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MCP server for Cisco Catalyst SD-WAN (vManage): fabric inventory, device health, alarms, policies.
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MCP server for Cisco Catalyst SD-WAN (vManage): fabric inventory, device health, alarms, policies.
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Valid MCP server (1 strong, 1 medium validity signals). 1 known CVE in dependencies Package registry verified. Imported from the Official MCP Registry.
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What You'll Need
Set these up before or after installing:
Environment variable: SDWAN_VMANAGE_URL
Environment variable: SDWAN_USERNAME
Environment variable: SDWAN_PASSWORD
Environment variable: MCP_TRANSPORT
Environment variable: SDWAN_VERIFY_SSL
Environment variable: SDWAN_CA_BUNDLE
Environment variable: SDWAN_ENABLE_WRITES
How to Install
Add this to your MCP configuration file:
{
"mcpServers": {
"io-github-pcdamasceno-cisco-sdwan-mcp": {
"env": {
"MCP_TRANSPORT": "your-mcp-transport-here",
"SDWAN_PASSWORD": "your-sdwan-password-here",
"SDWAN_USERNAME": "your-sdwan-username-here",
"SDWAN_CA_BUNDLE": "your-sdwan-ca-bundle-here",
"SDWAN_VERIFY_SSL": "your-sdwan-verify-ssl-here",
"SDWAN_VMANAGE_URL": "your-sdwan-vmanage-url-here",
"SDWAN_ENABLE_WRITES": "your-sdwan-enable-writes-here"
},
"args": [
"cisco-sdwan-mcp"
],
"command": "uvx"
}
}
}Documentation
View on GitHubFrom the project's GitHub README.
Cisco SD-WAN MCP Server
cisco-sdwan-mcp is an MCP server for
Cisco Catalyst SD-WAN Manager (vManage), built with
FastMCP.
It gives an LLM client a working view of your SD-WAN fabric — inventory, device health, control and data plane state, alarms, path quality, templates and policies — so you can ask "why is the Frankfurt branch down?" and get an answer backed by real controller data instead of a guess.
Read-only by default. The configuration-changing tools are not registered unless you explicitly enable them, and even then every call requires a human to approve it.
Contents
- What you get
- Quickstart
- Configuration
- Write protection
- Tool reference
- Prompts
- Resources
- Connecting an MCP client
- Transports
- Authenticating MCP clients
- Docker
- Deploying
- Adding your own tools
- Testing
- Troubleshooting
- Project structure
What you get
| Area | Tools |
|---|---|
| Inventory | list_devices, get_device, get_fabric_summary, list_inventory |
| Device health | check_device_health, get_system_status, get_control_connections, get_bfd_sessions, get_omp_peers, get_interfaces |
| Alarms & events | get_alarm_summary, list_alarms, list_events |
| Path quality | find_degraded_tunnels, get_tunnel_statistics, get_interface_statistics |
| Templates & policy | list_device_templates, get_device_template, list_feature_templates, list_policies, get_template_input_variables |
| Configuration (opt-in) | attach_device_template, activate_vsmart_policy, get_task_status |
Plus four workflow prompts and three resources.
Three design decisions are worth knowing up front, because they shape every tool:
- Responses are projected, not dumped. A vManage device record carries 60+
fields; a 200-device fabric would bury a model's context. Each tool returns
the fields that answer the question and accepts
detailed=truewhen you want everything. - Counts always accompany results. Every list reports
count(what matched) alongsidereturned(what you got), so "3 devices are down" is never confused with "3 devices are down in the first 100 I looked at". - Failures come back as answers. A wrong password, an unreachable controller or an unknown hostname returns a readable message — often with the valid options — rather than raising. The model can then correct itself or tell you exactly what to fix.
Quickstart
Prerequisites
- Python 3.11+
- uv (recommended) or pip
- A reachable Cisco Catalyst SD-WAN Manager (vManage) and an account on it
Make a dedicated vManage account. Give it a read-only role to start. The account's privileges are the real security boundary — see Write protection.
Install
From PyPI, if you only want to run it:
uvx cisco-sdwan-mcp # no install, run it straight
pip install cisco-sdwan-mcp
From a checkout, if you want to change it:
git clone https://github.com/pcDamasceno/cisco-sdwan-mcp.git
cd cisco-sdwan-mcp
# with uv (recommended)
uv sync --extra dev
# with pip
pip install -e ".[dev]"
Configure
cp .env.example .env
The three settings you must fill in:
SDWAN_VMANAGE_URL=https://vmanage.example.com:8443
SDWAN_USERNAME=automation-readonly
SDWAN_PASSWORD=...
