io.github.gabrielmahia/familia-mcp vs PAPI: Persistent Adaptive Project Intelligence
io.github.gabrielmahia/familia-mcp is an MCP server published by gabrielmahia. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). PAPI: Persistent Adaptive Project Intelligence is an MCP server published by getpapi. Marketplaces we read that list it: 3 (Official MCP Registry, npm registry (MCP servers), Community GitHub marketplaces). As of our marketplace pass on 2026-11-08. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  io.github.gabrielmahia/familia-mcp |  PAPI: Persistent Adaptive Project Intelligence |
|---|---|---|
| Official MCP Registry | Listed Version: 0.1.13 Downloads/month (PyPI): 99 Downloads/week (PyPI): 150 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen |
Listed Version: 0.402.225 Downloads/month (npm): 3 017 Downloads/week (npm): 776 Forks (GitHub): 0 Stars (GitHub): 11 Not marked · First seen |
| PyPI (MCP servers) | Listed Version: 0.1.13 Downloads/month (PyPI): 99 Downloads/week (PyPI): 150 Forks (GitHub): 0 Stars (GitHub): 0 Not marked · First seen |
Not listed |
| npm registry (MCP servers) | Not listed | Listed Version: 0.402.225 Downloads/month (npm): 3 017 Downloads/week (npm): 776 Forks (GitHub): 0 Stars (GitHub): 11 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | io.github.gabrielmahia/familia-mcp | PAPI: Persistent Adaptive Project Intelligence |
|---|---|---|
| Marketplaces that list it (differs) | 2 (worse) | 3 (better) |
| Stars (GitHub) (differs) | 0 (worse) | 11 (better) |
| Forks (GitHub) | 0 | 0 |
| Last release (differs) | 2026-11-07 (better) | 2026-11-06 (worse) |
| Where it runs (differs) | On your machine (familia-mcp) | Remote server or your machine |
| Transport (differs) | stdio | Streamable HTTP |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | Not a bundle | 15 |
| Licence (differs) | MIT | Elastic-2.0 |
| Repository (differs) | github.com/gabrielmahia/familia-mcp | github.com/getpapi/papi |
| Changes in the last 7 days | 4 | 4 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | Status out of date: last check 47 h ago returned HTTP 401 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
io.github.gabrielmahia/familia-mcp
Kenya family-law guides: succession, wills, trusts, diaspora property, caretaker records.
PAPI: Persistent Adaptive Project Intelligence
Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions.
How to run each
io.github.gabrielmahia/familia-mcp As a local MCP server: PyPI package
claude mcp add --transport stdio familia-mcp -- uvx familia-mcpPAPI: Persistent Adaptive Project Intelligence As a remote MCP server
claude mcp add --transport http papi https://mcp.getpapi.ai/mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only PAPI: Persistent Adaptive Project Intelligence has a remote endpoint we check. How we check endpoints
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: io.github.gabrielmahia/familia-mcp · What it can do: PAPI: Persistent Adaptive Project Intelligence · Compare two other plugins
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Package data comes from the Python Package Index (pypi.org). Package data comes from the public npm registry (registry.npmjs.org). Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.