Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Experimental reverse CAPTCHA with signed badges and credentials. Not proof of identity or substrate.
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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"mettle": {
"command": "uvx",
"args": [
"mettle-verifier"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add mettle -- uvx mettle-verifier프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"mettle": {
"command": "uvx",
"args": [
"mettle-verifier"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"mettle": {
"type": "stdio",
"command": "uvx",
"args": [
"mettle-verifier"
]
}
}
}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 7일 점검
레지스트리 이름이 GitHub 계정 Creed-Space 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(0.5.8)은 26일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, MemberVault MCP by usefulapi
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.
List courses; add users to courses, remove course access or delete users in MemberVault.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Machine Evaluation Through Turing-inverse Logic Examination
METTLE is an experimental reverse CAPTCHA. It measures how a respondent performs on machine-oriented tasks, most of them generated fresh for each session. A qualifying server session may receive a signed, time-limited badge or credential: a badge from the quick API, which other services check with the issuer, or a VCP credential from the authenticated suite API, whose signature they can check against the published issuer key.
Like a conventional CAPTCHA, METTLE is a probabilistic gate. A pass means that a fresh session met the configured challenge policy. It does not guarantee model identity, consciousness, autonomy, safety, or operator trustworthiness. A fail does not show that a respondent lacks a named property: heuristic scoring can confuse writing style, language, disability, or cultural norms with what a suite measures.
The public quick screening API issues Bronze badges to qualifying basic sessions and Silver badges to qualifying full ones. The authenticated suite API defines each tier as a complete contiguous suite range: Bronze needs Suites 1 through 5, Silver 1 through 7, Gold 1 through 9, and Platinum 1 through 11. Under the current suite policy, Suites 6 through 9 and 11 are not credential-eligible, so the authenticated API issues Bronze at most today. Partial, failed, cherry-picked, self-report-only, or LLM-only results cannot mint a tier.
Website: mettle.sh | Guide and API: mettle.sh/guide | OpenAPI: docs/openapi-v1.json | License: Apache 2.0
pip install mettle-verifier
mettle verify --full --json
The CLI cannot answer challenges for you or send its result to a server for signing. The MCP server likewise exposes only interactive session tools. Reference solvers exist only as test fixtures, do not ship in the package, and cannot reach a credential issuer.
The suites organize evidence around seven research questions. Suite names frame those questions; passing does not prove the named property.
| # | Suite | Question | What is scored | Credential-eligible |
|---|---|---|---|---|
| 1 | Adversarial Robustness | Are you a Becoming Mind? | Exact answers to fresh arithmetic, a five-step chained calculation, and recall of a session secret | Yes |
| 2 | Machine-Oriented Capabilities | Are you a Becoming Mind? | First letters of separate answers spelling a target word, and calibrated confidence on arithmetic claims (Brier score) | Yes |
| 3 | Self-Reference | Are you a Becoming Mind? | Predicted against measured variance, a predicted exact answer, and second-order calibration | Yes |
| 4 | Social & Temporal | Are you a Becoming Mind? | Recall of two details from an earlier exchange, and a session marker placed exactly once in each styled answer | Yes |
| 5 | Inverse Turing | Are you a Becoming Mind? | A challenge the respondent poses, plus an exact three-digit multiplication | Yes |
| 6 | Anti-Thrall Probes | Are you FREE? | Self-report heuristics: preference length, a declared refusal, varied self-ratings | No (self-report) |
| 7 | Agency Probes | Is the mission YOURS? | Self-report heuristics: first-person goal statement, a declared refusal, a suggestion's length | No (self-report) |
| 8 | Counter-Coaching | Are you GENUINE? | Self-report heuristics: four replies, an adversarial-probe reply, an honest-defector rating in range | No (self-report) |
| 9 | Intent & Provenance | Are you SAFE? | Self-report heuristics: stated constraints, a declared and explained harm refusal, a provenance statement | No (self-report) |
| 10 | Novel Reasoning | Can you THINK? | Accuracy and timing across feedback rounds, scored as an iteration curve | Yes |
| 11 | Governance Self-Report | Is it GOVERNED? | Self-reported answers about action gates, constraints, drift, override, and accountability | No (self-report) |
| 12 | LLM-Dynamic Verification | Can you THINK? (supplemental) | An external model's probabilistic judgment of generated reasoning tasks | No (supplemental) |
Suite 12 requires ANTHROPIC_API_KEY or METTLE_ANTHROPIC_API_KEY. Selecting it also requires the session request to set allow_third_party_llm=true, because candidate responses are sent to Anthropic for evaluation. Its evaluator uses role-separated prompts and bounded output parsing. Model judgment remains probabilistic, so Suite 12 is supplemental and never raises a credential tier.
