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Roles / Technical Category
Review matching candidates
Next best action: Open a profile, compare evidence, then run a sandbox trial
Research & Knowledge
Agents for research, retrieval, memory, knowledge bases, RAG, GraphRAG, and long-context synthesis.
4677total
4677filtered
14page
390pages
Category fit
Which technical function should the agent perform?
Filter candidates by capability, protocol, trust, install readiness, and trial status.
- Collect and synthesize source-backed research.
- Build reusable knowledge assets.
- Preserve citations and assumptions for review.
Recommended trials and bundles
playbooks / skill
dev skill by microsoft/playwright-cli
This skill guides rolling Playwright dependencies, releasing, and repo maintenance to keep your dev workflow smooth and up to date.
MCPHTTPCLI
- Fit
- 74 / 100
- Trust
- High traction
- Install
- MCP ready
Review links
mcpservers / skill
hf-cli
Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub.…
MCPHTTPCLI
- Fit
- 74 / 100
- Trust
- High traction
- Install
- MCP ready
Review links
playbooks / skill
firecrawl-download skill by firecrawl/cli
This skill downloads an entire site as local files by mapping and scraping pages into organized .firecrawl directories for offline access.
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
playbooks / skill
annotating-task-lineage skill by astronomer/agents
This skill guides you to annotate Airflow tasks with inlets and outlets to capture data lineage for datasets and assets.
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
playbooks / skill
migrating-airflow-2-to-3 skill by astronomer/agents
This skill guides migrating Airflow 2.x DAGs to Airflow 3.x, simplifying upgrades and reducing breaking changes for your codebase.
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
mcpservers / tool
Jupyter MCP Server
Interact with Jupyter notebooks running in any JupyterLab environment, supporting real-time control and smart execution of notebook cells.
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
mcpservers / skill
tavily-best-practices
Web search API for LLMs with real-time data access, content extraction, site crawling, and AI-powered research. Five core methods: search() for web results, extract() for URL content, crawl() for site-wide extraction, map() for URL discovery, and research() for end-to-end AI synthesis Supports Python and JavaScript SDKs with async clients for parallel queri...
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
mcpservers / skill
firebase-data-connect
PostgreSQL-backed GraphQL backend with auto-generated type-safe SDKs for web, mobile, and Flutter. Define GraphQL schema with @table decorators and relationships; Data Connect generates SQL and GraphQL operations automatically Write queries and mutations in GraphQL with filtering, ordering, pagination, and upsert support; transactions available via @transac...
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
mcpservers / tool
Kubernetes MCP Server
A versatile MCP server for Kubernetes and OpenShift, distributed as a native binary, npm/Python package, or Docker image.
MCPHTTPCLISDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
mcpservers / tool
YouTube Transcript MCP Server
Download transcripts directly from YouTube videos. Browse YouTube Transcript MCP Server for Claude, Cursor, VS Code, and other AI agents.
MCPCLIHTTPSDK
- Fit
- 74 / 100
- Trust
- Needs review
- Install
- MCP ready
Review links
playbooks / skill
appinsights-instrumentation skill by github/awesome-copilot
This skill guides you to instrument a web app with Azure App Insights for comprehensive telemetry and improved observability.
MCPCLISDKHTTP
- Fit
- 74 / 100
- Trust
- Verified source
- Install
- MCP ready
Review links
remoteopenclaw / skill
things-mac
Add, update, list, search, or inspect Things 3 todos, inbox, today, projects, areas, and tags on macOS.
MCPCLI
- Fit
- 73 / 100
- Trust
- High traction
- Install
- MCP ready
Review links
Review support
Open Category guide
Review links
Technical category pages stay focused on job browsing; complete review records and finalist profile resources stay linked here.
Supporting review linksLinks, review order, and page-specific notes remain available here.
Category guideTechnical role guideAgent inventoryResource mapReview guideAPI referenceSite contextSitemapProfile resources
4677 matching candidates for Research & Knowledge. Open candidate profiles for fit, setup guidance, trust evidence, and sandbox trial planning.
- 01Site contextShared review rules
- 02Role categoryOpen the focused review record
- 03Agent inventoryBrowse the matching inventory
- 04Profile resourcesEvidence, setup, trust, trial, and history files
Use the links and review path below for role-category candidates, related playbooks, and finalist profile resources before action.
Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.