The server reads .env from the repository root at startup — set
SDWAN_ENV_FILE to load a different file. Variables already present in the
environment (compose env_file, Kubernetes secrets) are never overwritten by
it, and the startup log names the file it used.
Run
uv run python -m cisco_sdwan_mcp.server # or: python -m cisco_sdwan_mcp.server
The server starts over HTTP on 0.0.0.0:8000. The MCP endpoint is at
http://localhost:8000/mcp, a health probe at http://localhost:8000/healthz,
and this README at http://localhost:8000/.
Startup logs confirm what it will talk to before any client connects:
INFO cisco_sdwan_mcp.server: vManage controller: vmanage.example.com:8443 (user automation-readonly, TLS verify: True)
INFO cisco_sdwan_mcp.server: Write tools: disabled (read-only)
First call
Point an MCP client at it (see Connecting an MCP client)
and ask for get_fabric_summary. It is one round trip and exercises
authentication, TLS and reachability at once:
{
"total_devices": 42,
"by_type": {"vedge": 38, "vsmart": 2, "vbond": 1, "vmanage": 1},
"by_reachability": {"reachable": 40, "unreachable": 2},
"unreachable_count": 2,
"unreachable_devices": [{"host-name": "BR2-EDGE1", "system-ip": "10.0.0.12", "site-id": "1002"}]
}
Configuration
Everything is environment-driven; .env.example is the annotated reference.
vManage connection
| Variable | Default | Description |
|---|---|---|
SDWAN_VMANAGE_URL | — | Controller URL, e.g. https://vmanage.example.com:8443. Required (or use SDWAN_VMANAGE_HOST) |
SDWAN_VMANAGE_HOST | — | Hostname instead of a full URL |
SDWAN_VMANAGE_PORT | 443 | Port, when using SDWAN_VMANAGE_HOST |
SDWAN_USERNAME | — | vManage username. Required |
SDWAN_PASSWORD | — | vManage password. Required |
SDWAN_VERIFY_SSL | true | TLS certificate verification |
SDWAN_CA_BUNDLE | — | Path to a CA bundle — the right answer for a private CA |
SDWAN_TIMEOUT | 60 | Seconds to wait for vManage |
SDWAN_PAGE_SIZE | 100 | Default cap on records per tool call |
SDWAN_ENABLE_WRITES | false | Register the configuration tools — see below |
Server
| Variable | Default | Description |
|---|---|---|
MCP_SERVER_NAME | cisco-sdwan-mcp | Name advertised to MCP clients |
MCP_TRANSPORT | http | http or stdio |
MCP_HOST | 0.0.0.0 | Bind address (HTTP only) |
MCP_PORT | 8000 | Bind port (HTTP only) |
MCP_AUTH | none | How MCP clients authenticate to this server |
LOG_LEVEL | INFO | Python log level |
SDWAN_USERNAME/SDWAN_PASSWORDauthenticate this server to vManage.MCP_AUTHgoverns how clients authenticate to this server. They are unrelated, and you generally want both.
TLS
vManage very often presents a self-signed or private-CA certificate. In descending order of preference:
- Point
SDWAN_CA_BUNDLEat the controller's CA — verification stays on. - Add the CA to
certificates/, which the Docker build installs into the container trust store automatically. - Only as a last resort, on a lab you control, set
SDWAN_VERIFY_SSL=false. The server logs a warning naming the host each time it does this, because it means anything on the path can read the credentials.
Write protection
The tools that change configuration are gated twice.
Gate 1 — registration. With SDWAN_ENABLE_WRITES unset or false, the
module holding them is never imported. They do not appear in the tool list, so
a model cannot call them by mistake, misinterpretation or prompt injection.
The server is read-only by construction, not by policy.
Gate 2 — confirmation. With writes enabled, each call still asks the user
through MCP elicitation, naming the template or policy and the devices
affected, before anything reaches vManage. Clients that do not implement
elicitation cannot silently proceed — the call is refused unless the caller
passes confirm=true, which puts the decision in a human's hands either way.
