Awesome-copilot integrate-context-matic

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.

install
source · Clone the upstream repo
git clone https://github.com/github/awesome-copilot
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/github/awesome-copilot "$T" && mkdir -p ~/.claude/skills && cp -r "$T/plugins/context-matic/skills/integrate-context-matic" ~/.claude/skills/github-awesome-copilot-integrate-context-matic && rm -rf "$T"
manifest: plugins/context-matic/skills/integrate-context-matic/SKILL.md
source 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 / PatternLanguage
*.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:

MilestoneWhen 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.