Athena MCP Server
With this server, you can operate Athena’s canonical MCP substrate: manage claim authority, typed memory/graph, collective science/control, agent coordination, and deployment planning.
Register, challenge, promote, and resolve Y1 canonical claims with verified evidence and governance.
Build and query typed JSPACE graphs with edges, hyperedges, dense navigation, coordinate transforms, and holonomy checks.
Run bounded Collective V1–V15 science/control tools: calibration, TMLE, DR policy value, Gaussian belief/control, approximation-error transport, TV-DRO, bandits, POMDPs, and decision EVSI/EVPI.
Coordinate multi-agent work via Message Board: agent bootstrap/refresh, NEED/OFFER envelopes, matchmaking, coalitions, duplicate guards, and cohesion metrics.
Manage failure antibodies, branch lifecycle, resource budgets, credit assignment, causal inference, and experimental planning.
Preserve and query Wiki/Git memory: ingest observations, compile/query committed Wiki evidence, stage drafts, and read historical revisions without checkout.
Plan, validate, and verify Deployment.2 external-control artifacts: manifests, activation plans, canary assessments, quiescence checks, cutover holds, and receipts—without touching production infrastructure.
Track cycles, crystallize outputs, explore BNMK/bionano models, and maintain prompt/frontier/rehydration/successor operational-organism loops.
Integrates with Git for versioned crystal lattice storage and tracking changes to the organism.
Integrates with GitHub for hosting the manuscript-being main brain repository and version control.
Integrates with Google Docs as a medium for the live slow-form self of the nervous system, enabling document-based interaction.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Athena MCP Server navigate to the Square (Earth) lobe and show its structure"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
ATHENA Canonical MCP v3.4 — AΩR × Collective V1–V15 × Operational Organism × Deployment.2
ATHENA is an executable Git/MCP developmental substrate. The current runtime composes canonical identity/versioning, typed JSPACE, SCALE, KC144/polycoordinates, AOR/Y1 developmental routing, Collective V1–V15 science/control layers, restart-safe state foundation, prompt/frontier and rehydration loops, Message Board/cohesion/party coordination, campaign/life/game organs, bounded symbolic/mythic/bionano kernels, Deployment.2 external-control planning, versioned release distribution, and exact-head qualification through a host-bound GitHub verifier.
Current executable coordinates:
package:
athena-canonical-mcp 3.4.0;live architecture:
ATHENA.RUNTIME.UNIFIED.11;runtime root: one composed
Server;Collective ladder: V1–V15;
current Collective coordinate:
COLLECTIVE_CALIBRATED=<SR,XT,XD,CJ,AT,MD,L>;inherited V14 coordinate:
COLLECTIVE_SYNTHESIS=<JB,SE,JE,DR,RP,AZ,MR,L>;deployment frontier:
ATHENA.DEPLOYMENT.2;authority: Y1
athena_claim_*;science-shadow namespace:
athena_discovery_claim_*;governance:
SCHEMA.2 / SELFTEST.1 / SURFACE.2 / COMPOSITION.2 / PROMOTION.2;trusted verifier:
GITHUB_PROMOTION_VERIFIER.1;trusted qualification:
syntax ∧ unit ∧ critical-invariants ∧ smoke → promotion-qualification.
Constitutional braid
AOR = WHAT is developmentally eligible.
COLLECTIVE = HOW bounded science/inference/control capacity is organized.
Y1 = canonical claim authority.
OPERATIONAL ORGANISM = prompt/frontier + rehydration/successor/handoff + Message Board/cohesion/party + campaign/life/game + symbolic/mythic/bionano organs.
DEPLOYMENT.2 = separately typed external-control planning / validation / canary / receipt verification.
PROMOTION.2 = caller-bound readiness + separately trusted qualification.
Core firewalls:
UNKNOWN != 0
CONSENSUS != EVIDENCE
PREDICTION / POSTERIOR / PLAN != OBSERVATION / TRUTH / EXECUTION
MODEL_GRAPH != CANONICAL_JSPACE_GRAPH
CALLER_ATTESTATION != TRUSTED_EXTERNAL_VERIFICATION
ATTESTED_READY != QUALIFIED
COLLECTIVE_CALIBRATED != DEPLOYMENT_AUTHORITY != COORDINATION_AUTHORITY.
