Codemcp vs PAPI: Persistent Adaptive Planning Intelligence

A side-by-side look at the Codemcp and PAPI: Persistent Adaptive Planning Intelligence MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Codemcp logoCodemcpCoding Agents · Local subprocess (stdio)Coding agent with basic read, write and command line tools.44FairAuth: no auth requiredPAPI: Persistent Adaptive Planning Intelligence logoPAPI: Persistent Adaptive Planning IntelligenceCoding Agents · Remote HTTP/SSEAdaptive plan/build/review cycles for AI coding assistants, persisted across sessions.57GoodAuth: not declared

Verdict: choose Codemcp for coding agents work as a local process; choose PAPI: Persistent Adaptive Planning Intelligence for coding agents over a hosted endpoint. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Codemcp logoChoose Codemcp when

  • You need dedicated capabilities in the Coding Agents domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
Explore Codemcp

PAPI: Persistent Adaptive Planning Intelligence logoChoose PAPI: Persistent Adaptive Planning Intelligence when

  • You need dedicated capabilities in the Coding Agents domain.
  • You prefer a remote HTTP/SSE transport.
  • You want tools like orient, setup, plan.
Explore PAPI: Persistent Adaptive Planning Intelligence

Feature & specification comparison

Rows where the two servers differ are marked.

SpecCodemcp logoCodemcpPAPI: Persistent Adaptive Planning Intelligence logoPAPI: Persistent Adaptive Planning Intelligence
CategoryCoding AgentsCoding Agents
Quality signal44/100 · Fair57/100 · Good
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Remote HTTP/SSE
AuthNo auth requiredNot declared
PricingFreeNot declared
Required env varsNone listedNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars1,60411
Directory activity 6 views 0 installs 0 upvotes 1 views 0 installs 0 upvotes
ToolsNot listed15

Tools & capabilities

Codemcp tools

No tool names declared yet. Check the project README from the listing page.

PAPI: Persistent Adaptive Planning Intelligence tools 15

  • 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).
  • tutorial_modeturn on short explanations and one clear next step in every reply. Handy for your first few cycles.
  • 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.
  • +3 more on the listing page

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Codemcp

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "ezyang-codemcp": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/ezyang/codemcp@prod",
        "codemcp"
      ]
    }
  }
}

PAPI: Persistent Adaptive Planning Intelligence

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "papi-persistent-adaptive-planning-intelligence": {
      "url": "https://mcp.getpapi.ai/mcp"
    }
  }
}

Frequently asked questions

Codemcp is categorized under Coding Agents and uses a local stdio subprocess. PAPI: Persistent Adaptive Planning Intelligence belongs to Coding Agents and uses a remote HTTP/SSE transport. Pick Codemcp for coding agents work and PAPI: Persistent Adaptive Planning Intelligence for coding agents.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Codemcp is listed as free. Auth: no auth required. PAPI: Persistent Adaptive Planning Intelligence has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add ezyang-codemcp and papi-persistent-adaptive-planning-intelligence as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Codemcp has a quality signal of 44/100 (Fair) with 6 views, 0 installs and 1,604 GitHub stars. PAPI: Persistent Adaptive Planning Intelligence has 57/100 (Good) with 1 views, 0 installs and 11 GitHub stars.