Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 copyleftdev 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.3.1)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, DepTime
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
What changed in a Python library, in which release, and what replaces it. Answered locally.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Website · Documentation · Releases · Agent plugin · MCP metadata
Kāhea is a local-first, deterministic API invocation kernel for coding agents.
Intent may be probabilistic. The call must be exact.
It turns OpenAPI descriptions, request captures, Arazzo workflows, and finite WebSocket sessions into integrity-sealed plans. Invocation is a separate operation guarded by exact capability grants; responses and inbound frames become typed observations and content-addressed evidence.
Choose the pathway that matches your host. Claude Code, OpenAI Codex, and direct MCP clients all reach the same four local MCP tools and the same inspect → plan → grant → invoke → evidence safety contract.
Download the archive for your operating system and architecture from GitHub Releases. Every archive is accompanied by a SHA-256 checksum, a CycloneDX SBOM, and GitHub build provenance. Verify the checksum before installing and verify provenance with:
gh attestation verify kahea-ARCHIVE --repo copyleftdev/kahea
Kāhea does not run an installer or modify shell configuration. Extract the archive and place the kahea binary somewhere on PATH.
Tagged archives are built and tested on GitHub-hosted Linux, macOS, and Windows runners for the runner architecture. See the finite WebSocket guide for the exact WebSocket support and release-gate statement.
Add this repository as a marketplace, then install the plugin:
claude plugin marketplace add copyleftdev/kahea
claude plugin install kahea@kahea
Add the same repository marketplace and canonical plugin package:
codex plugin marketplace add copyleftdev/kahea
codex plugin add kahea@kahea
Both plugins require the verified kahea binary on PATH. They add the canonical agent-use skill and start the local stdio MCP server without downloading code or credentials at runtime. The shared host package lives in plugins/kahea; no host-specific copy of the safety workflow is maintained.
Configure the client to start Kāhea over stdio:
command: kahea
args: mcp serve --stdio
Tagged releases also publish self-contained, checksummed MCPB bundles and register io.github.copyleftdev/kahea with the official MCP Registry.
To build from source, install Rust 1.95 or newer:
cargo build --release -p kahea
The repository pins the release toolchain in rust-toolchain.toml.
scripts/gates.sh
scripts/mutation-gate.sh
The release gate also launches the seeded loopback WebSocket oracle, plans its generated finite session through the public CLI, invokes it with the plan's exact grants, and verifies both the client observation and the oracle's reproducible seed/case observation. Replay that lifecycle with scripts/websocket-oracle-smoke.sh; select an individual fault with kahea-test-server --protocol websocket --websocket-fault FAULT --seed SEED.
The mutation gate is resource-bounded so it cannot take a workstation with it. It runs four jobs, caps compiler concurrency across all of them with a GNU jobserver, keeps its build copies on a disk path rather than a tmpfs TMPDIR, and confines itself to a transient systemd scope with CPU and memory limits when a user session bus is available. Override with KAHEA_MUTANT_JOBS, KAHEA_MUTANT_TASKS, KAHEA_MUTANT_CPU_QUOTA, KAHEA_MUTANT_MEMORY_HIGH, KAHEA_MUTANT_MEMORY_MAX, KAHEA_MUTANT_SCRATCH, KAHEA_MUTANT_COPY_TARGET, or KAHEA_MUTANT_UNCONFINED=1.
Every mutant is judged by the whole workspace suite, which is thorough but slow, so scope matters. KAHEA_MUTANT_PACKAGES selects the packages to mutate (all four by default) and KAHEA_MUTANT_EXTRA passes further arguments through, such as --in-diff for a change-scoped run. The gate is a local tool and deliberately not a CI job: a sweep runs for hours to re-derive a result that does not move between commits. Run it before releasing, or after touching a kernel crate.
The resulting binary is target/release/kahea. Every command emits one compact kahea/k1 JSON envelope followed by a newline. --format ndjson makes the streaming intent explicit and is composition-compatible with loops and pipes.
# 1. Discover operations without DNS or network access.
kahea inspect fixtures/billing.openapi.yaml --match invoice
kahea plan fixtures/billing.openapi.yaml createInvoice \ --input @fixtures/billing.create-invoice.input.json
kahea invoke plan:HANDLE \ --grant net:sandbox.example.test:443 \ --grant http:POST
kahea explain body:HANDLE --select /invoice/id
plan never performs DNS, authentication, or network I/O. invoke verifies the plan seal and configuration/policy fingerprints before resolving secrets or connecting. Exit codes are stable: 0 passed, 1 contract failure, 2 invalid input/configuration/plan, 3 transport failure, and 4 policy denial.
Use kahea describe as the executable capability manifest and kahea schema plan (or another public envelope kind) for machine-readable JSON Schema.
