msgraph
Up-to-date Microsoft Graph API knowledge for AI agents. Search 27,700+ Graph APIs, endpoint docs, resource schemas, and community samples — all locally, no network calls. Use when the agent needs to find, understand, or call Microsoft Graph endpoints.
What this skill does
# Microsoft Graph Agent Skill
Search, look up, and call any of the 27,700+ Microsoft Graph APIs — all locally, no network calls needed. Use the three search commands to find the right endpoint, check permissions and parameters, then optionally execute calls directly or hand off to a Graph MCP server.
## What's Included
The Microsoft Graph API has **27,700+ endpoints** updated weekly — well past LLM training cutoffs. This skill bundles the complete API surface as local indexes that you search instantly with no network calls.
| Index | Count | What it contains |
|---|---|---|
| OpenAPI endpoints | 27,700+ | Path, method, summary, description, permission scopes |
| Endpoint docs | 6,200+ | Permissions (delegated/app), query parameters, required headers, default vs `$select`-only properties |
| Resource schemas | 4,200+ | All properties with types, supported `$filter` operators, default/select-only flags |
| Community samples | Growing | Hand-verified queries mapping natural-language tasks to exact API calls |
## How to Run
The `msgraph` CLI is bundled with this skill. Run all commands through the launcher script in this skill's directory:
- **macOS / Linux**: `bash <path-to-this-skill>/scripts/run.sh <command> [args...]`
- **Windows**: `powershell <path-to-this-skill>/scripts/run.ps1 <command> [args...]`
For example, to search for mail-related APIs on macOS:
```
bash /home/user/.opencode/skills/msgraph/scripts/run.sh openapi-search --query "send mail"
```
In all examples below, `msgraph` is shorthand for the full launcher invocation.
## Finding the Right API
This is the primary purpose of the skill. Follow this progressive lookup strategy — each level adds detail:
1. **Your own knowledge** — try first for well-known endpoints (`/me`, `/users`, `/groups`).
2. **`sample-search`** — curated, hand-verified samples. Highest quality. Use for common tasks and multi-step workflows.
3. **`api-docs-search`** — per-endpoint permissions, supported query parameters, required headers, default vs `$select`-only properties, and resource property details with filter operators.
4. **`openapi-search`** — full catalog of 27,700 Graph APIs. Use when you cannot find the endpoint any other way.
5. **Reference files** — concept docs on query parameters, advanced queries, paging, batching, throttling, errors, and best practices. Read only when you need specific guidance.
This order is guidance — adapt based on the task. For example, jump straight to `api-docs-search` if you already know the endpoint but need its permissions.
### sample-search
Search curated community samples that map natural-language tasks to exact Microsoft Graph API queries:
```
msgraph sample-search --query "conditional access policies"
msgraph sample-search --product entra
msgraph sample-search --query "managed devices" --product intune
```
| Flag | Description |
|---|---|
| `--query` | Free-text search (searches intent and query fields) |
| `--product` | Filter by product: `entra`, `intune`, `exchange`, `teams`, `sharepoint`, `security`, `general` |
| `--limit` | Max results (default 10) |
At least one of `--query` or `--product` is required. Results include multi-step workflows.
### api-docs-search
Look up detailed documentation for a specific endpoint or resource type:
```
msgraph api-docs-search --endpoint /users --method GET
msgraph api-docs-search --resource user
msgraph api-docs-search --query "ConsistencyLevel"
```
| Flag | Description |
|---|---|
| `--endpoint` | Search by endpoint path (e.g. `/users`, `/me/messages`) |
| `--resource` | Search by resource type name (e.g. `user`, `group`, `message`) |
| `--method` | Filter by HTTP method: `GET`, `POST`, `PUT`, `PATCH` |
| `--query` | Free-text search across all fields |
| `--limit` | Max results (default 10) |
At least one of `--endpoint`, `--resource`, or `--query` is required.
**Endpoint results** include: required permissions (delegated work/school, delegated personal, application), supported OData query parameters, required headers, default properties, and endpoint-specific notes.