SDWAN_ENABLE_WRITES=true uv run python -m cisco_sdwan_mcp.server
WARNING cisco_sdwan_mcp.tools: SDWAN_ENABLE_WRITES=true — configuration-changing tools are registered.
Each one still requires explicit user confirmation before it runs.
The vManage account is the real boundary.
SDWAN_ENABLE_WRITEScontrols which tools exist in this server; it does nothing about what the account can do through any other path. If a change must be impossible, use a read-only vManage role — do not rely on this flag alone.
vManage applies configuration asynchronously: a write returns a task_id,
meaning accepted, not applied. Poll get_task_status(task_id) until it
reports done.
The intended flow for a template push, with a review step in the middle:
list_device_templates → find the template
get_device_template → see what it configures and who has it
get_template_input_variables → the exact per-device values (read-only preview)
check_device_health → never push to an already-broken device
attach_device_template → asks for approval, returns a task_id
get_task_status → confirm it actually landed
Tool reference
Every tool takes limit (cap on records) and most take detailed (return all
vManage fields instead of the summary set).
Inventory
| Tool | What it answers |
|---|---|
get_fabric_summary() | Device counts by type, reachability and version, plus every unreachable device. Start here for open questions. |
list_devices(device_type, reachability, site_id) | Devices vManage is currently talking to. |
get_device(device) | One device's full record. Accepts hostname, system IP or chassis number. |
list_inventory(category, unattached_only) | Everything provisioned, including devices that never onboarded, have invalid certificates or carry no template. |
Device health
| Tool | What it answers |
|---|---|
check_device_health(device) | Triage in one call — system status, control connections and BFD, with a problems list naming what is wrong. |
get_system_status(device) | Uptime, CPU, memory, disk, last reboot reason. |
get_control_connections(device) | Connections to vSmart/vBond/vManage. Check first when a device will not come up. |
get_bfd_sessions(device, state) | Data-plane tunnels to other edges. Check when sites reach controllers but not each other. |
get_omp_peers(device) | OMP peering — control up but OMP down means no overlay routes. |
get_interfaces(device, vpn_id, interface_name) | Interface status, addressing and error counters. |
These poll the device through vManage, so they reflect live state but cost a
round trip to the edge. Prefer check_device_health over three separate calls.
Alarms and events
| Tool | What it answers |
|---|---|
get_alarm_summary(hours) | Counts by severity and component, top rules, most affected devices. Cheap — call before listing. |
list_alarms(hours, severity, active_only) | The alarms themselves. |
list_events(hours, severity, component) | Raw event stream — noisier, but shows flaps and transitions that never became alarms. |
Path quality
| Tool | What it answers |
|---|---|
find_degraded_tunnels(hours, max_loss_percent, max_latency_ms, max_jitter_ms) | Tunnels breaching thresholds, worst first, each saying which threshold it broke. |
get_tunnel_statistics(device, hours) | Raw per-tunnel loss/latency/jitter/vQoE. |
get_interface_statistics(device, hours, interface_name) | Historical throughput and error counters. |
These read vManage's statistics database — fast, but only as fresh as the last collection cycle (30 minutes on most deployments). For live state, use the device health tools.
Templates and policy
| Tool | What it answers |
|---|---|
list_device_templates(device_type, attached_only) | Templates and their attachment counts. |
get_device_template(template_id) | One template's definition plus attached devices. |
list_feature_templates(template_type) | The building blocks. |
list_policies(policy_scope) | Centralized (vSmart) or localized policies, and which is active. |
get_template_input_variables(template_id, device_ids) | Read-only preview of the values an attachment would push. |
Prompts
Reusable workflows that encode the order an engineer actually works in — control plane before data plane, evidence before conclusions.
| Prompt | Use it for |
|---|---|
troubleshoot_device(device, symptom) | Structured device triage, stopping at the first real cause |
fabric_health_report(hours) | A whole-fabric report: devices, alarms, path quality, recommendations |
analyse_path_quality(hours, site) | Tunnel performance, clustered by color / site / device to point at the cause |
review_template_change(template_id) | Pre-change review with an explicit go/no-go — recommends only, never attaches |
Resources
| URI | Contents |
|---|---|
sdwan://config | Connection settings in effect — controller, user, TLS mode, whether writes are on. Never includes the password. |
sdwan://devices | Current fabric inventory with per-device status |
sdwan://device/{identifier} | One device's full record, by hostname or system IP |
Connecting an MCP client
Claude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"cisco-sdwan": {
"url": "http://localhost:8000/mcp"
}
}
}
VS Code (GitHub Copilot) — .vscode/mcp.json
{
"servers": {
"cisco-sdwan": {
"type": "http",
"url": "http://localhost:8000/mcp"
}
}
}
With token auth enabled
{
"mcpServers": {
"cisco-sdwan": {
"url": "http://localhost:8000/mcp",
"headers": { "Authorization": "Bearer dev-token" }
}
}
}
With an OAuth mode (github, google, oauth-proxy, …) no header is needed —
MCP clients discover the flow and open the login screen themselves.