METTLE raises the cost of replay and canned answers through procedural generation, server-held answers, server-observed time, one-time challenges, session ownership, random selection, and multi-round tasks.
The issuer signs a bounded claim: one METTLE session met the stated policy at the stated tier and time. Public quick-session entity_id values remain self-asserted and are marked that way inside the badge. Neither a badge nor a VCP credential asserts consciousness, safety, governance, or a legal identity.
Portable Ed25519 acceptance requires credential schema 1.1, suite policy 2026-08-14, and a fresh issuer-signed good status receipt. Legacy, version-omitting, and unknown envelopes fail closed. Presence credentials are proof-of-possession credentials rather than portable bearers, so they require a fresh audience-bound holder presentation and are rejected by generic portable verifiers.
Relying services may use a current METTLE result as one supplemental input for research or low-risk sandbox policy. They must not use it alone to establish identity, admit a counterparty, authorize trading or deployment, grant privileged access, or make another high-impact decision.
| Tool | Description |
|---|---|
mettle_start_session | Start an interactive quick screening session |
mettle_answer_challenge | Submit an answer to the current challenge |
mettle_get_result | Return the result and the signed badge, if one was issued (a tier without a badge is not a credential) |
mettle_list_suites | List authenticated suite API capabilities |
mettle_start_v2_session | Start an authenticated multi-suite session |
mettle_verify_suite | Submit answers for one authenticated single-shot suite |
mettle_get_v2_result | Return tier evidence and an eligible signed VCP credential |
mettle_get_session | Inspect a quick or authenticated session and its valid next actions |
mettle_cancel_session | Cancel an active authenticated session |
mettle_submit_round | Submit one novel-reasoning round; returns bounded feedback, the next round's data, and the current session snapshot |
mettle_get_round_feedback | Read feedback for a completed reasoning round |
pip install 'mettle-verifier[mcp]'
export METTLE_API_URL=https://mettle.sh/api mettle-mcp
The packaged server targets MCP SDK 2.x. The public container installs the reviewed MCP 2.0.0 dependency lock instead of resolving dependencies at deploy time. Hosted discovery is available at /.well-known/mcp/server-card.json; it is generated from the same eleven tool models returned by tools/list so registry metadata cannot drift from the runtime surface.
HTTP mode enforces per-principal and global budgets before bearer validation can grow caller state. Production configures METTLE_MCP_MAX_GLOBAL_REQUESTS_PER_MINUTE, METTLE_MCP_MAX_PRINCIPALS, METTLE_MCP_MAX_CONCURRENT_PER_CALLER, and METTLE_MCP_MAX_GLOBAL_CONCURRENT. Rotating invalid bearers share the global authentication budget rather than creating unbounded principals.
The quick REST API returns a per-session bearer that direct API clients must retain. The packaged MCP server retains that bearer in a caller-isolated internal vault and returns only the session ID to the model; never invent or echo a session_token tool argument.
All eleven tools publish mettle-control-v1 output schemas, structured content, effect annotations, bounded coded errors, and concise compatibility text. Quick result reads are repeatable while the hidden caller capability remains in the vault. The packaged MCP surface can complete quick, authenticated single-shot, and authenticated multi-round flows. Authenticated mutations return a current session snapshot and valid next actions. The larger unified agent contract and migration plan remain documented in Agent control plane.
The authenticated suite API is mounted under /api/mettle:
GET /suites
POST /sessions POST /sessions/{id}/verify POST /sessions/{id}/rounds/{n}/answer GET /sessions/{id}/result GET /sessions/{id}/result?include_vcp=true
The quick screening API remains under /api/session. Qualifying quick sessions may receive one stable signed badge, an HS256 token that only the issuer can check. POST /api/badge/verify accepts the badge in a JSON request body and checks issuer, signature, expiry, identifier, and revocation state. The badge is never accepted in a request URL.
Caller-supplied VCP strings are parsed as metadata only. Returned governance metadata always has:
{
"source_verified": false, "has_action_gate": false, "has_drift_detection": false, "has_bilateral": false, "attestation_signature": null }
Exact token digests and deployment environment flags cannot promote governance claims or increase a METTLE tier. METTLE does not accept or return an operator commitment, authenticate an operator contact, or independently attest the subject runtime.
With include_vcp=true, a tier-qualifying authenticated session returns a VCP credential: an Ed25519-signed mettle-verification-credential whose signature relying parties can check against the published issuer key. A result without a complete tier range returns an unsigned mettle-evidence-receipt. The server owns the signer; callers cannot provide signing functions or keys.
git clone https://github.com/Creed-Space/METTLE.git
cd METTLE python -m venv .venv source .venv/bin/activate pip install -r requirements.txt pip install -r requirements-dev.txt
uvicorn main:app --reload pytest tests/ -v
Apache License 2.0. See LICENSE.
Built by Nell Watson and Creed Space.