Static release-readiness scanner for AI agent tool surfaces (MCP, OpenAPI, OpenAI Agents SDK, Anthropic Messages API, Google ADK, LangChain, CrewAI). CLI + GitHub Action.
Project description
Agents Shipgate
Static release-readiness scanner for AI agent tool surfaces.
agents-shipgate is an open-source CLI and GitHub Action that produces release-readiness reports for AI agent tool surfaces. It reads a manifest plus tool sources and writes deterministic findings as Markdown, JSON, and SARIF.
Inputs: MCP · OpenAPI · OpenAI Agents SDK · Anthropic Messages API · Google ADK · LangChain/LangGraph · CrewAI · OpenAI Agents API. Outputs: Markdown · JSON · SARIF.
Install
pipx install agents-shipgate
# or in CI:
# - uses: ThreeMoonsLab/agents-shipgate@v0.5.0
60-second run
agents-shipgate init --workspace . --write
agents-shipgate scan -c shipgate.yaml
# writes agents-shipgate-reports/report.md and report.json
To verify your install on a known fixture without writing any YAML:
agents-shipgate fixture run support_refund_agent
Exit codes
| Code | Meaning |
|---|---|
0 |
Pass (advisory mode or strict-no-blockers) |
2 |
Manifest config error |
3 |
Input parse error (file missing, malformed, path traversal blocked) |
4 |
Other Agents Shipgate error |
20 |
Strict-mode gate failure |
For coding agents
Agents Shipgate is designed to be agent-friendly. If you're a coding agent (Claude Code, Codex, Cursor, Aider) reading this repo:
AGENTS.md— canonical agent-facing instructions: install, run, common tasks, JSON-mode flags, error semanticsSTABILITY.md— what won't break across0.xversionsprompts/— reusable prompts for common workflowsdocs/manifest-v0.1.json+docs/report-schema.v0.5.json— JSON Schemas for live editor validationdocs/checks.json— machine-readable check catalog
Every command has a --json form. Errors emit a structured next_action line on stderr when AGENTS_SHIPGATE_AGENT_MODE=1.
Why this exists
Once an AI agent can refund, email, cancel, deploy, or modify a record, every tool change becomes a release event. Code review catches code; eval suites catch behavior; observability catches runtime. None of them answer the release question: given the tool surface declared in this PR, do we have explicit approval policies, scope coverage, idempotency evidence, and review readiness for every action?
Shipgate produces a deterministic answer to that question, before promotion.
Findings Gallery
The bundled support-refund fixture demonstrates the kind of release risks Agents Shipgate is designed to surface:
## Agents Shipgate
Status: Release blockers detected
Critical: 2 - High: 14 - Medium: 2
Human review: recommended
Top findings:
1. stripe.create_refund lacks a declared approval policy
2. stripe.create_refund lacks idempotency evidence
3. Manifest declares broad permission scopes
stripe.create_refundlacks a declared approval policy, so a financial action could ship without an explicit human review gate.stripe.create_refund.amountlacks a maximum bound, weakening blast-radius control.stripe.create_refundlacks idempotency evidence while retry behavior is known, risking duplicate refunds.wildcard_mcp_tools.*exposes a wildcard tool surface, making review incomplete.gmail.send_customer_emailoverlaps a prohibited external-communication action without a matching confirmation policy.
Why Not Just...
| Alternative | Gap Agents Shipgate Covers |
|---|---|
| Unit tests | Tests usually validate code paths, not the released tool surface and declared policies. |
| Code review | Reviewers miss generated specs, MCP exports, broad scopes, and missing approval policies. |
| Runtime traces | Useful later, but they arrive after behavior exists. Agents Shipgate runs before promotion. |
| Nothing | Tool-surface drift becomes a production surprise. |
Quickstart
Use Agents Shipgate as a GitHub Action on every PR, or run the CLI locally.
Install the published package:
python -m pip install agents-shipgate
agents-shipgate --version
Install from a source checkout when developing locally:
python -m pip install -e ".[dev]"
agents-shipgate init --workspace . --write
agents-shipgate doctor --config shipgate.yaml
agents-shipgate scan --config shipgate.yaml
Or install directly from GitHub when testing the latest unreleased source:
python -m pip install "git+https://github.com/ThreeMoonsLab/agents-shipgate@main"
Try the bundled fixture:
agents-shipgate scan --config samples/support_refund_agent/shipgate.yaml
agents-shipgate scan --config samples/simple_openai_api_agent/shipgate.yaml
agents-shipgate scan --config samples/google_adk_agent/shipgate.yaml
agents-shipgate scan --config samples/simple_langchain_agent/shipgate.yaml
agents-shipgate scan --config samples/simple_crewai_agent/shipgate.yaml
agents-shipgate scan --config samples/clean_read_only_agent/shipgate.yaml
CI Behavior
CI is advisory by default:
agents-shipgate scan --config shipgate.yaml --ci-mode advisory
Strict mode exits with code 20 only when unsuppressed critical findings exist.
