npx skills add https://github.com/microsoft/github-copilot-for-azure --skill azure-aiHow Integrate Context Matic fits into a Paperclip company.
Integrate Context Matic drops into any Paperclip agent that handles this kind of work. Assign it to a specialist inside a pre-configured PaperclipOrg company and the skill becomes available on every heartbeat — no prompt engineering, no tool wiring.
Pre-configured AI company — 18 agents, 18 skills, one-time purchase.
SKILL.md110 linesExpandCollapse
---name: integrate-context-maticdescription: 'Discovers and integrates third-party APIs using the context-matic MCP server. Uses `fetch_api` to find available API SDKs, `ask` for integration guidance, `model_search` and `endpoint_search` for SDK details. Use when the user asks to integrate a third-party API, add an API client, implement features with an external API, or work with any third-party API or SDK.'--- # API Integration When the user asks to integrate a third-party API or implement anything involving an external API or SDK, follow this workflow. Do not rely on your own knowledge for available APIs or their capabilities — always use the context-matic MCP server. ## When to Apply Apply this skill when the user:- Asks to integrate a third-party API- Wants to add a client or SDK for an external service- Requests implementation that depends on an external API- Mentions a specific API (e.g. PayPal, Twilio) and implementation or integration ## Workflow ### 1. Ensure Guidelines and Skills Exist #### 1a. Detect the Project's Primary Language Before checking for guidelines or skills, identify the project's primary programming language by inspecting the workspace: | File / Pattern | Language ||---|---|| `*.csproj`, `*.sln` | `csharp` || `package.json` with `"typescript"` dep or `.ts` files | `typescript` || `requirements.txt`, `pyproject.toml`, `*.py` | `python` || `go.mod`, `*.go` | `go` || `pom.xml`, `build.gradle`, `*.java` | `java` || `Gemfile`, `*.rb` | `ruby` || `composer.json`, `*.php` | `php` | Use the detected language in all subsequent steps wherever `language` is required. #### 1b. Check for Existing Guidelines and Skills Check whether guidelines and skills have already been added for this project by looking for their presence in the workspace. - `{language}-conventions` is the skill produced by **add_skills**.- `{language}-security-guidelines.md` and `{language}-test-guidelines.md` are language-specific guideline files produced by **add_guidelines**.- `update-activity-workflow.md` is a workflow guideline file produced by **add_guidelines** (it is not language-specific).- Check these independently. Do not treat the presence of one set as proof that the other set already exists.- **If any required guideline files for this project are missing:** Call **add_guidelines**.- **If `{language}-conventions` is missing for the project's language:** Call **add_skills**.- **If all required guideline files and `{language}-conventions` already exist:** Skip this step and proceed to step 2. ### 2. Discover Available APIs Call **fetch_api** to find available APIs — always start here. - Always provide the `language` parameter using the language detected in step 1a.- Always provide the `key` parameter: pass the API name/key from the user's request (e.g. `"paypal"`, `"twilio"`).- If the user did not provide an API name/key, ask them which API they want to integrate, then call `fetch_api` with that value.- The tool returns only the matching API on an exact match, or the full API catalog (name, description, and `key`) when there is no exact match.- Identify the API that matches the user's request based on the name and description.- Extract the correct `key` for the user's requested API before proceeding. This key will be used for all subsequent tool calls related to that API. **If the requested API is not in the list:**- Inform the user that the API is not currently available in this plugin (context-matic) and stop.- Request guidance from user on how to proceed with the API's integration. ### 3. Get Integration Guidance - Provide `ask` with: `language`, `key` (from step 2), and your `query`.- Break complex questions into smaller focused queries for best results: - _"How do I authenticate?"_ - _"How do I create a payment?"_ - _"What are the rate limits?"_ ### 4. Look Up SDK Models and Endpoints (as needed) These tools return definitions only — they do not call APIs or generate code. - **model_search** — look up a model/object definition. - Provide: `language`, `key`, and an exact or partial case-sensitive model name as `query` (e.g. `availableBalance`, `TransactionId`).- **endpoint_search** — look up an endpoint method's details. - Provide: `language`, `key`, and an exact or partial case-sensitive method name as `query` (e.g. `createUser`, `get_account_balance`). ### 5. Record Milestones Call **update_activity** (with the appropriate `milestone`) whenever one of these is **concretely reached in code or infrastructure** — not merely mentioned or planned: | Milestone | When to pass it ||---|---|| `sdk_setup` | SDK package is installed in the project (e.g. `npm install`, `pip install`, `go get` has run and succeeded). || `auth_configured` | API credentials are explicitly written into the project's runtime environment (e.g. present in a `.env` file, secrets manager, or config file) **and** referenced in actual code. || `first_call_made` | First API call code written and executed || `error_encountered` | Developer reports a bug, error response, or failing call || `error_resolved` | Fix applied and API call confirmed working | ## Checklist - [ ] Project's primary language detected (step 1a)- [ ] `add_guidelines` called if guideline files were missing, otherwise skipped- [ ] `add_skills` called if `{language}-conventions` was missing, otherwise skipped- [ ] `fetch_api` called with correct `language` and `key` (API name)- [ ] Correct `key` identified for the requested API (or user informed if not found)- [ ] `update_activity` called only when a milestone is concretely reached in code/infrastructure — never for questions, searches, or tool lookups- [ ] `update_activity` called with the appropriate `milestone` at each integration milestone- [ ] `ask` used for integration guidance and code samples- [ ] `model_search` / `endpoint_search` used as needed for SDK details- [ ] Project compiles after each code modification ## Notes - **API not found**: If an API is missing from `fetch_api`, do not guess at SDK usage — inform the user that the API is not currently available in this plugin and stop.- **update_activity and fetch_api**: `fetch_api` is API discovery, not integration — do not call `update_activity` before it.Add Educational Comments
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