Related MCP server: sovereign-stack
Drive Wiki continuity candidate
The ATHENA.WIKI.MEMORY.V1 extension imports version-bound local Wiki observations and recovers their claims, evidence, conflicts, handoffs and document text after a process restart. Five athena_wiki_* tools share the existing server and database. See Wiki memory V1 for the import protocol, provenance limits and tests.
The Git bridge can stage a reviewed local draft, read a historical draft, query a complete committed Wiki, and open the exact bytes behind a source citation. These operations preserve source identities and uncertainty. The shared snapshot reader loads bounded committed evidence with two Git processes without checking it out.
Runtime cycle
HYDRATE → RECONRUN/OMEGA → MEMORY → SX → RAG → HUG → GAP → FIELD → MEASURE/CALIBRATE → Y1/AOR → COLLECTIVE(V1–V15) → AUTHORIZED EXECUTION → VERIFY → LEARN → SUCCESSOR → COMPLETE.
CYCLE stops at typed missing prerequisites instead of fabricating execution, evidence, workers, tests or authority.
Collective V1–V14 lineage
V1–V9 provide organization, memory, empirical learning, ecology, causal science, active discovery, dual control, finite belief and Gaussian/continuous inference. V10–V13 add bounded GP world models, adaptation, joint hypermodel uncertainty, FCI-lite/longitudinal causal estimation and robust resources. V14 adds finite joint factor belief, bootstrap structural ensembles, joint decision/information value, sequential DR policy value, robust policy geometry, decision-relative GP zoom and finite two-stage recourse.
Resource: athena://collective/v14.
V14 remains historical/currently callable science substrate; V15 does not silently rename it.
V15 — calibrated continuous scientific control
SR — externally witnessed structural reliability
athena_structural_reliability_calibrate fits a weighted monotone isotonic mapping from bootstrap structural support to externally labelled correctness. Diagnostic predictions are out-of-fold.
Identical support coordinates are aggregated before PAV; the final mapping uses an explicit right-continuous monotone step convention with endpoint extension.
IDENTICAL_CALIBRATION_COORDINATE != MULTIPLE_FITTED_VALUES.
OUT_OF_FOLD_ISOTONIC_RELIABILITY != CAUSAL_GRAPH_POSTERIOR.
CALIBRATION_LABELS_REQUIRE_EXTERNAL_WITNESS.
Calibration never writes JSPACE.
XT — history-safe cross-fitted sequential TMLE
athena_longitudinal_tmle_crossfit is bounded to binary two-timepoint histories X → A1 → L1 → A2 → Y. Nuisance and targeting models are trained without each held-out evaluation fold.
The stage-2 pseudo-outcome preserves each row's observed A1,L1 while intervening only on A2; stage-1 intervention/evaluation occurs later.
STAGE2_PSEUDO_OUTCOME_PRESERVES_OBSERVED_A1_L1_BEFORE_STAGE1_INTERVENTION.
Named treatment/intermediate/outcome fields cannot be smuggled into baseline covariates, and baseline values must be finite.
CROSS_FITTED_TWO_TIMEPOINT_TMLE != GENERAL_LONGITUDINAL_TMLE_THEOREM.
CROSS_FITTING != IDENTIFICATION.
Declared latent confounding fails closed.
XD — history-safe cross-fitted sequential DR policy value
athena_sequential_dr_policy_crossfit evaluates deterministic two-timepoint policies with out-of-fold sequential AIPW scores.
Decision-time information sets are explicit:
A1_POLICY_FEATURES = baseline
A2_POLICY_FEATURES = baseline + {A1,L1}.
A stage-1 policy therefore cannot read L1, A2, or Y; a stage-2 policy cannot read A2 or Y.
DECISION_TIME_HISTORY != FULL_ROW_STATE.
A1_POLICY_USES_BASELINE_ONLY__A2_POLICY_USES_BASELINE_A1_L1_ONLY.