**Resource results** include: all properties with types, supported `$filter` operators (eq, ne, startsWith, etc.), and whether each property is returned by default or requires `$select`.
### openapi-search
Search the full OpenAPI catalog of 27,700 Microsoft Graph APIs:
```
msgraph openapi-search --query "send mail"
msgraph openapi-search --resource messages --method GET
```
| Flag | Description |
|---|---|
| `--query` | Free-text search (searches path, summary, description) |
| `--resource` | Filter by resource name (e.g. `users`, `groups`, `messages`) |
| `--method` | Filter by HTTP method |
| `--limit` | Max results (default 20) |
At least one of `--query`, `--resource`, or `--method` is required.
## Using with MCP Servers
If the agent has access to a Microsoft Graph MCP server (such as [lokka.dev](https://lokka.dev) or any other Microsoft Graph MCP server), use the search tools above to find the right endpoint, permissions, and request syntax, then use the information with the MCP server for execution.
In this mode, **no authentication through this skill is needed**. The skill acts purely as a knowledge layer — the MCP server handles authentication and API execution.
## Direct Microsoft Graph API Execution
When no Graph MCP server is available, this skill can authenticate to Microsoft 365 and execute Microsoft Graph API calls directly.
### Authentication
The tool supports **delegated (user)** and **app-only (application)** authentication, auto-detected from environment variables.
**Quick start:**
```
msgraph auth status # check if signed in
msgraph auth signin # sign in (opens browser) - recommended
msgraph auth signin --device-code # sign in via device code (headless)
msgraph auth signout # clear the session
```
- **Delegated auth** (default): Interactive browser sign-in, with device code fallback for headless environments. Supports incremental consent — on 403, the tool re-authenticates with required scopes and retries automatically.
- **App-only auth**: Auto-detected when `MSGRAPH_CLIENT_SECRET`, `MSGRAPH_CLIENT_CERTIFICATE_PATH`, `MSGRAPH_FEDERATED_TOKEN_FILE`, or `MSGRAPH_AUTH_METHOD=managed-identity` is set. Requires `MSGRAPH_TENANT_ID`.
For detailed authentication configuration including certificates, managed identity, workload identity federation, and all environment variables, see [references/docs/authentication.md](references/docs/authentication.md).
### Making Graph API Calls
**IMPORTANT**: Run `msgraph auth status` before the first `graph-call` in a session to verify authentication.
```
msgraph graph-call <METHOD> <URL> [flags]
```
#### Read Operations
```
msgraph graph-call GET /me
msgraph graph-call GET /users --select "displayName,mail" --top 10
msgraph graph-call GET /me/messages --filter "isRead eq false" --top 5 --select "subject,from,receivedDateTime"
msgraph graph-call GET /users --filter "startsWith(displayName,'John')"
```
#### Write Operations
**IMPORTANT**: YOU MUST ask the user for confirmation before any write operation. Write operations require the `--allow-writes` flag.
```
msgraph graph-call POST /me/sendMail --body '{"message":{"subject":"Hello","body":{"content":"Hi"},"toRecipients":[{"emailAddress":{"address":"[email protected]"}}]}}' --allow-writes
msgraph graph-call PATCH /me --body '{"jobTitle":"Engineer"}' --allow-writes
```
**DELETE is always blocked** regardless of flags.
#### graph-call Flags
| Flag | Description | Example |
|---|---|---|
| `--select` | OData $select | `--select "displayName,mail"` |
| `--filter` | OData $filter | `--filter "isRead eq false"` |
| `--top` | OData $top (limit results) | `--top 10` |
| `--expand` | OData $expand | `--expand "members"` |
| `--orderby` | OData $orderby | `--orderby "displayName desc"` |
| `--api-version` | `v1.0` or `beta` (default: beta) | `--api-version v1.0` |
| `--scopes` | Request additional permiRelated in Backend & APIs
jfrog
IncludedInteract with the JFrog Platform via the JFrog CLI and REST/GraphQL APIs. Use this skill when the user wants to manage Artifactory repositories, upload or download artifacts, manage builds, configure permissions, manage users and groups, work with access tokens, configure JFrog CLI servers, search artifacts, manage properties, set up replication, manage JFrog Projects, run security audits or scans, look up CVE details, query exposures scan results from JFrog Advanced Security, manage release bundles and lifecycle operations, aggregate or export platform data, or perform any JFrog Platform administration task. Also use when the user mentions jf, jfrog, artifactory, xray, distribution, evidence, apptrust, onemodel, graphql, workers, mission control, curation, advanced security, exposures, or any JFrog product name.
