{"adoption": {"forks": 171, "observed_at": "2026-08-28T04:06:41.768067+00:00", "stars": 2370}, "canonical_url": "https://ross.abutalabs.com/products/mcp2cli", "card": {"archived": false, "artifact_type": "cli-tool", "description": "Turn any MCP, OpenAPI, or GraphQL server into a CLI — at runtime, with zero codegen", "domain": ["developer-tools", "apis", "large-language-models"], "enriched": true, "function": ["cli", "mcp", "http-client", "api-framework", "auth", "developer-tools"], "health_score": 79, "homepage": "https://pypi.org/project/mcp2cli/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["knowsuchagency/mcp2cli"], "name": "knowsuchagency/mcp2cli", "platform": ["cli", "python", "cross-platform"], "pushed_at": "2026-08-19T07:40:55+00:00", "repo": "knowsuchagency/mcp2cli", "stars": 2370, "tags": ["mcp-client", "openapi", "graphql", "zero-codegen", "token-efficiency", "oauth", "ai-agent-skills", "command-line", "ai-agents"], "topics": ["ai", "cli", "graphql", "mcp", "openapi"], "urls": [], "use_cases": ["interact with an mcp server from the command line", "call openapi endpoints without writing client code", "query graphql apis via cli", "reduce token usage when ai agents call tools", "generate agent skills from api specs", "authenticate to oauth-protected apis from the terminal"], "what_it_is": "mcp2cli is a Python CLI tool that turns any MCP server, OpenAPI spec, or GraphQL endpoint into a command-line interface at runtime with zero code generation. It reduces token waste in AI agent workflows and supports OAuth authentication across all modes.", "when_to_avoid": ["you need a fully typed, compiled SDK for a specific API", "you only work with APIs that have no MCP/OpenAPI/GraphQL interface", "you need a GUI or interactive API explorer rather than a CLI"], "when_to_choose": ["you want to call MCP, OpenAPI, or GraphQL APIs from the shell without codegen", "you're building AI agent workflows and want to cut tool-schema token overhead", "you need OAuth support (PKCE or client credentials) for CLI API access"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mcp2cli", "repo": "knowsuchagency/mcp2cli", "role": "main", "score": 59}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:41.768067+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:35:25.264731+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4164a9bb0e29b7d4833b5108cb2246b083a0b1c7a7e6b0316075085ff5c7ffce", "fetched_at": "2026-08-28T04:06:41.768067+00:00", "kind": "readme", "missing": false, "url": "https://github.com/knowsuchagency/mcp2cli"}, {"content_hash": "4b4e8fead74a82582158f1c6b83a2db21fc02cd116c124ae690d0931a9091212", "fetched_at": "2026-08-29T10:16:19.813508+00:00", "kind": "homepage", "missing": false, "url": "https://pypi.org/project/mcp2cli/"}, {"content_hash": "d4d32cf37a77cf908c8b15068a984d236aaf371a5eb2ba7787720099339eda6a", "fetched_at": "2026-08-29T10:16:19.815988+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/mcp2cli/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 12, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 177, "days_push": 14, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 59, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}