Skip to main content

MCP stdio server for the Prompt Test Manager API

Project description

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:

OS Path
macOS ~/Library/Application Support/Claude/claude_desktop_config.json
Windows %APPDATA%\Claude\claude_desktop_config.json

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.

Variable Required Default Notes
PTM_API_BASE_URL yes - e.g. https://ptm.example.com
PTM_API_TOKEN yes - PTM bearer. Service-account tokens preferred for long-running agent sessions.
PTM_MCP_READ_ONLY no true Flip to false to unlock write tools.
PTM_MCP_TIMEOUT_SECONDS no 30 Per-request timeout (1..600).
PTM_MCP_LOG_LEVEL no INFO DEBUG / INFO / WARNING / ERROR / CRITICAL.
PTM_SSL_VERIFY no true Set to false to disable TLS certificate verification (allows self-signed / invalid certs against a homelab PTM). Local dev only - never disable in production.
CF_ACCESS_CLIENT_ID no - Cloudflare Access service-token Client ID. Paired with CF_ACCESS_CLIENT_SECRET.
CF_ACCESS_CLIENT_SECRET no - Cloudflare Access service-token Client Secret. Paired with CF_ACCESS_CLIENT_ID.
CF_ACCESS_JWT no - Cloudflare Access user JWT (alternative to the service-token pair).
PTM_CF_AUTO_DISCOVER no true Falsy value opts out of auto-discovery via cloudflared.

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

53 tools total (24 read + 29 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 (24)

list_providers, list_prompts, get_prompt, get_prompt_tests, 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_skills, get_skill, search_skills, load_prompt, load_skill, list_groups, list_tools, get_tool_dependents, list_triage, get_skill_contents, get_prompt_contents.

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.

Write (29, 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.

Ad-hoc execution (2): run_prompt (run a library prompt against your inputs through the full Promptfoo + DeepEval pipeline - real runs row), run_skill (same, resolved by skill ID or qualified name). Both accept an amend flag: false (default) replaces matching vars per test; true only fills missing vars.

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, publish_skill, update_skill, deprecate_skill, run_skill, run_prompt.

Tool Registry (5): create_tool, update_tool, deprecate_tool, delete_mock_profile, export_tool_registry.

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

Runs (1): submit_run_feedback.

Permissions model

Action Required
Read tools Valid PAT (results filtered by visibility scope)
update_prompt, activate_prompt_version Prompt owner OR prompt-overwrite role
share_prompt, group tools Admin OR group-manager role
transfer_prompt_ownership Admin ONLY
Eval + run tools run_evaluations scope
get_skill_contents, get_prompt_contents install_skill scope

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. Check 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

Code Meaning
0 clean shutdown
1 unhandled exception
2 /healthz unreachable after 31s of backoff
3 /auth/me rejected the token
4 backend version < 1.9.0 or unparseable
130 interrupted (SIGINT)

Status

0.12.0. 53 tools: full PTM surface (prompts, evals, optimization, triage, runs, skills, tool registry, ad-hoc execution, inline-contents fetch) + 5 resource URI patterns, read-only gate, Cloudflare Access auto-discovery. See CHANGELOG.md for release notes.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ptm_mcp-0.14.0.tar.gz (51.2 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ptm_mcp-0.14.0-py3-none-any.whl (59.4 kB view details)

Uploaded Python 3

File details

Details for the file ptm_mcp-0.14.0.tar.gz.

File metadata

  • Download URL: ptm_mcp-0.14.0.tar.gz
  • Upload date:
  • Size: 51.2 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.13

File hashes

Hashes for ptm_mcp-0.14.0.tar.gz
Algorithm Hash digest
SHA256 fef5bd4a3b0eac3c6201310876dabd8c7c20a3e985612631bb7e05b4ca447ff6
MD5 0f43653408fad661f2b74c3efddc2fcc
BLAKE2b-256 041909c3ebc776e62b3bef074d4398d057e14b906b5883cacee701ea134a9cef

See more details on using hashes here.

File details

Details for the file ptm_mcp-0.14.0-py3-none-any.whl.

File metadata

  • Download URL: ptm_mcp-0.14.0-py3-none-any.whl
  • Upload date:
  • Size: 59.4 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.13

File hashes

Hashes for ptm_mcp-0.14.0-py3-none-any.whl
Algorithm Hash digest
SHA256 7111291cfb6af0dc66380bc856b5d3a8e44d17fd3cd28f15ccbe56bb1f863a02
MD5 3e3dba2d9216a270a0dbf457434fbd04
BLAKE2b-256 48ead31f454a79e6b8a0b25c550eb1ddbcc99529d45d6f1a7938bb81decd1670

See more details on using hashes here.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page