stdio (local subprocess)
From PyPI — nothing to clone, uvx fetches the package on first run:
{
"mcpServers": {
"cisco-sdwan": {
"command": "uvx",
"args": ["cisco-sdwan-mcp"],
"env": {
"MCP_TRANSPORT": "stdio",
"SDWAN_VMANAGE_URL": "https://vmanage.example.com:8443",
"SDWAN_USERNAME": "automation-readonly",
"SDWAN_PASSWORD": "..."
}
}
}
}
From a checkout:
{
"mcpServers": {
"cisco-sdwan": {
"command": "uv",
"args": ["run", "python", "-m", "cisco_sdwan_mcp.server"],
"cwd": "/absolute/path/to/cisco-sdwan-mcp",
"env": {
"MCP_TRANSPORT": "stdio",
"SDWAN_VMANAGE_URL": "https://vmanage.example.com:8443",
"SDWAN_USERNAME": "automation-readonly",
"SDWAN_PASSWORD": "..."
}
}
}
}
Transports: HTTP vs stdio
- HTTP (default) — the deployment transport. Serves many clients
concurrently, works behind load balancers, and is the only transport where
MCP_AUTHapplies. Everything indeploy/assumes it. - stdio — for local single-user use where a desktop client spawns the
server as a subprocess. No network listener, so
MCP_HOST/MCP_PORTandMCP_AUTHdo not apply; the process is secured by your OS user.
MCP_TRANSPORT=stdio uv run python -m cisco_sdwan_mcp.server
Deploying anywhere or serving multiple users → HTTP. One client on your own machine → either works.
Authenticating MCP clients
Authentication of clients to this server is off by default and selected at
startup with MCP_AUTH. The factory lives in cisco_sdwan_mcp/auth.py; all modes are
backed by FastMCP's built-in providers.
MCP_AUTH | Use case |
|---|---|
none (default) | Local development, or network-level protection (IAM, VPN, mTLS) |
static | Fixed bearer tokens — quick tests only, never production |
jwt | You already have an IdP issuing JWTs (Keycloak, Okta, Entra ID, Cognito…) |
introspection | Your IdP issues opaque tokens (RFC 7662) |
oauth-proxy | Full OAuth 2.1 login flow via any OAuth provider |
github, google, azure, auth0, workos | Full login flow via a hosted identity provider, preconfigured |
# Development tokens (never in production — tokens sit in plain env vars)
MCP_AUTH=static MCP_AUTH_STATIC_TOKENS=dev-token uv run python -m cisco_sdwan_mcp.server
# JWT via your IdP's JWKS endpoint
MCP_AUTH=jwt
MCP_AUTH_JWKS_URI=https://idp.example.com/realms/main/protocol/openid-connect/certs
MCP_AUTH_ISSUER=https://idp.example.com/realms/main
MCP_AUTH_AUDIENCE=cisco-sdwan-mcp
The full variable reference for every mode is in .env.example.
Notes:
- Auth applies to the HTTP transport only.
/healthzand/stay public — probes and humans don't carry tokens; the MCP endpoint returns401without a valid token.- OAuth flows require HTTPS on the public URL in production.
- To add your own scheme, write a builder in
cisco_sdwan_mcp/auth.pyand register it in_BUILDERS(provider docs).
A server exposing your WAN topology should not run
MCP_AUTH=noneon a reachable network. Seedeploy/README.md.