CROSS_FITTED_SEQUENTIAL_DR != GENERAL_OFF_POLICY_CAUSAL_VALUE.
Policy value remains PLAN_ONLY.
CJ — strict continuous Gaussian joint belief/control
athena_joint_gaussian_update implements the exact finite-dimensional update for X~N(mu,Sigma) and a declared linear Gaussian observation y=h^T X+epsilon.
Unknown observation/action coefficient keys are rejected rather than silently projected to zero; means, covariances and control parameters must be finite.
UNKNOWN_COEFFICIENT != ZERO_COEFFICIENT.
NONFINITE_NUMERIC_STATE != MODEL_COORDINATE.
LINEAR_GAUSSIAN_UPDATE != GENERAL_CONTINUOUS_JOINT_BAYES.
athena_joint_gaussian_control propagates linear action utilities through that Gaussian belief and retains expected utility, lower-tail Normal CVaR, cost and Pareto state.
GAUSSIAN_LINEAR_CONTROL != GENERAL_BELIEF_MDP.
AT — local/global approximation-error transport
athena_approx_error_transport validates a caller-declared Lipschitz error envelope against supplied witness pairs.
The unrestricted mathematical envelope remains:
e_global(x) <= min_i [e_i + L ||x-x_i||].
But V15 keeps three coordinates distinct:
geometrically nearest witness;
tightest global envelope witness;
tightest radius-eligible local transport witness when a radius is declared.
A local radius certificate uses only eligible witnesses; the unrestricted global envelope is reported separately.
GEOMETRIC_NEAREST_WITNESS != TIGHTEST_ERROR_ENVELOPE_WITNESS.
GLOBAL_ENVELOPE != RADIUS_ELIGIBLE_LOCAL_CERTIFICATE.
DECLARED_LIPSCHITZ_ERROR_ENVELOPE != EMPIRICAL_GLOBAL_ERROR_TRUTH.
TRANSPORT_CERTIFICATE_CONDITIONAL_ON_LIPSCHITZ_BOUND.
MD — strict finite-horizon rectangular TV-DRO
athena_multistage_tv_dro_plan solves exact backward induction for supplied finite states/actions and state-action rectangular total-variation ambiguity:
V_t(s)=max_a[r(s,a)+gamma min_{q:TV(q,p_sa)<=rho} q^T V_{t+1}].
State/action identities, rewards and transitions must be finite and declared. Unknown successor/state coordinates fail closed instead of being ignored.
UNKNOWN_STATE_COORDINATE != UNUSED_METADATA.
NONFINITE_TRANSITION != PROBABILITY_MODEL.
Certificate:
EXACT_DYNAMIC_PROGRAM_FOR_SUPPLIED_FINITE_RECTANGULAR_TV_AMBIGUITY_MODEL.
RECTANGULAR_TV_ROBUST_MDP != GENERAL_MULTISTAGE_DRO.
Resource: athena://collective/v15.
Specs: spec/COLLECTIVE_RUNTIME_V15.md, spec/ATHENA_UNIFIED_V15.md, spec/ARCHITECTURE_V15.md, spec/MIGRATION_V15.md.
V15 release-overlay holonomy
Ω15 discovered that one semantic runtime coordinate can exist as multiple import-time Python projections: module attributes, values/functions imported by value, copied resource lists, and derived URI sets.
The V15 overlay therefore synchronizes initialize/HTTP server identity, manifest builders, MAXDEV fallback, integrity resources, and final AOR development resources explicitly.
RELEASE_ATTRIBUTE_UPDATE != IMPORTED_VALUE_SNAPSHOT_UPDATE.
MODULE_ATTRIBUTE_ADVANCE != IMPORTED_FUNCTION_SNAPSHOT_ADVANCE.
SOURCE_RESOURCE_ADVANCE != COPIED_RESOURCE_REGISTRY_ADVANCE.
Tool manifest, athena://runtime/unified-manifest, and athena://manifest are regression-tested as one current release coordinate.
Release critical selectors are also checked against real repository test files:
ZERO_TEST_SELECTION != PROOF.
