Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Deterministic HTTP/WebSocket testing and policy-gated API execution for AI agents.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Descargar el archivo .mcpb del creador
El enlace lleva al archivo del propio creador; no lo alojamos ni lo reempaquetamos. Abre el archivo y Claude Desktop lo instalará.
Ejecuta esto en tu terminal
Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub copyleftdev, dueña del repo
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (0.3.1) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas MCPB en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, OpenTakeoff
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Construction takeoff for AI agents: load plans, set scale, measure, count, export with provenance.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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
Solo se muestra el principio; lee el resto en el repo