imprint vs PAPI: Persistent Adaptive Project Intelligence
imprint is a plugin bundle for AI coding tools published by ilang-ai. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). PAPI: Persistent Adaptive Project Intelligence is an MCP server published by getpapi. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-14. 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 |  imprint |  PAPI: Persistent Adaptive Project Intelligence |
|---|---|---|
| Claude Code: claude-plugins-community | Listed Version: 2.3.0 Forks (GitHub): 6 Stars (GitHub): 104 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.402.35 Downloads/month (npm): 1 396 Downloads/week (npm): 100 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 | imprint | PAPI: Persistent Adaptive Project Intelligence |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 2 (better) |
| Stars (GitHub) (differs) | 104 (better) | 11 (worse) |
| Forks (GitHub) (differs) | 6 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | Installs as a plugin bundle | Remote server (mcp.getpapi.ai/mcp) |
| Transport (differs) | Not stated | Streamable HTTP |
| Tools it declares | Not published | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | 1 | 3 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/ilang-ai/imprint | github.com/getpapi/papi |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | not checked yet |
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
imprint
Imprint creates a portable collaboration profile by learning how you work through natural conversation. On first run, it asks a few casual questions about your background, tools, and preferences. From there, it silently observes your behavior patterns across sessions and encodes them into a compact structured file (.dna.md) under 500 tokens. This single file replaces eleven specialized skills: memory persistence across sessions, output compression, project onboarding, code review (with cross-model validation), architecture-first debugging, adaptive planning, milestone-based progress tracking, resource-aware testing strategies, SEO-conscious git workflows, and GEO-optimized copywriting. The profile is a plain text file that works across all 19 SKILL.md-compatible agents. Switch from Claude Code to Cursor to Codex, the file comes with you. No vendor lock-in, no proprietary format, no external API calls. Imprint gets better every session. User corrections become permanent preferences. Debugging lessons become pe
PAPI: Persistent Adaptive Project Intelligence
Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions.
How to run each
imprint As a Claude Code plugin
/plugin marketplace add anthropics/claude-plugins-community
/plugin install imprint@claude-communityPAPI: 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.
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: imprint · What it can do: PAPI: Persistent Adaptive Project Intelligence · Compare two other plugins
Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. 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.