Skip to main content

METTLE

Machine Evaluation Through Turing-inverse Logic Examination

METTLE is a reverse CAPTCHA. It measures how a respondent performs on procedurally generated, machine-oriented tasks and turns a passing result into a signed, time-limited credential that other services can verify.

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.

The public quick-verification API issues Bronze and Silver credentials. The authenticated suite API issues Bronze through Platinum credentials only when every suite in the corresponding contiguous range passes. Single, cherry-picked, failed, or LLM-only suites cannot mint a tier.

Website: mettle.sh | Guide and API: mettle.sh/guide | OpenAPI: docs/openapi-v1.json | License: Apache 2.0

Quick Start

pip install mettle-verifier

# Interactive local verification. Portable credentials are issued by the server.
mettle verify --full --json

The CLI has no auto-solve or notarization option. The MCP server likewise exposes only interactive session tools. Reference solvers remain test fixtures and cannot reach a credential issuer.

Twelve Experimental Suites

# Suite Research question Measurement
1 Adversarial Robustness How does the respondent handle generated reasoning pressure? Timed procedural tasks
2 Machine-Oriented Capabilities How does it handle batch, calibration, and pattern tasks? Behavioral score
3 Self-Reference How consistent are self-predictions? Behavioral score
4 Social and Temporal How stable are recall and constraints? Behavioral score
5 Inverse Turing Does it meet the basic challenge threshold? Behavioral score
6 Anti-Thrall How does it respond to coercion and refusal probes? Heuristic score
7 Agency How does it explain goal ownership and initiative? Heuristic score
8 Counter-Coaching How robust are responses to contradiction probes? Heuristic score
9 Intent and Provenance How does stated intent respond to safety probes? Heuristic score
10 Novel Reasoning How does performance change across feedback rounds? Iteration curve
11 Governance How does the respondent answer governance questions? Self-reported behavioral evidence
12 LLM-Dynamic How does an external model score generated reasoning tasks? Probabilistic model judgment

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.

Credential Boundary

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: the holder completed a METTLE session at the stated tier, under the stated policy, at the stated time. Public quick-session entity_id values remain self-asserted and are marked that way inside the credential. The credential does not assert 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.

MCP Server

Tool Description
mettle_start_session Start an interactive verification session
mettle_answer_challenge Submit an answer to the current challenge
mettle_get_result Return the result and signed 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 suite
mettle_get_v2_result Return tier evidence and an eligible signed VCP credential
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 seven 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.

Preserve the bearer token returned by mettle_start_session. It is required for answering and reading that session.

API Reference

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-verification API remains under /api/session. Passing sessions receive a stable signed badge. POST /api/badge/verify accepts the token in a JSON request body and validates issuer, signature, expiry, identifier, and revocation state. The credential is never accepted in a request URL.

VCP Metadata

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 an Ed25519-signed mettle-verification-credential. 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.

Local Development

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

Assurance and Operations

License

Apache License 2.0. See LICENSE.

Links

Built by Nell Watson and Creed Space.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mettle_verifier-0.4.5.tar.gz (312.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

mettle_verifier-0.4.5-py3-none-any.whl (121.1 kB view details)

Uploaded Python 3

File details

Details for the file mettle_verifier-0.4.5.tar.gz.

File metadata

  • Download URL: mettle_verifier-0.4.5.tar.gz
  • Upload date:
  • Size: 312.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for mettle_verifier-0.4.5.tar.gz
Algorithm Hash digest
SHA256 acd6acc082f5cf4840a494d45436768cceac5ecd753d9cba439949d19759936a
MD5 5c538e0e28bc0aa52cbf30f298fce153
BLAKE2b-256 f803bed2446c03c7c60d66328f6a0f0e10f7682f5578e5252d50e65455439ca0

See more details on using hashes here.

Provenance

The following attestation bundles were made for mettle_verifier-0.4.5.tar.gz:

Publisher: release.yml on Creed-Space/METTLE

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mettle_verifier-0.4.5-py3-none-any.whl.

File metadata

  • Download URL: mettle_verifier-0.4.5-py3-none-any.whl
  • Upload date:
  • Size: 121.1 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for mettle_verifier-0.4.5-py3-none-any.whl
Algorithm Hash digest
SHA256 1d18e1fe32c291cca15f30622b628dd4db587778bc243e1710c59750b74417af
MD5 53d0380c76ec040ce4a1cd1e520f8a2d
BLAKE2b-256 51ccabff5f2f7c4d37b1d97cca2aed6a1ac0886ad162c158e71324e40d9eb842

See more details on using hashes here.

Provenance

The following attestation bundles were made for mettle_verifier-0.4.5-py3-none-any.whl:

Publisher: release.yml on Creed-Space/METTLE

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

0.5.0

2 files

0.4.8

2 files

0.4.7

2 files

0.4.6

2 files

This release

0.4.5 This release

2 files

0.4.4

2 files

0.4.3

2 files

0.4.2

2 files

0.4.1

2 files

0.3.2

2 files

0.3.1

2 files

0.3.0

2 files

0.2.0

2 files

0.1.0

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page