Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 copyleftdev 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.3.1)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, SSTracker free youth training
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Free youth sports drills, practice plans and age-group answers for parents and coaches.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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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