cupynumeric-migration-readiness
IncludedPre-migration readiness assessor for porting NumPy to cuPyNumeric. Use BEFORE substantial porting work begins when the user asks whether code will scale on GPU, whether they should migrate to cuPyNumeric, which NumPy patterns transfer cleanly, what must be refactored before porting, or mentions pre-port assessment, scaling analysis, or refactor planning. Inspect the user's source code, look up NumPy usage, cross-reference the cuPyNumeric API support manifest, and distinguish distributed-scaling-friendly patterns from blockers such as unsupported APIs, scalar synchronization, host round-trips, Python/object-heavy control flow, shape/data-dependent branching, and in-place mutation hazards. Produce a verdict of READY, LIGHT REFACTOR, SIGNIFICANT REFACTOR, or NOT RECOMMENDED, with concrete refactor pointers.
alibabacloud-data-agent-skill
IncludedInvoke Alibaba Cloud Apsara Data Agent for Analytics via CLI to perform natural language-driven data analysis on enterprise databases. Data Agent for Analytics is an intelligent data analysis agent developed by Alibaba Cloud Database team for enterprise users. It automatically completes requirement analysis, data understanding, analysis insights, and report generation based on natural language descriptions. This tool supports: discovering data resources (instances/databases/tables) managed in DMS, initiating query or deep analysis sessions, real-time progress tracking, and retrieving analysis conclusions and generated reports. Use this Skill when users need to query databases, analyze data trends, generate data reports, ask questions in natural language, or mention "Data Agent", "data analysis", "database query", "SQL analysis", "data insights".
token-optimizer
IncludedReduce OpenClaw token usage and API costs through smart model routing, heartbeat optimization, budget tracking, and native 2026.2.15 features (session pruning, bootstrap size limits, cache TTL alignment). Use when token costs are high, API rate limits are being hit, or hosting multiple agents at scale. The 4 executable scripts (context_optimizer, model_router, heartbeat_optimizer, token_tracker) are local-only — no network requests, no subprocess calls, no system modifications. Reference files (PROVIDERS.md, config-patches.json) document optional multi-provider strategies that require external API keys and network access if you choose to use them. See SECURITY.md for full breakdown.
resend-cli
IncludedUse this skill when the task is specifically about operating Resend from an AI agent, terminal session, or CI job via the official resend CLI: installing/authenticating the CLI, sending/listing/updating/cancelling emails, batch sends, domains and DNS, webhooks and local listeners, inbound receiving, contacts, topics, segments, broadcasts, templates, API keys, profiles, or debugging Resend CLI/API failures. Trigger on mentions of Resend CLI, `resend`, `resend doctor`, `resend emails send`, `resend domains`, `resend webhooks listen`, `resend emails receiving`, or agent-friendly terminal automation.
alibabacloud-odps-maxframe-coding
IncludedUse this skill for MaxFrame SDK development and documentation navigation on Alibaba Cloud MaxCompute (ODPS). Helps answer MaxFrame API, concept, official example, and supported pandas API questions; create data processing programs; read/write MaxCompute tables; debug jobs (remote or local); and build custom DPE runtime images. Trigger when users mention MaxFrame, MaxCompute with MaxFrame, ODPS table processing, DPE runtime, MaxFrame docs/examples, DataFrame/Tensor operations, or GPU runtime setup. Works for both English and Chinese queries about Alibaba Cloud data processing with MaxFrame.