PAPI: Persistent Adaptive Planning Intelligence MCP Server

Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions.

Remote serverstreamable-http

What is the PAPI: Persistent Adaptive Planning Intelligence MCP server?

Most planning and project tracking work still happens through a UI a human drives. PAPI: Persistent Adaptive Planning Intelligence MCP server moves it into the conversation instead. Adaptive plan/build/review cycles for AI coding assistants, persisted across sessions.

The short version

AI coding tools are great at writing code and terrible at remembering why. Every new session starts from zero: you re-explain the project, the decisions, the plan. PAPI is the layer that fixes that. It gives your AI assistant structured project memory (plans, builds, reviews, decisions) that persists across sessions, tools, and teammates.

The tools it exposes

The server publishes 14 tools. What each one is for:

  • orient — one call returns the current cycle, what's in flight, and the recommended next action. Run it at the start of every session
  • setup — scaffold PAPI onto a new project
  • plan — break goals into a cycle of right-sized tasks, each with a build handoff your assistant can execute directly
  • build_list — list the current cycle's tasks and their handoffs
  • build_execute — start a task (creates a branch and handoff) and complete it (records the build report)
  • release — merge completed work and roll the cycle forward
  • board_view — read the project board and any task
  • board_edit — change a task's status, cycle, priority, or notes
  • ad_hoc — record quick work done outside the cycle so it shows in project history
  • idea — capture a feature, bug, or research note into the backlog
  • bug — file a bug against the board
  • strategy_review — step back every few cycles to check direction, not just velocity

Getting it running

Because this one is hosted, setup is mostly authentication — you point your client at the endpoint and approve access. Nothing runs on your machine, so there is no runtime to keep patched.

How it compares

This sits in the planning and project tracking group, where several servers overlap in what they claim to do but differ sharply once you actually set them up. PAPI: Persistent Adaptive Planning Intelligence's toolset — orient, setup, plan and 11 more — is a fair guide to whether it matches your workflow. It is maintained by getpapi; worth a glance at recent repository activity before you build anything load-bearing on it.

We check each listing at SyncDev against the project's documentation before it goes live — if something here drifts out of date, it is a bug worth reporting.

Things to watch

  • Your data travels to the provider's service, so the usual questions apply about what you send and what they retain.
  • With 14 tools registered it takes up a noticeable share of the context window; turn it off in projects that never touch PAPI: Persistent Adaptive Planning Intelligence.
  • Keep per-call confirmation enabled while you learn its behaviour; it is the cheapest safeguard you have.

Available tools

ToolWhat it does
orientone call returns the current cycle, what's in flight, and the recommended next action. Run it at the start of every session.
setupscaffold PAPI onto a new project.
planbreak goals into a cycle of right-sized tasks, each with a build handoff your assistant can execute directly.
build_listlist the current cycle's tasks and their handoffs.
build_executestart a task (creates a branch and handoff) and complete it (records the build report).
releasemerge completed work and roll the cycle forward.
board_viewread the project board and any task.
board_editchange a task's status, cycle, priority, or notes.
ad_hocrecord quick work done outside the cycle so it shows in project history.
ideacapture a feature, bug, or research note into the backlog.
bugfile a bug against the board.
strategy_reviewstep back every few cycles to check direction, not just velocity.
strategy_changerecord an Active Decision, with supersede history.
zoom_outa periodic retrospective across many cycles.

Example prompts to try

  • Use PAPI: Persistent Adaptive Planning Intelligence to orient.
  • Use PAPI: Persistent Adaptive Planning Intelligence to setup.
  • Use PAPI: Persistent Adaptive Planning Intelligence to plan.

Frequently asked questions

It connects PAPI: Persistent Adaptive Planning Intelligence to MCP-compatible AI assistants such as Claude and Cursor, exposing 14 tools (orient, setup, plan, and more) that the assistant can call on your behalf. Instead of copying data back and forth by hand, the assistant works with PAPI: Persistent Adaptive Planning Intelligence directly.