Skip to main content

METTLE

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

Quick Start

pip install mettle-verifier

# Interactive local screening. Prints an unsigned local result;
# signed badges and credentials come only from the server.
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.

Twelve Experimental Suites

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.

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: 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.

MCP Server

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.

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 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.

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 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.

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

Architecture, Assurance, and Operations

License

Apache License 2.0. See LICENSE.

Built by Nell Watson and Creed Space.

Release files for mettle-verifier 0.5.4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for mettle-verifier 0.5.4
File Size Uploaded
mettle_verifier-0.5.4.tar.gz 330.0 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for mettle-verifier 0.5.4
File Interpreter ABI Platform
mettle_verifier-0.5.4-py3-none-any.whl Python 3 none any Details

Total release size: 460.5 kB

Release files / mettle_verifier-0.5.4.tar.gz

Download URL mettle_verifier-0.5.4.tar.gz
Size 330.0 kB
Tags Source
SHA-256 checksum
How to use checksums
6c3137a0c9df80caf5b567d56ad9bfbb224d8dad5a2c1d467d921f665392f83d
BLAKE2b-256 checksum
How to use checksums
230a8f13005163a3483c6a909d6534db15c3387230717719f3af12bf742f8940
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.

Transparency log

Release files / mettle_verifier-0.5.4-py3-none-any.whl

Download URL mettle_verifier-0.5.4-py3-none-any.whl
Size 130.5 kB
Tags Python 3
SHA-256 checksum
How to use checksums
8ce0f02130afcc398217c8b8e739059c68276948d7d95f1b2534c12929a642a9
BLAKE2b-256 checksum
How to use checksums
b3d4731a9a0563b4f35b0bf05be97c558d170a7b0f4d7fe7b176372ae729001f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 26, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

0.5.4 This release

2 release files

0.5.3

2 release files

0.5.2

2 release files

0.5.1

2 release files

0.5.0

2 release files

0.4.8

2 release files

0.4.7

2 release files

0.4.6

2 release files

0.4.5

2 release files

0.4.4

2 release files

0.4.3

2 release files

0.4.2

2 release files

0.4.1

2 release files

0.3.2

2 release files

0.3.1

2 release files

0.3.0

2 release files

0.2.0

2 release files

0.1.0

2 release 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