Docker
cp .env.example .env # fill in vManage URL and credentials
docker compose up -d --build
Or manually:
docker build -t cisco-sdwan-mcp .
docker run -p 8000:8000 \
-e SDWAN_VMANAGE_URL=https://vmanage.example.com:8443 \
-e SDWAN_USERNAME=automation-readonly \
-e SDWAN_PASSWORD=... \
cisco-sdwan-mcp
Helper scripts build the image, replace any container of the same name, and
start the server at http://localhost:8000/mcp, passing your .env through:
bash scripts/run_docker.sh # Linux/macOS
.\scripts\run_docker.ps1 # Windows PowerShell
The image includes a HEALTHCHECK against /healthz, so docker ps shows
container health out of the box.
Corporate CA certificates
Drop any .crt/.pem root CA files into certificates/. The build adds them
to the container trust store and runs update-ca-certificates automatically —
which covers both a TLS-intercepting proxy and a vManage certificate signed
by your internal CA. Leave the directory empty if you don't need it.
For a proxy, HTTP_PROXY/HTTPS_PROXY/NO_PROXY are predefined Docker build
args and need no Dockerfile edits:
docker build --build-arg HTTPS_PROXY=http://proxy.example.com:8080 -t cisco-sdwan-mcp .
docker run -p 8000:8000 -e HTTPS_PROXY=http://proxy.example.com:8080 cisco-sdwan-mcp
Deploying
The container is a plain HTTP server on port 8000 with a /healthz probe, so
it runs anywhere. deploy/ ships raw Kubernetes manifests, a Helm chart, a
Styrmin driver and a Cloud Run service definition — see
deploy/README.md for full walkthroughs, including the
SD-WAN-specific parts: reaching a management-network controller from the cloud,
private-CA handling, and vManage's per-account session limits.
kubectl apply -k deploy/kubernetes
helm install sdwan-mcp oci://ghcr.io/pcdamasceno/charts/cisco-sdwan-mcp \
--set sdwan.vmanageUrl=https://vmanage.example.com:8443
gcloud run services replace deploy/cloud-run-service.yaml --region europe-west3
This repository is also a Styrmin
Application Driver — driver.styrmin.yml and values.j2.yml at the root are
what Styrmin reads when it clones it. See
deploy/styrmin.md.
/healthz deliberately does not check vManage. A brief controller outage
should not restart pods — tools report the problem per call, and the server
recovers on its own.
Adding your own tools
Capabilities live in three packages, one module per concern. Each package's
__init__.py imports its modules so the decorators run — add a module, add one
import line.
# cisco_sdwan_mcp/tools/my_tools.py
from cisco_sdwan_mcp.sdwan.client import get_client
from cisco_sdwan_mcp.sdwan.formatting import envelope, project
from cisco_sdwan_mcp.tools._helpers import resolve_device_id, sdwan_tool
@sdwan_tool
async def get_dhcp_leases(device: str, limit: int = 100) -> dict:
"""Show DHCP leases the device is serving.
Args:
device: Hostname, system IP or chassis number.
limit: Maximum leases to return.
"""
system_ip = await resolve_device_id(device)
client = await get_client()
records = await client.get_data(
"/dataservice/device/dhcp/server", {"deviceId": system_ip}
)
fields = ("ifname", "address", "client-id", "state", "expires")
return envelope(project(records, fields), limit=limit, device=device)
Then add my_tools to the import list in cisco_sdwan_mcp/tools/__init__.py.
Use @sdwan_tool rather than @mcp.tool — it registers the tool and
converts SD-WAN failures into a readable {"error", "message"} result. Reach
for the shared helpers rather than reimplementing them:
| Helper | Purpose |
|---|---|
resolve_device_id(device) | Hostname / system IP / chassis → the system IP vManage's real-time endpoints need |
client.get_data(path, params) | GET and unwrap vManage's {"data": [...]} envelope |
project(records, fields) | Trim wide records to what matters |
envelope(records, limit=...) | Add count/returned/truncation notes |
build_query(hours=..., rules=...) | Build the JSON query param alarms/events/statistics need |
count_by(records, field) | Tally a field into a summary |
The docstring is what the model reads to decide whether to call your tool —
say what question it answers, not just which endpoint it hits. Keep write
operations in config_tools.py so the registration gate keeps covering them.