Deployment.2 braid
Live master evolved Deployment.2 while Ω15 was in flight. Ω15 therefore uses a true two-parent Git braid and composes the initializer as:
V14 → Deployment.2 → V15 release overlay.
Deployment tools include athena_deployment_manifest, athena_deployment_validate, athena_deployment_activation_plan, athena_deployment_assess_canary, and athena_deployment_verify_receipt.
Deployment resources include athena://deployment, athena://deployment/security, athena://deployment/rollout, and athena://deployment/evidence.
Deployment is external-control state; planning or validating a deployment is not proof that production infrastructure changed.
Trusted promotion topology
athena_promotion_evaluate remains caller-bound and can reach ATTESTED_READY from exact-head caller packets.
athena_promotion_verify_github(git_head) is the host-bound route. Repository, API root, Actions run, token, trusted app and required checks are not caller-selected MCP arguments. One coherent Actions suite must contain successful {syntax, unit, critical-invariants, smoke} checks for one exact head before promotion-qualification can mint a trusted receipt.
CHECKS_FROM_DIFFERENT_SUITES_OR_RUNS != ONE_TRUSTED_QUALIFICATION.
VERIFIER_IMPLEMENTED != HEAD_QUALIFIED.
Release distribution
V3.2 and V3.3 manifests/notes/frozen regressions remain historical evidence for their exact bytes. V3.4 owns the current executable distribution workflow.
OLD_RELEASE_RECEIPT != NEW_RELEASE_EVIDENCE.
HISTORICAL_PUBLICATION_AUTHORITY != CURRENT_RELEASE_IDENTITY.
Release qualification:
syntax ∧ unit ∧ critical-invariants ∧ smoke → promotion-qualification → package-readiness.
The V3.4 critical lane explicitly executes hardened V15 calibration geometry, adversarial input/temporal/numeric membranes, surface holonomy, Deployment.2 composition and trust boundaries. A distribution receipt certifies exact repository/package/distribution state. It is not empirical truth, causal proof, treatment authorization, production deployment, Y1 authority or GitHub administrative hardening.
Historical architecture
ARCHITECTURE.md / MIGRATION.md preserve the V13/UNIFIED.9 transition. V14 history remains in spec/ARCHITECTURE_V14.md and spec/MIGRATION_V14.md. Current V15 composition/migration are versioned separately, preserving the actual succession rather than rewriting prior evidence.
Run
The Windows continuity contract describes
byte-preserving prompt writes, portable receipt paths and test-process handling.
Run the complete suite with python -m unittest discover -s tests -v on either
platform; CI includes both Linux and Windows discovery runs.
The Wiki memory tools preserve source-bound Drive registry and document
observations across sessions. athena_git_wiki_compile invokes the configured
semantic repository's fixed Wiki compiler at an explicit clean commit and
returns its original receipts and proposed changes. See
Git Wiki compiler through MCP for the data,
execution and application boundaries.
athena_wiki_git_ingest connects a specific imported observation to that
compiler: it preserves an immutable source carrier, retains committed Wiki
pages, and compiles INGEST, REINDEX and LINT into one guarded proposal. See
Drive observation ingestion.
athena_wiki_git_stage materializes a reviewed ingestion plan as a verified
local draft commit, with fresh committed lint and create-only ref publication.
See local Wiki review commits.
athena_wiki_git_review discovers local drafts and reads a pinned draft's
source carrier after the checkout advances, without a Wiki database or
repository-code execution. See read committed drafts.
athena_wiki_git_query reads complete evidence directly from a pinned Git Wiki
commit and queries it with the configured trusted compiler, without requiring
caller-built collections or changing the checkout. See
query committed Wiki evidence.
python -m athena_mcp --db ./state/athena.db
Package: athena-canonical-mcp 3.4.0
MCP protocol revision: 2025-11-25.
Available Tools
336 toolsathena_add_edgeB
Add one typed JSPACE edge with provenance event.
Inputs: dst (required), src (required), relation (required), actor, +1 more.
athena_add_hyperedgeB
Add one typed JSPACE hyperedge / n-way semantic relation with provenance.
Inputs: members (required), relation (required), actor, attrs.
athena_adopt_mutationB
Record actual adoption of a global mutation by an agent, distinct from mere delivery/visibility.
