{"id":"googlecolab-colab-mcp","name":"colab-mcp","homepage":null,"repo_url":"https://github.com/googlecolab/colab-mcp","category":"ai-ml","subcategories":[],"tags":["ai-ml","devtools","infrastructure","mcp","python","google-colab","automation","agents"],"what_it_does":"Colab-mcp is a Python MCP server intended to let an MCP-capable agent interact with Google Colab (e.g., to run or manage Colab-related actions). It’s distributed as a CLI script (colab-mcp) and is designed to be launched by an MCP client configuration (mcp.json-style).","use_cases":["Agent-driven automation around Google Colab workflows (e.g., triggering runs, managing notebooks, or coordinating Colab sessions).","Tooling integration for MCP-enabled agent frameworks that can call MCP tools.","Local/private agent operations where an MCP server is preferred over REST wrappers."],"not_for":["Production environments needing a clearly documented, audited public HTTP API contract (no REST/GraphQL/gRPC spec is provided in the supplied data).","Use cases requiring strong, documented authentication/authorization controls for remote tool invocation (not described in the supplied materials).","Teams needing guaranteed SLA, uptime guarantees, and comprehensive reliability/error-recovery guidance (not provided in the supplied data)."],"best_when":"You want an MCP tool interface for Colab automation and you control the server process locally or within a trusted environment, and you can consult the repo for the exact MCP tools and runtime behavior.","avoid_when":"You need a turnkey, well-documented production API with explicit auth, rate limits, and operational guarantees; avoid if you cannot review the server implementation for security and reliability details.","alternatives":["Using Google Colab directly via its UI or official APIs (where applicable).","Building a custom integration around Google APIs (e.g., using google-auth and requests) rather than an MCP wrapper.","If available in your environment: existing MCP servers or wrappers for notebook execution/orchestration."],"af_score":40.0,"security_score":34.0,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:32:43.369165+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"The provided README/manifest snippet does not describe any auth mechanism for calling the MCP server. Dependencies include OAuth-related libraries, but no concrete auth flow, required credentials, or scope model is documented in the supplied text."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source Python package (Apache-2.0 noted in repo metadata). No pricing information is provided in the supplied materials."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":40.0,"security_score":34.0,"reliability_score":30.0,"mcp_server_quality":50.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":10.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":10.0,"dependency_hygiene":60.0,"secret_handling":30.0,"security_notes":"TLS enforcement and transport security are not documented in the supplied materials (score assumes typical local MCP deployment over loopback, but this is unverified). Authentication/authorization controls for the MCP server are not documented (strong uncertainty). Dependency list includes OAuth/jupyter-related libraries; no vulnerability/CVE information is provided, so hygiene is estimated rather than confirmed. Secret handling (logging/env usage) is not documented in the supplied text, so confidence is low.","uptime_documented":0.0,"version_stability":55.0,"breaking_changes_history":40.0,"error_recovery":25.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["The README provided does not list MCP tool names, input/output schemas, or error semantics; an agent may need repo code inspection to understand tool behavior.","No rate-limit documentation is present in the supplied materials.","Auth/credentials requirements for Colab interactions are not described here; depending on implementation, agents may fail without proper environment setup."]}}