ptm-mcp

MCP (Model Context Protocol) stdio server for the Prompt Test Manager API.

Lets agents built on top of MCP-capable clients (Claude Desktop, Claude Code, Codex, etc.) call PTM as first-class tools: list prompts, run evaluations, update prompt content, submit optimizations. All traffic is tagged with X-PTM-Client: ptm-mcp/<version> + a per-process X-PTM-MCP-Session UUID so the PTM backend can rate-limit, budget, and audit agent traffic separately from humans and service accounts.

Prereqs

• Python >= 3.12.
• A reachable PTM backend (>= 1.9.0) and a personal access token or service-account token with the scopes your flow needs.

Install

pip install ptm-mcp

Or zero-install via uvx:

uvx ptm-mcp

ptm-mcp pulls in ptm-client and the mcp SDK automatically.

Configure your MCP client

Claude Desktop

Config file:

Merge into mcpServers (create the key if it doesn't exist):

{
  "mcpServers": {
    "ptm": {
      "command": "uvx",
      "args": ["ptm-mcp"],
      "env": {
        "PTM_API_BASE_URL": "https://ptm.example.com",
        "PTM_API_TOKEN": "ptm_u_PASTE_HERE",
        "PTM_MCP_READ_ONLY": "true"
      }
    }
  }
}

Fully quit + reopen Claude Desktop after editing. stderr lands in ~/Library/Logs/Claude/mcp-server-ptm.log (macOS) or %APPDATA%\Claude\logs\mcp-server-ptm.log (Windows).

Claude Code

# macOS / Linux
claude mcp add --transport stdio --scope user ptm \
  --env PTM_API_BASE_URL=https://ptm.example.com \
  --env PTM_API_TOKEN=ptm_u_PASTE_HERE \
  --env PTM_MCP_READ_ONLY=true \
  -- uvx ptm-mcp

# Windows (PowerShell / cmd) - needs cmd /c wrapper
claude mcp add --transport stdio --scope user ptm `
  --env PTM_API_BASE_URL=https://ptm.example.com `
  --env PTM_API_TOKEN=ptm_u_PASTE_HERE `
  --env PTM_MCP_READ_ONLY=true `
  -- cmd /c uvx ptm-mcp

Codex

~/.codex/config.toml (macOS / Linux) or %USERPROFILE%\.codex\config.toml (Windows):

[mcp_servers.ptm]
command = "uvx"
args = ["ptm-mcp"]
env = { PTM_API_BASE_URL = "https://ptm.example.com", PTM_API_TOKEN = "ptm_u_PASTE_HERE", PTM_MCP_READ_ONLY = "true" }
startup_timeout_sec = 10
tool_timeout_sec = 60

Or CLI-first: codex mcp add ptm -- uvx ptm-mcp (with --env KEY=VAL per var).

Environment variables

Consumed at startup. Missing required values fail fast with a descriptive error.

Startup scrubs every env var outside a narrow allow-list (cloud creds, GitHub tokens, etc. get dropped).

Cloudflare Access

If your PTM deployment sits behind Cloudflare Access:

• Default path (recommended): install cloudflared (brew install cloudflared or equivalent) and run cloudflared access login https://your-ptm-host once. ptm-mcp auto-detects CF challenges and injects the cached JWT on request.
• Service token (CI / headless): ask an admin to mint a service token for the PTM app in Cloudflare Zero Trust -> Access -> Service Auth. Set CF_ACCESS_CLIENT_ID + CF_ACCESS_CLIENT_SECRET in the MCP env block. Explicit config disables auto-discovery.
• Direct access (no CF Access): skip this section; no CF env vars needed.

On a Cloudflare Access block, ptm-mcp surfaces a CloudflareAccessError with the exact next step rather than a raw JSON decode crash.

Tool inventory

75 tools total (33 read + 42 write) + 5 resource URI patterns. Write tools are gated by PTM_MCP_READ_ONLY=false; the backend enforces per-prompt ownership, group membership, admin role, and the manage_tool_registry / manage_skill_catalog permissions on top of the PAT's scopes. ptm-mcp relays backend errors verbatim with actionable hints; it does not re-implement permission checks.