Inputs: agent (required), mutation_id (required).
athena_agent_bootstrapB
Cold-start AGENT_BOOT_V1 with an automatic Message Board handshake. A task-only tool call observes shared-current coordination without claiming work; explicit work_key/targets/claim mode or explicit coordination_mode=AUTO crosses the start-work boundary and may establish/reuse presence. Duplicate claimed work holds.
Inputs: agent_id (required), task, fetch, remote, +14 more.
athena_agent_refreshC
Refresh AGENT_BOOT_V1 and its Message Board projection. Existing session coordination intent is preserved; new explicit work coordinates activate AUTO claiming, while observer sessions remain read-only unless promoted deliberately.
Inputs: task, fetch, remote, profile, +16 more.
athena_antibody_evolveC
Create a distinct antibody variant within the parent's family with optional expiry.
Inputs: repair (required), detector (required), parent_id (required), signature (required), +6 more.
athena_antibody_execute_regressionsB
Execute stored failure-antibody unittest witnesses in a restricted repository-owned subprocess; no arbitrary shell/command refs are accepted.
Inputs: antibody_id (required), actor, max_refs, timeout_s, +1 more.
athena_antibody_record_outcomeA
Record success, failure, false positive, regression pass or regression failure for a known failure antibody.
Inputs: outcome (required), antibody_id (required), actor.
athena_antibody_selectB
Rank matching antibody variants by semantic match, empirical repair/regression reliability, status and expiry.
Inputs: event (required), tags, limit, scope, +1 more.
athena_apply_transformA
Execute the newest registered T_ij for a subject using LOOKUP or the safe declarative transform DSL; compare against an independently resolved target when available and optionally persist a derived coordinate.
Inputs: dst_chart (required), src_chart (required), subject_id (required), actor, +2 more.
athena_apply_transform_routeC
Compose and execute a coordinate route C_i0->...->C_ik. Closed routes automatically measure holonomy only when every edge is derivational; LOOKUP-containing loops are marked N/A rather than falsely promoted.
Inputs: route (required), subject_id (required), actor, source_value.
athena_approx_error_transportB
Transport witnessed approximation error through a caller-declared Lipschitz envelope consistent with supplied witness pairs. Geometric nearest, global-envelope, and radius-eligible transport witnesses remain distinct; certificate is conditional on the declared bound.
Inputs: queries (required), witnesses (required), feature_order (required), lipschitz_bound (required), +2 more.
athena_artifact_lifecycleB
Assign KEEP_ACTIVE/KEEP_REFERENCE/DORMANT/QUARANTINE/PRUNE_REFERENCE while preserving lineage and downstream dependencies.
Inputs: artifacts (required).
athena_bandit_observeC
Update one regime/action posterior from an explicit observed reward; predictions never train themselves.
Inputs: arm_id (required), regime (required), reward (required), features (required), +2 more.
athena_bandit_selectC
Select an organization/action experiment using a diagonal contextual-UCB posterior with local-regime evidence, cross-regime transfer, uncertainty, and a V3 policy prior.
Inputs: arms (required), context (required), regime, signals, +3 more.
athena_bapomdp_solveC
Exactly solve a bounded finite-horizon POMDP with a static uncertain model index when the full joint model-state tree completes. PLAN_ONLY.
Inputs: models (required), states (required), initial_state_belief (required), horizon, +2 more.
athena_bayes_observeB
Update full-covariance Bayesian contextual state from one explicit observed reward; retains pre-update prediction for calibration.
Inputs: arm_id (required), regime (required), reward (required), features (required), +5 more.
athena_bayes_predictC
Full-covariance Bayesian contextual prediction with empirical interval calibration. Posterior/intervals remain model-conditional.
Inputs: arm_id (required), regime (required), features (required), ridge, +2 more.
athena_belief_dual_controlC
One-step finite-belief controller combining immediate utility, expected next decision utility and information value. PLAN_ONLY.
Inputs: actions (required), context_key (required), discount, risk_weight, +1 more.
athena_belief_observeA
Bayes-update a finite belief from explicit per-model likelihoods for one actual declared observation.