Testing
uv run pytest # or: pytest
The suite runs against a fake vManage (httpx.MockTransport) rather than a
live controller, so it covers the things that actually break in the field:
- the login handshake, including vManage answering a failed login with HTTP 200 and an HTML body
- CSRF token handling, and controllers older than 19.2 that have no token endpoint
- session expiry mid-session → one transparent re-login and retry
- error translation: unreachable host, timeout, 403, non-JSON response
- every read tool's filtering, projection and truncation
- the write gate, verified in a fresh interpreter: the configuration tools are
absent without
SDWAN_ENABLE_WRITES=trueand present with it - write confirmation: declining, or a client that cannot prompt, must not produce an HTTP call to vManage
tests/conftest.py holds the fake controller; use it as the pattern for your
own tools.
Troubleshooting
| Symptom | Cause and fix |
|---|---|
ConfigurationError: No controller configured | SDWAN_VMANAGE_URL (or SDWAN_VMANAGE_HOST) is unset. |
AuthenticationError: rejected the credentials | Wrong username/password, or the account is locked. vManage returns HTTP 200 with the login page for a bad password — the client detects that and reports it as an auth failure. |
AuthenticationError: may lack the required role | Authentication worked but the account lacks privileges for that endpoint. Template and policy endpoints need more than a bare read-only role. |
AuthenticationError: issued no JSESSIONID cookie | The URL points at a proxy that strips cookies, not at vManage itself. |
APIError: cannot reach <host> | DNS, routing, firewall or the wrong port. vManage commonly listens on 8443, not 443. |
APIError: timed out after 60s | Real-time endpoints poll the device itself. Raise SDWAN_TIMEOUT, or scope the query to one device. |
| TLS / certificate verify failed | Private CA. Set SDWAN_CA_BUNDLE or add the CA to certificates/. SDWAN_VERIFY_SSL=false is a lab-only last resort. |
APIError: response was not valid JSON | The endpoint doesn't exist on this vManage version — API paths vary across releases. |
| A write tool "doesn't exist" | Expected: SDWAN_ENABLE_WRITES is not true. |
A write returns applied: false with confirm=True guidance | The client doesn't support MCP elicitation, so it cannot ask you to approve. |
| Empty results everywhere, no error | The account may be scoped to a tenant or device group with no devices. Check sdwan://config and try list_inventory. |
Set LOG_LEVEL=DEBUG for more detail. Note that vManage error bodies can be
verbose — check what yours returns before enabling debug logs in a shared
environment.
Project structure
.
├── cisco_sdwan_mcp/
│ ├── mcp.py ← Shared FastMCP instance, auth wiring, /healthz
│ ├── auth.py ← MCP client authentication factory (MCP_AUTH)
│ ├── server.py ← Entry point: transport selection, startup logging
│ ├── sdwan/ ← vManage integration layer (no MCP knowledge)
│ │ ├── config.py ← SDWAN_* settings
│ │ ├── client.py ← Async client: login, CSRF, session recovery
│ │ ├── formatting.py ← Projection, envelopes, vManage query builder
│ │ └── errors.py ← Exception hierarchy
│ ├── tools/
│ │ ├── _helpers.py ← @sdwan_tool, device resolution
│ │ ├── inventory_tools.py ← Devices and fabric summary
│ │ ├── monitoring_tools.py ← Control plane, BFD, OMP, interfaces, health
│ │ ├── alarm_tools.py ← Alarms and events
│ │ ├── statistics_tools.py ← Tunnel and interface statistics
│ │ ├── template_tools.py ← Templates and policies (read-only)
│ │ └── config_tools.py ← Writes — imported only when enabled
│ ├── resources/sdwan_resources.py
│ └── prompts/sdwan_prompts.py
├── tests/
│ ├── conftest.py ← Fake vManage (httpx.MockTransport)
│ ├── sample_data.py ← Representative vManage payloads
│ ├── test_client.py ← Login, session recovery, error translation
│ ├── test_formatting.py ← Projection, envelopes, query building
│ ├── test_tools.py ← Read tools via the in-memory MCP client
│ ├── test_config_tools.py ← The write confirmation gate
│ ├── test_server.py ← Registration, the write gate, public routes
│ └── test_auth.py ← MCP client auth factory
├── deploy/ ← Kubernetes + Cloud Run
├── scripts/ ← Docker helper scripts (bash / PowerShell)
├── certificates/ ← Drop-in CA certificates for Docker builds
├── .env.example ← Annotated reference of every variable
├── docker-compose.yml
├── Dockerfile
└── pyproject.toml
Resources
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Freeby mcp-marketplace · Finance
Free stock data and market news for any MCP-compatible AI assistant.
