Skip to main content
Glama

Server Details

Send a coupling matrix, get zone classifications and optimal factorization strategy.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
Bwana7/factorguide
GitHub Stars
0
Server Listing
FactorGuide

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsB

Average 3.8/5 across 7 of 7 tools scored. Lowest: 2.9/5.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct operation: diagnostic, navigation, explanation, regime detection, outcome reporting, payment, and synergy detection. No overlapping purposes; even the two 'detect' tools are clearly separated by domain (regime vs. synergy).

Naming Consistency2/5

Tool names are prefixed with 'factorguide_' but use a mix of single verbs (diagnose, explain, navigate) and noun_verb (regime_detect, synergy_detect) or verb_noun patterns (report_outcome, submit_payment). No consistent verb_noun or noun_verb pattern across the set.

Tool Count5/5

With 7 tools, the server covers a well-scoped set of operations for factor analysis guidance. The count is neither too small to be useful nor too large to be unwieldy.

Completeness4/5

The core workflow (navigate, diagnose, explain, report_outcome, submit_payment) forms a coherent loop for factorization guidance and feedback. Two pending tools (regime_detect, synergy_detect) indicate planned expansion but do not create critical gaps.

Available Tools

7 tools
factorguide_diagnoseInspect

Quick single-pair diagnostic. IC with risk prediction for both model classes. Include variances for sign detectability. Requires X-Wallet header with your EVM wallet address (0x...). First 5 queries are free trial.

ParametersJSON Schema
NameRequiredDescriptionDefault
iYesFirst variable name
jYesSecond variable name
variance_iNo
variance_jNo
sample_sizeYes
coupling_valueYesIC or coupling value
factorguide_explainInspect

Plain-language explanation of a previous navigate response, including wave mechanics grounding for observational cost guidance. Requires a prediction_hash from a prior factorguide_navigate call. Consumes 1 query allocation. Available for starter and professional tiers. Requires X-Wallet header with your EVM wallet address (0x...). First 5 queries are free trial.

ParametersJSON Schema
NameRequiredDescriptionDefault
prediction_hashYesprediction_hash from a previous navigate response
factorguide_navigateInspect

Map the factorization terrain of your model. Send coupling structure (precision matrix preferred for n>2; covariance matrix recommended if sign or CC information is needed) and receive a block-diagonal strategy with calibrated risk prediction. Answers: 'How should I factorize, and what will it cost me?' Optional: set report_sign_detectability=true to get sign(ρ) for high-leverage pairs at no additional cost when variance ratio > 20. Requires X-Wallet header with your EVM wallet address (0x...). First 5 queries are free trial.

ParametersJSON Schema
NameRequiredDescriptionDefault
couplingYes
task_typeNoinference
cost_modelNocubic
model_classNounknown
sample_sizeYes
synergy_checkNo
compute_budgetNominimize
encoding_labelNo
variable_namesNo
accuracy_targetNo
report_marginal_icNo
distribution_diagnosticsNo
report_sign_detectabilityNo
factorguide_regime_detectInspect

Detect coupling regime changes in time series via windowed IC. Specification pending — v1.1 target.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

factorguide_report_outcomeInspect

Complete the prediction loop — report inference diagnostics so future predictions improve. After running the approach FactorGuide recommended, return your ESS ratio, PSIS-khat, or log-likelihood gap. Zero additional computation required. Does not consume a query allocation.

ParametersJSON Schema
NameRequiredDescriptionDefault
ess_ratioNo
psis_khatNo
log_lik_gapNo
approach_takenYes
n_replicationsNo
prediction_hashYes
runtime_secondsNo
actual_mse_ratioNo
factorguide_submit_paymentInspect

Submit payment proof after sending stablecoins to a FactorGuide wallet address. For x402: provide tx_hash and chain. For MPP: use in-band Authorization header instead — no separate submission needed.

ParametersJSON Schema
NameRequiredDescriptionDefault
chainYesChain identifier, e.g. 'eip155:8453' or 'tempo:4217'
tx_hashYesOn-chain transaction hash
factorguide_synergy_detectInspect

Detect hidden synergistic structure via Walsh-Hadamard spectral analysis. Accepts pre-computed Walsh coefficients — agent performs the transform locally and sends only the spectral summary. Specification pending — v1.1 target.

ParametersJSON Schema
NameRequiredDescriptionDefault
n_samplesNo
n_variablesNo
ic_matrix_refNo
transform_methodNo
walsh_coefficientsNo

Discussions

No comments yet. Be the first to start the discussion!

Try in Browser

Your Connectors

Sign in to create a connector for this server.