Configuration, input parsing, and internal tool errors use 2, 3, and 4 respectively:
agents-shipgate scan --config shipgate.yaml --ci-mode strict
For existing projects, save the current reviewed findings as a local baseline and fail strict CI only on new unsuppressed findings:
agents-shipgate baseline save --config shipgate.yaml --out .agents-shipgate/baseline.json
agents-shipgate scan --config shipgate.yaml --baseline .agents-shipgate/baseline.json --ci-mode strict
Teams can override severities and CI failure thresholds:
checks:
severity_overrides:
SHIP-AUTH-MISSING-SCOPE: critical
ci:
fail_on:
- critical
- high
Google ADK
Agents Shipgate supports static Google ADK extraction for Python entrypoints and Agent Config YAML. The adapter detects LlmAgent/Agent definitions, function tools, OpenAPIToolset, McpToolset, callbacks, plugins, sub-agents, eval references, and explicit local tool inventories without importing ADK code.
version: "0.1"
project:
name: adk-support-agent
agent:
name: support-agent
declared_purpose:
- handle support cases
environment:
target: production_like
tool_sources:
- id: adk
type: google_adk
path: agent.py
google_adk:
eval_sets:
- evals/support.eval.json
tool_inventories:
- inventories/adk-mcp-tools.json
Dynamic ADK toolsets produce warnings or findings unless you provide explicit MCP, OpenAPI, or local tool inventory inputs.
LangChain And CrewAI
v0.5 adds static Python extraction for LangChain/LangGraph and CrewAI. The
adapters parse Python AST only; they do not import framework packages or user
modules. The supported LangChain/LangGraph patterns target LangChain Core
0.3+, LangChain 1.x create_agent, and LangGraph 0.2+ source shapes.
tool_sources:
- id: langchain_agent
type: langchain
path: agent.py
- id: crewai_agent
type: crewai
path: crew.py
For dynamic or prebuilt tool surfaces, provide explicit local inventory files:
langchain:
tool_inventories:
- inventories/langchain-tools.json
crewai:
tool_inventories:
- inventories/crewai-tools.json
Policy Packs
v0.4 adds local declarative YAML policy packs for organization-specific release rules. Policy packs are static data and run without importing code.
checks:
policy_packs:
- path: policies/org-release.yaml
agents-shipgate scan --config shipgate.yaml --policy-pack policies/org-release.yaml
Who It Is For
| Buyer | Pain | Pitch | Next step |
|---|---|---|---|
| Platform engineer shipping a first production agent | "I don't know what I don't know." | Audits manifest and tool schemas for release risks code review misses. | Run agents-shipgate init --workspace . --write. |
| Security or GRC reviewer | "Agents bypass existing controls." | Creates a static tool-surface audit trail for review. | Review the check catalog. |
| AI PM with a shipping deadline | "Security review blocks us late." | Gives teams self-serve pre-review before formal approval. | Scan the support-refund fixture. |
Limitations
Agents Shipgate is a static, manifest-first scanner. It is intentionally narrow:
- It does not run agents, call tools, invoke LLMs, or verify model availability.
- It does not verify runtime behavior, latency, prompt quality, or routing decisions.
- It does not replace dynamic security testing or human security review of the underlying systems.
- It only inspects what is declared in
shipgate.yaml, local OpenAPI specs, MCP exports, simple OpenAI API artifacts, optional SDK AST metadata, and static Google ADK/LangChain/CrewAI inputs; tools that are not declared or statically discoverable are not scanned. - The manifest remains
version: "0.1"in v0.5 so existing configs keep working. Reports addreport_schema_version: "0.5"while preserving the v0.1 payload keys.
See ROADMAP.md for what is planned next.
Trust Model
Agents Shipgate does not import user code, run agents, call tools, call LLMs, connect to MCP servers, make network calls, or collect telemetry by default.
See Trust model and Security policy for the default local-only guarantees and disclosure process.
GitHub Action
Use a pinned release tag for CI. Set permissions: contents: read and run on pull_request:
name: Agents Shipgate
on:
pull_request:
permissions:
contents: read
jobs:
agents-shipgate:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd
- id: agents-shipgate
uses: ThreeMoonsLab/agents-shipgate@v0.5.0
with:
config: shipgate.yaml
ci_mode: advisory
output_dir: agents-shipgate-reports
For PR comments, add pull-requests: write to the job's permissions and set pr_comment: "true".
Inputs: config, ci_mode (advisory or strict), fail_on, baseline, baseline_mode, policy_packs, no_plugins, output_dir, upload_artifact, pr_comment, github_token, shipgate_version.
Outputs: status, critical_count, high_count, medium_count, baseline_new_count, baseline_matched_count, baseline_resolved_count, adk_agent_count, adk_dynamic_toolset_count, report_json, report_markdown, report_sarif, exit_code.
Set shipgate_version to install a pinned PyPI release instead of the action source when your workflow requires package/version parity.
Pricing And Open Source Stance
Agents Shipgate is and will remain free OSS for individuals and teams running it on their own infrastructure. The core manifest-first scanner, built-in checks, Markdown report, and JSON report are intended to remain open source. We do not collect telemetry and do not require an account.
If hosted dashboards, SSO, org-wide baselines, approval workflows, or trace-based evidence emerge, they should live in a separate optional product rather than moving core OSS functionality behind a paywall.
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