people-context

A local-first MCP server and CLI that give AI agents durable, user-owned context about the people in your life.

Why

A model can recognize a name but does not know who that person is in the user's life. people-context keeps identity, aliases, relationships, roles, durable facts, concise interactions, communication preferences, and follow-ups in a local SQLite file, then exposes narrow tools that resolve identity and disclose only what a request needs.

Agent plugins

Codex

Install the repository as a Codex marketplace and add the bundled plugin:

codex plugin marketplace add JinyangWang27/people-context
codex plugin add people-context@people-context-plugins

Start a new Codex session after installation. The plugin launches the local stdio server, stores data outside the installed plugin copy, and keeps sensitive-context and full-export tools disabled by default. See docs/codex-plugin.md for runtime, update, validation, and publishing details.

Claude Code

Install the repository as a Claude Code marketplace and add the bundled plugin:

claude plugin marketplace add JinyangWang27/people-context
claude plugin install people-context@people-context-plugins

Restart Claude Code or run /reload-plugins after installation. The plugin launches the local stdio server, stores data outside the installed plugin copy, and keeps sensitive-context and full-export tools disabled by default. See docs/claude-code-plugin.md for runtime, update, validation, and publishing details.

OpenClaw

Install the published plugin from ClawHub:

openclaw plugins install clawhub:openclaw-plugin-people-context
openclaw plugins inspect people-context --runtime --json

The native OpenClaw plugin connects to the opt-in loopback HTTP server, which must be running separately. Persistent writes are optional, and sensitive-context and export wrappers are not exposed. See docs/openclaw-plugin.md for configuration, security, validation, and ClawHub publishing details.

Features

• explainable exact/normalized/FTS/fuzzy identity resolution with aliases and ambiguity handling;
• bounded person context with sensitivity and purpose gates;
• canonical relationship vocabulary, synonyms, inverse pairs, symmetric types, and uncategorized extensions;
• minimal-disclosure relationship graph and shortest-path MCP tools with explicit caps/truncation;
• organizations and time-aware affiliations;
• separate facts, observations, traits, and concise interaction summaries;
• communication guidance grounded in traits, interaction friction, reminders, and user-authored philosophy;
• reviewable email/mbox/vCard/agent-candidate imports without retaining raw source content;
• optional pinned multilingual Model2Vec + sqlite-vec semantic retrieval;
• atomic audit plus replay changelog/HLC capture for every durable write;
• merge, forget/redaction, unchanged JSON export, and safe Obsidian vault export;
• stdio by default and explicit unauthenticated loopback-only Streamable HTTP.

Quick start

Requires Python 3.11+ and uv.

The fastest path from discovery to a working stdio server is a zero-clone, zero-install run of the published people-context distribution:

uvx --from people-context people-context-mcp

For a persistent installation of both the MCP server and the human-operated CLI:

uv tool install people-context
people-context-mcp
people-context --help

For local development:

git clone https://github.com/JinyangWang27/people-context.git
cd people-context
uv sync
uv run people-context-mcp

Loopback HTTP is opt-in:

uv run people-context-mcp --http --host 127.0.0.1 --port 8765

The endpoint is http://127.0.0.1:8765/mcp. It is unauthenticated and must be treated as accessible to other local processes. Prefer stdio.

Example: graph-aware context and vault

After recording people and relationships through MCP, inspect structure with get_relationship_graph or find_connection, then create a human-browsable vault:

uv run people-context export-vault --output ~/PeopleVault

The directory is accepted only when nonexistent, empty, or already marked with .people-context-vault. Re-export is byte-deterministic over unchanged data. Sensitive/restricted facts require the explicit --include-sensitive flag; exported files are outside server disclosure controls.

Other MCP clients

Clients that support local stdio MCP servers can use:

{
  "mcpServers": {
    "people-context": {
      "command": "uvx",
      "args": ["--from", "people-context", "people-context-mcp"]
    }
  }
}

Security model

This project executes local Python with the launching user's filesystem permissions. The database is plaintext SQLite; rely on filesystem permissions and full-disk encryption. Ordinary MCP discovery excludes elevated sensitive context and full export. Operator-gated tools require process environment flags; models cannot enable them through arguments. Vault export is intentionally CLI-only.

Optional semantic search

The base install downloads nothing. Opt in explicitly:

uv sync --extra semantic
uv run people-context reindex --semantic

Only that reindex command may download the pinned multilingual model. Server startup/search are cache-only.

Database location

Server and CLI use the first available source:

1. explicit --db/server argument;
2. PEOPLE_CONTEXT_DB;
3. db_path in the XDG config file;
4. OPENCLAW_WORKSPACE or ~/.openclaw/workspace;
5. the XDG data fallback.

Inspect the selected path with uv run people-context db-path -v.

CLI overview

uv run people-context db-path [-v]
uv run people-context list [--all]
uv run people-context search <query>
uv run people-context show <person>
uv run people-context export [--output FILE]
uv run people-context relationship-types
uv run people-context relationship-types add TYPE --category C [--inverse T | --symmetric]
uv run people-context normalize-relationships [--apply]
uv run people-context export-vault --output DIR [--include-sensitive]
uv run people-context edit PERSON [--name NAME] [--summary TEXT]
uv run people-context add-alias PERSON VALUE [--kind KIND]
uv run people-context set communication_philosophy VALUE
uv run people-context delete PERSON [--yes]
uv run people-context sync-log [--limit N] [--entity ID] [--payloads]
uv run people-context reindex [--semantic]

See docs/cli.md.

Architecture

The codebase follows ports and adapters:

adapters (SQLite, MCP, filesystem, imports, CLI)
        ↓ implement
ports (narrow Protocols)
        ↑ used by
app (use cases and policy)
        ↓ operates on
domain (entities and values)

Dependencies point inward. Vocabulary normalization and graph caps live in app/domain; recursive SQL and file writing live in adapters. One composition root wires both stdio and HTTP.

Documentation

Document	Contents
docs/architecture.md	Layering, dependency rule, entrypoint wiring
docs/data-model.md	Schema, migrations, and perspective display_type
docs/relationship-graph.md	Vocabulary, normalization, perspective, traversal, curation
docs/vault-export.md	Layout, marker safety, determinism, sensitivity
docs/mcp-interface.md	MCP tools and stable response contracts
docs/cli.md	CLI commands and DB resolution
docs/design/sync.md	Sync design and delivered local foundations
docs/releasing.md	PyPI trusted publishing, Codecov, and release procedure
docs/claude-code-plugin.md	Claude Code install, runtime, privacy, validation, and publishing
docs/codex-plugin.md	Codex install, runtime, privacy, validation, and publishing
docs/openclaw-plugin.md	OpenClaw install, runtime, privacy, validation, and ClawHub publishing
docs/privacy-and-safety.md	Disclosure, audit, forget, threat model
docs/roadmap.md	Delivered milestones and planned work
docs/specs	One implementation spec per planned milestone

Contributing

• Keep domain/app independent of SQLite, MCP, and filesystem adapters.
• Use narrow Protocol ports and fake-port tests for app behavior.
• Run uv run ruff check . and uv run pytest -q.
• Line length is 120.

License

MIT. See LICENSE.