Hindsight MCP Server

Hindsight™ is an agent memory system built to create smarter agents that learn over time. Most agent memory systems focus on recalling conversation

Local serverstdioPython

What is the Hindsight MCP server?

Hindsight™ is an agent memory system built to create smarter agents that learn over time. Most agent memory systems focus on recalling conversation history. Hindsight is focused on making agents that learn, not just remember. That is what the hindsight mcp server brings to an AI assistant: the same capability, reachable through the Model Context Protocol rather than a separate app or dashboard.

The tools it exposes

The server publishes 11 tools. What each one is for:

  • World — ** Facts about the world ("The stove gets hot")
  • Experiences — ** Agent's own experiences ("I touched the stove and it really hurt")
  • Retain — ** Provide information to Hindsight that you want it to remember
  • Recall — ** Retrieve memories from Hindsight
  • Reflect — ** Reflect on memories and experiences to generate new observations and insights from existing memories
  • Semantic — Vector similarity
  • Keyword — BM25 exact matching
  • Graph — Entity/temporal/causal links
  • Temporal — Time range filtering
  • Platform — Docker
  • Client — The Client tool exposed by this server

What it needs from you

Configuration is passed through the environment: OPENAI_API_KEY, HINDSIGHT_DB_PASSWORD, HINDSIGHT_API_LLM_API_KEY. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.

Getting it running

The server ships on npm as skills, so your MCP client can launch it on demand — there is no separate build step. Add the server block to your client's configuration, restart it, and the tools register themselves.

How it compares

Among the knowledge and memory options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. Hindsight's toolset — World, Experiences, Retain and 8 more — is a fair guide to whether it matches your workflow. It is maintained by vectorize-io; worth a glance at recent repository activity before you build anything load-bearing on it.

This entry was verified against Hindsight's own documentation before publication; SyncDev keeps the directory reviewed rather than auto-generated.

Things to watch

  • It runs with your machine's permissions. That is convenient and also the reason to think about what you point it at before you approve a tool call.
  • With 11 tools registered it takes up a noticeable share of the context window; turn it off in projects that never touch Hindsight.
  • Missing credentials fail quietly in some clients — if no tools show up, check the environment block first.
  • Keep per-call confirmation enabled while you learn its behaviour; it is the cheapest safeguard you have.

Available tools

ToolWhat it does
World** Facts about the world ("The stove gets hot")
Experiences** Agent's own experiences ("I touched the stove and it really hurt")
Retain** Provide information to Hindsight that you want it to remember
Recall** Retrieve memories from Hindsight
Reflect** Reflect on memories and experiences to generate new observations and insights from existing memories.
SemanticVector similarity
KeywordBM25 exact matching
GraphEntity/temporal/causal links
TemporalTime range filtering
PlatformDocker
ClientThe Client tool exposed by this server.

How to install the Hindsight MCP server

{
  "mcpServers": {
    "hindsight": {
      "command": "npx",
      "args": ["-y", "skills"],
      "env": {
        "OPENAI_API_KEY": "your-value",
        "HINDSIGHT_DB_PASSWORD": "your-value",
        "HINDSIGHT_API_LLM_API_KEY": "your-value"
      }
    }
  }
}

Add to claude_desktop_config.json, then restart Claude Desktop.

Configuration

VariableDescriptionRequired
OPENAI_API_KEYCredential the server authenticates with.Yes
HINDSIGHT_DB_PASSWORDConfiguration value read at startup.Optional
HINDSIGHT_API_LLM_API_KEYCredential the server authenticates with.Yes

Example prompts to try

  • Use Hindsight to World.
  • Use Hindsight to Experiences.
  • Use Hindsight to Retain.

Frequently asked questions

It connects Hindsight to MCP-compatible AI assistants such as Claude and Cursor, exposing 11 tools (World, Experiences, Retain, and more) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with Hindsight directly.