
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)
What integrate-context-matic says it does
Discovers and integrates third-party APIs using the context-matic MCP server.
npx skills add https://github.com/github/awesome-copilot --skill integrate-context-maticAdd your badge
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| Installs | 1k |
|---|---|
| repo stars | ★ 37.1k |
| Security audit | 3 / 3 scanners passed |
| Last updated | July 28, 2026 |
| Repository | github/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
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}-conventionsis the skill produced by add_skills.{language}-security-guidelines.mdand{language}-test-guidelines.mdare language-specific guideline files produced by add_guidelines.update-activity-workflow.mdis 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
languageparameter using the language detected in step 1a. - Always provide the
keyparameter: 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_apiwith 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
keyfor 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
askwith:language,key(from step 2), and yourquery. - 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 asquery(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 asquery(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_guidelinescalled if guideline files were missing, otherwise skipped - [ ]
add_skillscalled if{language}-conventionswas missing, otherwise skipped - [ ]
fetch_apicalled with correctlanguageandkey(API name) - [ ] Correct
keyidentified for the requested API (or user informed if not found) - [ ]
update_activitycalled only when a milestone is concretely reached in code/infrastructure — never for questions, searches, or tool lookups - [ ]
update_activitycalled with the appropriatemilestoneat each integration milestone - [ ]
askused for integration guidance and code samples - [ ]
model_search/endpoint_searchused 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_apiis API discovery, not integration — do not callupdate_activitybefore 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.