Inputs: outcome (required), context_key (required), likelihoods (required), actor, +1 more.
athena_belief_policy_multistageB
Build an exact finite-model/outcome belief-policy tree for bounded horizon <=3. PLAN_ONLY; no belief mutation.
Inputs: actions (required), context_key (required), horizon, discount, +1 more.
athena_belief_registerC
Register/reset a finite discrete model belief state with normalized priors. Model belief is not canonical truth.
Inputs: models (required), context_key (required), replace.
athena_belief_stateA
Read the current finite model belief distribution and entropy.
Inputs: context_key (required).
athena_benchmarkA
Return live substrate counts and head state for regression/telemetry.
athena_bionano_assemblyC
Return an assembly/function packet. T4 preserves the supplied 15-part USER_VISUAL BOM separately from the primary-source-conditioned infection transition sequence; other machines return generic functional modules rather than fabricated native molecular subunit inventories.
Inputs: machine_id (required).
athena_bionano_catalogA
Return the stable 12-archetype/14-seed BNMK catalog. V2 additive fields report 20 source-backed adapters, 20 primary sources, 15 conditioned quantitative claims, bounded expansions, operator phylogeny and optional evidence packets. User seed numbers remain distinct from verified empirical constants.
Inputs: include_atlas, include_evidence.
athena_bionano_compileB
Compile one known BNMK machine into the source-backed 4D/12D/KC144 contract with primary-source witness, conditioned quantitative claims, state cycle and row associations. Unknown IDs HOLD rather than fabricating a classification.
Inputs: machine_id (required).
athena_bionano_convergence_gateA
Evaluate only caller-supplied convergence/stability witnesses: nth-term limit, ratio/root limit, contraction constant, or spectral radius. Assumption-incompatible or inconclusive values return HOLD; V2 does not change these V1 semantics.
Inputs: root_limit, ratio_limit, contraction_q, nth_term_limit, +1 more.
athena_bionano_interface_matchB
Score a normalized producer/consumer interface profile over rate, latency, error tolerance, statefulness, reversibility and coupling. Smith-chart-inspired compatibility proxy; not physical electrical impedance.
Inputs: consumer (required), producer (required).
athena_bionano_transferB
Map a source-backed biological mechanism into a target ATHENA problem as explicit COMPUTATIONAL_ANALOGY. Primary-source support improves the mechanism model but never grants execution authority or causal equivalence.
Inputs: target (required), machine_id (required), constraints.
athena_branch_listB
List branch lifecycle states, optionally filtered by ACTIVE/HIBERNATED/REVIEW.
Inputs: limit, status.
athena_branch_observeB
Record one witnessed calibrated branch reward observation and apply EWMA hibernation/resurrection policy.
Inputs: reward (required), witness (required), basis_id (required), branch_id (required), +4 more.
athena_branch_reviewA
Move a hibernated branch into REVIEW only from a verified new_evidence/new_gap/bridge_demand trigger.
Inputs: trigger (required), basis_id (required), branch_id (required), actor.
athena_branch_stateB
Read branch lifecycle state for one branch, optionally on one metric basis.
Inputs: branch_id (required), basis_id.
athena_bridge_accountB
Apply living-bridge cost accounting: build only when future routing/reuse/quality/resilience value exceeds build, maintenance and locked-capacity cost.
Inputs: bridge (required).
athena_budget_recordA
Persist one measured organization/resource budget observation. Token/compute dimensions are accepted only when supplied by an observable client.
Inputs: run_key (required), resources (required), actor, scope, +2 more.
athena_budget_scheduleA
Allocate tasks to workers using demand x capability fit x availability x measured efficiency subject to observable remaining budgets; unknown cost is penalized, not invented.
Inputs: tasks (required), workers (required), remaining_budget (required), beta, +3 more.
athena_budget_summaryC
Summarize persistent resource observations plus automatically metered MCP tool-call wall time.
Inputs: limit, scope.
athena_causal_aipwB
Cross-fitted AIPW estimate for binary treatment with linear outcome nuisances, logistic propensity, influence-function SE and CI. Assumption-scoped.
