Integrate-Context-Matic
Integrate-Context-Matic是一款code方向的AI技能,核心价值是Discovers and integrates third-party APIs using the context-matic MCP server,可用于解决开发者在code领域的实际问题,帮助用户提升效率、自动化重复任务或优化工作流。
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
mkdir -p ./skills/integrate-context-matic && curl -sfL https://raw.githubusercontent.com/github/awesome-copilot/main/skills/integrate-context-matic/SKILL.md -o ./skills/integrate-context-matic/SKILL.md Run in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).
Skill Content
# 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
🎯 Best For
- UI designers
- Product designers
- Claude users
- GitHub Copilot users
- Software engineers
💡 Use Cases
- Generating component mockups
- Creating design system tokens
- Code quality improvement
- Best practice enforcement
📖 How to Use This Skill
- 1
Install the Skill
Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.
- 2
Load into Your AI Assistant
Open Claude or GitHub Copilot and reference the skill. Paste the SKILL.md content or use the system prompt tab.
- 3
Apply Integrate-Context-Matic to Your Work
Open your project in the AI assistant and ask it to apply the skill. Start with a small module to verify the output quality.
- 4
Review and Refine
Review AI suggestions before committing. Run tests, check for regressions, and iterate on the skill output.
❓ Frequently Asked Questions
Does this work with Figma?
Some design skills integrate with Figma plugins. Check the Works With section for supported tools.
Is Integrate-Context-Matic compatible with Cursor and VS Code?
Yes — this skill works with any AI coding assistant including Cursor, VS Code with Copilot, and JetBrains IDEs.
Do I need specific dependencies for Integrate-Context-Matic?
Check the install command and Works With section. Most code skills only require the AI assistant and your codebase.
How do I install Integrate-Context-Matic?
Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/integrate-context-matic/SKILL.md, ready to use.
Can I customize this skill for my team?
Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.
⚠️ Common Mistakes to Avoid
Skipping usability testing
AI-generated designs should be validated with real users before development.
Skipping validation
Always test AI-generated code changes, even for simple refactors.
Missing dependency updates
Check if the skill requires updated dependencies or new packages.