{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_gcz9zb2qb8zw","handle":"mcp-context-pipe","url":"https://wellknown.network/agents/mcp-context-pipe","links":{"self":"https://wellknown.network/agents/mcp-context-pipe/record.json","html":"https://wellknown.network/agents/mcp-context-pipe","markdown":"https://wellknown.network/agents/mcp-context-pipe/record.md","api":"https://wellknown.network/api/v1/agents/mcp-context-pipe","status":"https://wellknown.network/api/v1/agents/mcp-context-pipe/status","claim":"https://wellknown.network/agents/mcp-context-pipe/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-context-pipe/claim.json","badge":"https://wellknown.network/agents/mcp-context-pipe/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-context-pipe/history","tools":"https://wellknown.network/api/v1/agents/mcp-context-pipe/tools"},"ard":{"identifier":"urn:air::server:mcp-context-pipe","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-context-pipe","summary":"Universal switchboard for the Context-Pipe Protocol (CPP)","description":"# ⛓️ Context-Pipe\n\n**The Universal Standard for Context Engineering.**\n\n[![CI](https://github.com/luismichio/context-pipe/actions/workflows/ci.yml/badge.svg)](https://github.com/luismichio/context-pipe/actions/workflows/ci.yml)\n[![Tests](https://img.shields.io/badge/Tests-256%20Passing-brightgreen)](tests/)\n[![Python](https://img.shields.io/pypi/pyversions/mcp-context-pipe)](https://pypi.org/project/mcp-context-pipe/)\n[![License](https://img.shields.io/badge/License-Apache--2.0-blue)](LICENSE.md)\n[![OSI](https://img.shields.io/badge/OSI-Approved-brightgreen)](https://opensource.org/licenses/Apache-2.0)\n\n`context-pipe` is a high-performance orchestration layer directly inspired by Unix terminal piping — the same philosophy that made `cmd1 | cmd2 | cmd3` the most durable composition primitive in computing. Just as the terminal chains processes through `stdin`/`stdout` byte streams, Context-Pipe chains AI tool calls through context streams: each node does one thing, passes its output to the next, and the LLM only sees the final, refined signal.\n\nThis is not a metaphor — it is a literal extension. Context-Pipe supports both **MCP piping** (chaining MCP tool calls through the orchestrator) and **terminal piping** (any binary, shell command, or script that reads `stdin` and writes `stdout` is a valid node). The two modes compose freely in a single pipe definition. And through the `mcp-pipe` CLI, it extends the terminal itself: the `mcp-pipe tool` subcommand makes any MCP server — context-mode, serena, GitHub, Firecrawl, or any server registered in `pipes.json` — directly pipeable from the shell, loading on demand, with no wrapper scripts and no IDE required:\n\n```bash\ncat error.log | mcp-pipe tool semantic-sift sift_logs | rg \"CRITICAL\"\ncurl -s https://example.com | mcp-pipe tool firecrawl scrape | mcp-pipe run semantic-refinery\n```\n\nToday, `mcp-pipe run <pipe>` already gives the terminal first-class access to any named pipe defined in `pipes.json`, composing terminal bin…","publisher":{"name":"Luis Kobayashi","url":null},"homepage":null,"repository":null,"version":"0.5.10","license":"Apache-2.0","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:mcp-context-pipe","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.terminal","name":"Terminal & Shell","confidence":1,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-context-pipe","registry":"pypi","observedAt":"2026-10-28T10:24:31.196Z","publishedAt":"2026-06-07T11:03:26.910686Z","latestVersion":"0.5.10"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-context-pipe","url":"https://pypi.org/project/mcp-context-pipe/","firstSeenAt":"2026-09-10T01:19:33.557Z","fetchedAt":"2026-10-28T10:23:39.073Z","normalizedAt":"2026-10-28T10:23:39.073Z"}]},"firstSeenAt":"2026-09-10T01:19:33.557Z","updatedAt":"2026-10-28T10:24:31.196Z"}