handoff & review bus over MCP and SQLite WAL

Local-first memory for coding agents — MCP server, single SQLite file, local embeddings

Local long-term memory shared by all your AI agents, kept word for word on your own PC.

Offline agentic memory: remember/recall/relate/forget/why over a fused vector+graph+columnar engine

Secure encoding-aware local workspace runtime for AI agents

One system around coding agents to run, verify, recover, and hand off software work.

Hands bulk reading to cheap OpenRouter models, masks secrets, checks each answer against the source

Policy-enforcing MCP proxy with portable evidence output.

Stdio-to-HTTP gateway — connects MCP clients to remote HTTP MCP servers

Connect MCP clients to Thalovant control-plane and hub runtime APIs over stdio or Streamable HTTP.

EU-hosted AI platform: OpenAI-compatible LLM gateway, document extraction, transcription, agents.

Hand tasks from Claude Code, Codex or any MCP client to a local DeepSeek Harness.

Human-in-the-loop approvals and notifications for AI coding agents through a local stdio MCP server.

MCP server for the Rise of Machine AI tools directory.