Catalog
github/integrate-context-matic

github

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.

v1.0Latest
New~1.6kUpdated Jun 26, 2026

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.
Files1
1 files · 1.0 KB

Select a file to preview

Overall Score

86/100

Grade

A

Excellent

Safety

88

Quality

87

Clarity

89

Completeness

81

Summary

This skill guides AI agents to discover and integrate third-party APIs using the context-matic MCP server. It provides a structured workflow for language detection, API discovery, authentication configuration, and milestone tracking. The skill leverages specialized tools (fetch_api, ask, model_search, endpoint_search, update_activity) rather than executing code directly.

Static Analysis Findings

1 finding

Patterns detected by deterministic static analysis before AI scoring. Hover over any finding code for detailed information and remediation guidance.

Credential Exposure
SEC-020Direct .env File Access

Direct .env file access

SKILL.md.env

Detected Capabilities

api-discoverycredential-configurationmilestone-trackingdocumentation-lookupmulti-language-support

Trigger Keywords

Phrases that MCP clients use to match this skill to user intent.

integrate third-party apiadd api clientconfigure external servicefetch api from catalogsetup payment gateway

Risk Signals

INFO

Mentions .env file as location for API credentials

SKILL.md | Section 5 'Record Milestones', milestone `auth_configured`

Use Cases

  • Integrate PayPal, Stripe, or Twilio payments into a project
  • Add third-party SDK client libraries to a codebase
  • Configure authentication credentials for external APIs
  • Look up API endpoint details and model definitions
  • Track progress through API integration milestones in development workflows

Quality Notes

  • Clear workflow with numbered steps and decision points
  • Strong use of tables for language detection and milestone definitions
  • Explicitly documents when NOT to use update_activity (avoids spurious tracking)
  • Provides specific guidance on tool parameters (language, key, query)
  • Checklist at end enables agent self-verification
  • Notes section addresses edge cases (API not found, when to call tools)
  • Well-scoped to discovery and guidance — does not generate code or execute destructive commands
  • Distinguishes between tools that modify state (update_activity) and those that only return information
Model: claude-haiku-4-5-20251001Analyzed: Jun 26, 2026

Reviews

Add this skill to your library to leave a review.

No reviews yet

Be the first to share your experience.

Use github/integrate-context-matic in your dev environment

Command Palette

Search for a command to run...