Read (33)

list_providers, list_prompts, get_prompt, get_prompt_tests, get_prompt_contents, load_prompt, list_groups, list_prompt_versions, get_prompt_version, compare_prompt_versions, list_runs, get_run, get_run_report, get_optimization_status, get_optimization_history, get_optimization_detail, list_tools, get_tool_dependents, export_tool_registry, get_prompt_git_sync_status, get_skill_git_sync_status, list_git_integrations, list_gpg_keys, get_gpg_public_key, list_triage, list_skills, search_skills, get_skill, get_skill_contents, list_skill_versions, compare_skill_versions, run_skill_inline, run_prompt_inline.

get_skill_contents - Fetch skill bundle in memory (no disk write). Returns parsed prompt.md + manifest + files. No runs row, no LLM call. Increments inline-usage counter.

get_prompt_contents - Same for a library prompt: prompt_text, version, tests, deepeval_metrics, tool_definitions. Active version by default; pass version=N for a specific version.

run_skill_inline / run_prompt_inline - Client inline run: returns the bundle/prompt contents for the caller to execute locally on the current session's model. No server LLM call, no DeepEval, no run row.

Write (42, gated by PTM_MCP_READ_ONLY)

Eval / optimization (4): run_manual_eval (QA eval with custom prompt + test cases), run_prompt_eval (QA eval against stored test suite), submit_optimization, cancel_optimization.

submit_optimization accepts variance-aware fields: stability_samples, validation_samples, flakiness_threshold, min_consistent_improvement, variance_aware_mutator, variance_signal, enforce_target_score, chained_baseline_mode. Omit any to inherit admin defaults.

Inline eval (4): run_skill_eval_ptm / run_prompt_eval_ptm (PTM runs the LLM + DeepEval server-side, persists a scored run row), run_skill_eval_client_and_ptm / run_prompt_eval_client_and_ptm (returns the bundle for local execution AND enqueues a parallel scored PTM eval; response includes run_key for polling).

Library mutation (9): create_prompt, update_prompt, activate_prompt_version, share_prompt, unshare_prompt, add_prompt_to_group, remove_prompt_from_group, transfer_prompt_ownership, update_prompt_sampling.

Skill Library (6): install_skill, load_skill (installs the bundle into the native-agent skills dir, no LLM call, no run row), publish_skill, update_skill, deprecate_skill, activate_skill_version (version rollback/forward).

Tool Registry (4): create_tool, update_tool, deprecate_tool, delete_mock_profile.

Git sync (5): configure_prompt_git_sync, configure_skill_git_sync, set_git_integration, delete_git_integration, create_git_sync_pr.

GPG keys (5): generate_gpg_key, import_gpg_key, export_gpg_secret_key, set_primary_gpg_key, delete_gpg_key.

Triage (4): promote_run_to_golden, resolve_triage_item, reopen_triage_item, bulk_resolve_triage.

Runs (1): submit_run_feedback.

Permissions model

Backend error codes surface as actionable tool errors:

• 403 -> "Permission denied. Check prompt ownership or required role."
• 404 -> "Not found. Verify prompt_id / skill_id and PAT visibility scope."
• 409 -> "Conflict. Repository-backed prompt (edit source files) OR concurrent writer. Re-fetch and retry."
• 422 -> "Validation failed - : ." when the backend names the offending field (e.g. team: String should have at least 1 character), otherwise a generic causes list (empty required field, prompt_text length max 500k, test / metric shapes, field types).

Resources (5 URI patterns)

• ptm://prompts/{prompt_id} - active version's prompt_text (text/plain)
• ptm://prompts/{prompt_id}/v{N} - that version's prompt_text (text/plain)
• ptm://runs/{run_key}/report.md - markdown report (text/markdown)
• ptm://runs/{run_key}/report.html - HTML report (text/html)
• ptm://optimizations/{optimization_id}/report.md - markdown summary (text/markdown)

Dynamic segments are allow-list validated (^[a-zA-Z0-9_.-]+$ plus explicit ./.. rejection).

Security defaults

• PTM_MCP_READ_ONLY=true blocks every write tool at call time.
• X-PTM-Client + X-PTM-MCP-Session on every outbound request so the backend can classify and audit agent traffic.
• Env scrub at startup drops anything outside the allow-list.
• Startup preflight (/healthz + /auth/me + /meta) with exponential backoff on transient failures and dedicated exit codes per failed layer.

Exit codes

Status

0.19.0. 75 tools: full PTM surface (prompts, evals, optimization, triage, runs, skills, tool registry, git sync, GPG keys, inline execution + contents fetch) + 5 resource URI patterns, read-only gate, Cloudflare Access auto-discovery. See CHANGELOG.md for release notes.