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Integrate Context Matic

  • 1k installs
  • 37.1k repo stars
  • Updated July 28, 2026
  • github/awesome-copilot

integrate-context-matic integrates third-party APIs using context-matic MCP tools.

About

The integrate-context-matic skill discovers and integrates third-party APIs using the context-matic MCP server. It calls fetch_api to find SDKs, ask for integration guidance, and uses model_search plus endpoint_search for SDK details before writing client code. Agents follow MCP-driven discovery rather than guessing API shapes from memory. Workflows produce working integrations aligned with published SDK patterns and authentication requirements surfaced by the server. Third-party API discovery via context-matic MCP server. fetch_api, ask, model_search, and endpoint_search workflows. SDK-aligned integration code from MCP guidance. Reduces hallucinated API shapes during integrations. Pairs with onboard-context-matic for server onboarding. Discover and integrate third-party APIs via context-matic MCP fetch_api and endpoint_search tools.

  • Third-party API discovery via context-matic MCP server.
  • fetch_api, ask, model_search, and endpoint_search workflows.
  • SDK-aligned integration code from MCP guidance.
  • Reduces hallucinated API shapes during integrations.
  • Pairs with onboard-context-matic for server onboarding.

Integrate Context Matic by the numbers

  • 1,023 all-time installs (skills.sh)
  • +19 installs in the week ending Jul 28, 2026 (Skillselion tracking)
  • Ranked #381 of 4,386 Backend & APIs skills by installs in the Skillselion catalog
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Jul 28, 2026 (Skillselion catalog sync)
From the docs

What integrate-context-matic says it does

Discovers and integrates third-party APIs using the context-matic MCP server.
SKILL.md
npx skills add https://github.com/github/awesome-copilot --skill integrate-context-matic

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Listed on Skillselion
Installs1k
repo stars37.1k
Security audit3 / 3 scanners passed
Last updatedJuly 28, 2026
Repositorygithub/awesome-copilot

How do I integrate this external API with the right SDK patterns?

Discover and integrate third-party APIs via context-matic MCP fetch_api and endpoint_search tools.

Who is it for?

Developers integrating new third-party APIs with Copilot and context-matic.

Skip if: Skip when the API is fully documented locally without MCP discovery.

When should I use this skill?

User integrates APIs via context-matic, fetch_api, or endpoint_search.

What you get

Working API client integration guided by context-matic MCP discovery tools.

  • SDK integration plan
  • Endpoint mappings
  • API client implementation guidance

Files

SKILL.mdMarkdownGitHub ↗

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, *.slncsharp
package.json with "typescript" dep or .ts filestypescript
requirements.txt, pyproject.toml, *.pypython
go.mod, *.gogo
pom.xml, build.gradle, *.javajava
Gemfile, *.rbruby
composer.json, *.phpphp

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_setupSDK package is installed in the project (e.g. npm install, pip install, go get has run and succeeded).
auth_configuredAPI 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_madeFirst API call code written and executed
error_encounteredDeveloper reports a bug, error response, or failing call
error_resolvedFix 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.

Related skills

FAQ

Which MCP server?

context-matic with fetch_api, ask, model_search, and endpoint_search.

How are SDKs found?

fetch_api discovers available API SDKs before integration coding.

Why use MCP discovery?

Reduces hallucinated endpoints by grounding on server-returned SDK details.

Is Integrate Context Matic safe to install?

skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.

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