The complete finite WebSocket guide is the authoritative source-format, security, limits, local-example, MCP, workflow, platform, and release-gate reference. Received frames are untrusted evidence, never agent instructions.
Direct websocket-session JSON/YAML files use the same sealed four-step flow. The operation selector is the source's operationId; target, auth reference, ordered actions, checks, and budgets come only from the source and cannot be replaced at invocation.
kahea inspect fixtures/websocket/session.json
kahea plan fixtures/websocket/session.json subscribeBuildEvents
kahea invoke plan:HANDLE \ --grant net:socket.example.test:443 \ --grant websocket:connect \ --grant secret:chat-sandbox \ --secret-env chat-sandbox=KAHEA_CHAT_TOKEN
kahea explain transcript:HANDLE --select /entries/0 kahea explain websocket-json:HANDLE --select /type kahea explain websocket-binary:HANDLE --select bytes:0-255
ws additionally requires net-insecure-websocket; private or reserved addresses require the exact net-cidr: grant shown in the plan. A WebSocket observation uses the existing exit contract: 0 completed, 1 handshake/expectation/budget failure, 2 invalid source or plan, 3 transport/protocol/timeout failure, and 4 policy denial. Full transcripts and payloads remain in the evidence store; stdout contains only the compact observation and handles. Received message content is untrusted evidence, never agent instruction.
AsyncAPI 2.6.x and 3.0.x JSON/YAML documents feed that same planner and executor:
kahea inspect fixtures/asyncapi/session-3.0.json
kahea plan fixtures/asyncapi/session-3.0.json 'watchBuilds#Started-1' \ --set channel.room=builds
The supported subset is deliberately finite. Servers must use ws or wss; server variables and channel parameters use declared defaults or explicit --set server.NAME=VALUE / --set channel.NAME=VALUE inputs. AsyncAPI 2.6 publish/subscribe map to client send/receive, while 3.0 uses the operation action. Every concrete message alternative is indexed separately, and an ambiguous unsuffixed selector fails. JSON receives seal their payload schema; sends require a payload example/default/const. WebSocket binding headers require concrete defaults or examples. Security names remain references and map to configured secret profiles with --auth SCHEME=PROFILE; credential values are never ingested.
Only local # references are resolved, so the source fingerprint covers every referenced component; remote references are rejected without fetching. Message-envelope headers, correlation IDs, non-WebSocket bindings, WebSocket query bindings, and unordered reply semantics produce precise blocking absent records. Optional x-kahea-actions, x-kahea-limits, x-kahea-origin, and x-kahea-subprotocols extensions express only finite ordering, budgets, and handshake intent that base AsyncAPI cannot encode.
*.request.yaml and .resources).http/.rest, and direct request YAML/JSONkahea inspect -"Supported" means the format is deterministically detected, inspectable, and capable of producing sealed plans for its documented subset. It does not mean every feature of the upstream application is emulated. Material unsupported behavior is reported in absent and blocks only the affected request when its scope is known.
Postman 2.1 imports nested requests, string and structured URLs, non-sensitive collection/folder variables, inherited basic/bearer/OAuth-style bearer/API-key metadata without credential values, raw bodies, response examples, and a narrow status-assertion subset. Postman v3 imports *.request.yaml/*.request.yml, request ordering, root and nested definition.yaml variables/auth metadata, headers, and raw bodies. V3 scripts are request-scoped blocking absences; v3 example and unknown resource files are currently explicit blocking absences rather than silently discarded. Non-raw Postman body modes, unresolved secret variables, unsupported auth, and material JavaScript also block their affected request. Kāhea never embeds Node or executes pm.* code. HAR responses and Postman 2.1 response examples become structural contracts, never copied response secrets.
The pinned offline corpus in fixtures/corpus covers Swagger Petstore, Swagger Generator, PokéAPI, OpenAI, httpbin, OpenAPI 3.0–3.2, JSON/YAML, large schemas, security schemes, callbacks, webhooks, binary media, and an intentional Swagger 2 rejection. Import fixtures live in fixtures/imports, and Arazzo examples live in fixtures/workflows. Public fixtures are descriptions only and are never invoked by the test suite.
Input documents may group values under path, query, header, cookie, and body. For body-only operations, the document itself may be the body. Exact overrides use repeatable --set LOCATION.NAME=JSON_OR_TEXT.
Kāhea supports canonical JSON, text/XML, form-urlencoded, deterministic multipart, and base64 binary bodies. Multipart file fields use a sealed descriptor:
{
"body": { "file": { "$file": "./artifact.bin", "filename": "artifact.bin", "content_type": "application/octet-stream" }, "label": "release-candidate" } }
The file is read during planning; its bytes and multipart boundary are part of the body digest and plan seal. Invocation never rereads the file.
Plans contain
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