People Context MCP Server
Your agent already remembers your codebase. Now it can remember your people. It runs locally over stdio via the published package.
People who work with ai memory, codex and local first and want it reachable from Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-09-18 · ★ 44 · #53 OF 304 MAINTAINED MEMORY · VERIFIED 2026-09-18
MIT · Python servers · how we verify → /methodology
01 · Install People Context
Claude Code
claude mcp add jinyangwang27-people-context -- uvx people-context Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"jinyangwang27-people-context": {
"command": "uvx",
"args": [
"people-context"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
license MIT - declared in the repository
pypi package people-context - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.JinyangWang27 is GitHub-verified and matches the repo owner
03 · What People Context can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
Latest releases
v1.2.1 · 2026-09-14
1.2.1 (2026-09-14) · the default database location moves from an OpenClaw workspace or {XDG_DATA_HOME or ~/.local/share}/people-context/people.db to ~/.pctx/people.db. Before upgrading, inventory each client's old path…
v1.2.0 · 2026-09-13
1.2.0 (2026-09-12) · add opt-in history to person briefs (M23.1) · preserve assertion attribution in extracted claims (M22.1) · include affiliations in bounded consolidation context (M24.1) · address Codex review on…
v1.1.1 · 2026-09-03
1.1.1 (2026-09-03) · flag refusals as tool errors and publish the alias kind enum (#124) (a9d891f), closes #117 · match GitHub login casing and add package version
04 · Who maintains People Context
people-context is maintained by jinyangwang27. It's the only MCP server we track from this author; the repo dates to Jul 2026.
05 · Facts
- repository
- github.com/jinyangwang27/people-context
- category
- memory - ranked #53 of 304 actively-maintained memory servers as of 2026-09-18.
- release cadence
- 9 releases in the last 90 days (latest 2026-09-14)
- registry
- io.github.JinyangWang27/people-context (active, first published 2026-09-03 · 3 versions)
- packages
- pypi:people-context
06 · People Context FAQ
What is People Context?
Your agent already remembers your codebase. Now it can remember your people. It runs locally over stdio via the published package.
Is People Context still maintained?
Yes - as of 2026-09-18, its last commit was 2026-09-18 and it shipped 9 releases in the last 90 days. We re-verify nightly.
How do I install People Context?
Run `uvx people-context`. You can also paste the ready-made client config above.
Does People Context run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to People Context
Alternatives to People Context
Maintained memory servers if People Context isn't the fit.
- Codebase Memory Codebase knowledge graph for AI agents - 162 languages, sub-ms queries, 99% fewer tokens. ★ 43,715 · 2026-09-18
- Superlog Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents. ★ 1,449 · 2026-09-17
- Tradememory Protocol Tamper-evident decision audit trail and outcome-weighted memory for AI trading agents. ★ 1,419 · 2026-09-14
- Persome Local-first personal memory and model server for trusted MCP agents on macOS. ★ 1,322 · 2026-08-21
- Neo4j Memory MCP Neo4j Knowledge Graph Memory Server ★ 984 · 2026-09-09
- Projectmem Coding agent memory - one local MCP server for every project. Warns before repeating failed fixes. ★ 826 · 2026-09-15
Pairs well with
Servers that cover what People Context doesn't - only shown when the pairing reason fits the companion.
More memory MCP servers · Neurodivergent Memory · Token Knows · Lore (jordanhindo) · Task Orchestrator · Context Mem
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