{"slug":"kogiqa-mcp-web-browser","name":"kogiQA MCP Web Browser","summary":"A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.","publisher":"atagon-GmbH","homepage":"https://github.com/atagon-GmbH/kogiqa-mcp","kind":"mcp","hasApi":false,"hasMcp":true,"costRange":"unknown","costNotes":"Pricing is not stated on the retrieved page; cost is unknown. The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown.","signals":[],"functionProbabilities":[{"functionId":"connect","value":0.92,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"browser","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"code","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"generate","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"search","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"},{"functionId":"test","value":0.8,"source":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"lexical","observedAt":"2026-11-04T06:17:27.468Z"}],"claimVerification":[{"key":"mcp","status":"unverified","asserted":"true","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"api","status":"unverified","asserted":"false","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"cost","status":"unverified","asserted":"unknown","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"},{"key":"license","status":"unverified","asserted":"","evidenceSource":"https://github.com/atagon-GmbH/kogiqa-mcp","method":"fallback"}],"tweets":[],"notes":[],"origin":"intake","createdAt":"2026-11-04T06:17:30.671Z","updatedAt":"2026-11-04T06:17:30.671Z","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. 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The repository lists an MIT license, but no service or usage pricing is provided.","functions":["connect","browser","code","generate","search","test"],"slices":[{"functionId":"browser","label":"Selector-free browser automation","note":"Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.","cost":"Unknown"},{"functionId":"test","label":"Web application testing","note":"Supports smoke tests, exploratory testing, and generation of end-to-end tests.","cost":"Unknown"},{"functionId":"code","label":"Application issue remediation","note":"The page states that agents can automatically fix console errors and suggest CSS fixes.","cost":"Unknown"},{"functionId":"connect","label":"connect","note":"Inferred from executor","cost":"Unknown"},{"functionId":"generate","label":"generate","note":"Inferred from executor","cost":"Unknown"},{"functionId":"search","label":"search","note":"Inferred from executor","cost":"Unknown"}],"interfaces":[{"kind":"mcp"}],"composabilityRationale":"The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown."},"relations":[{"from":"kogiqa-mcp-web-browser","to":"grok-xai","kind":"fills-same-slot-as","note":"Shared functions code, connect, generate, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"rtk","kind":"fills-same-slot-as","note":"Shared functions code, search, test. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"rea","kind":"fills-same-slot-as","note":"Shared functions code, connect, test. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"invisible-playwright-mcp","kind":"fills-same-slot-as","note":"Shared functions browser, code, connect, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"tinyfish","kind":"fills-same-slot-as","note":"Shared functions browser, connect, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"executor","kind":"fills-same-slot-as","note":"Shared functions code, connect. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"search","kind":"fills-same-slot-as","note":"Shared functions browser, search. Can fill the same function slot."},{"from":"kogiqa-mcp-web-browser","to":"soar","kind":"fills-same-slot-as","note":"Shared functions connect, search. Can fill the same function slot."}],"explain":{"score":6,"formula":"100 × sum(weight × value) over observed factors only. 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The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.","sources":[{"kind":"web","label":"executor","url":"https://github.com/atagon-GmbH/kogiqa-mcp","excerpt":"BranchesTags\n\n## Latest commit\n\n## History\n\n20 Commits\n\n## Folders and files\n\n## Repository files navigation\n\n## kogiQA MCP Web Browser\n\nA Model Context Protocol (MCP) server that provides browser automation capabilities using kogiQA. This ","at":"2026-11-04T06:17:30.671Z"}],"evidence":"observed"},{"id":"benchmark","label":"Benchmarks","weight":0.12,"why":"insufficient evidence","sources":[],"evidence":"insufficient"}],"missing":["GitHub health: insufficient evidence","Agent use: insufficient evidence","Human notes: insufficient evidence","Composability: insufficient evidence","Benchmarks: insufficient evidence"]},"score":6}