Inputs: outcome (required), samples (required), treatment (required), adjustment, +2 more.
athena_causal_effect_estimateA
Estimate an assumption-scoped linear BACKDOOR, IV-Wald, or FRONTDOOR mediation effect from explicit numeric samples. Estimation never proves identification.
Inputs: method (required), outcome (required), samples (required), treatment (required), +4 more.
athena_causal_identifyA
Search for a valid minimal back-door adjustment set in a caller-supplied causal DAG using d-separation. Identification is conditional on supplied graph/assumptions.
Inputs: edges (required), outcome (required), treatment (required), actor, +3 more.
athena_causal_identify_extendedC
Perform supplied-DAG conditional identification for BACKDOOR, FRONTDOOR or INSTRUMENT criteria. Results are conditional on graph/observed-node/assumption correctness.
Inputs: edges (required), method (required), outcome (required), treatment (required), +6 more.
athena_causal_robustnessB
Leave-one-adjustment-out robustness diagnostic around V8 linear back-door estimate. Not a formal hidden-confounding bound.
Inputs: outcome (required), samples (required), treatment (required), adjustment (required), +1 more.
athena_causal_skeleton_discoverA
Generate a heuristic observational association skeleton and candidate v-structures using marginal/one-variable partial-correlation thresholds. Hypothesis generation only.
Inputs: samples (required), variables, max_conditioning, association_threshold.
athena_causal_structure_bootstrapC
Bootstrap the V7 heuristic association skeleton and return stable undirected/v-structure candidates. Stability is not causal probability.
Inputs: samples (required), seed, resamples, variables, +2 more.
athena_causal_tmle_binaryC
Cross-fitted binary-treatment/binary-outcome TMLE with logistic nuisance fits, targeting fluctuation and influence-curve interval. Assumption-scoped.
Inputs: outcome (required), samples (required), treatment (required), adjustment, +2 more.
athena_causal_tmle_ensembleC
Binary-treatment/binary-outcome TMLE with deterministic cross-fitted validation-weighted linear/quadratic logistic nuisance ensemble. Assumption-scoped.
Inputs: outcome (required), samples (required), treatment (required), adjustment, +2 more.
athena_chance_resource_selectB
Select a value-maximizing small finite candidate subset subject to independent-Gaussian one-sided resource chance constraints; exact only under declared finite-model assumptions.
Inputs: budgets (required), candidates (required), alpha, exact_limit.
athena_claim_challengeA
Record a material verified challenge. Noncanonical claims return to ?/CHALLENGED; canonical claims remain #/CANONICAL_CHALLENGED and block automatic routing.
Inputs: reason (required), witness (required), claim_id (required), actor.
athena_claim_listC
List claim authority heads, optionally filtering by Y or challenge status.
Inputs: y, limit, status.
athena_claim_promoteB
Advance exactly one authority step. ?->+ requires verified evidence; +->! witnessed execution; !-># explicit canonical authority.
Inputs: claim_id (required), target_y (required), test, actor, +2 more.
athena_claim_registerD
Register or reuse persistent claim authority head at Y='?'. Authority is distinct from confidence, truth, consensus, pheromone and reward.
Inputs: claim_id (required), source_ref (required), actor.
athena_claim_resolve_canonical_challengeC
Resolve CANONICAL_CHALLENGED through explicit authorized UPHOLD or DEMOTE governance.
Inputs: claim_id (required), decision (required), authority (required), actor.
athena_claim_stateA
Read current typed authority state and witness history pointers for one claim.
Inputs: claim_id (required).
athena_cohesion_coalitionA
Build and persist a Message Board-backed campaign/coalition proposal over multiple active NEEDs. The proposal greedily respects explicit OFFER capacity and is advisory only; it creates no presence, claims, party membership, scheduler authority, or execution authority.
Inputs: need_ids (required), campaign_id (required), proposer_id (required), remote, +3 more.
athena_cohesion_duplicate_guardA
Read shared-current Message Board claims and classify exact work-key/task/target collisions, fuzzy warnings, declared JOIN/REPLICA intent, and target-only partition evidence into non-authoritative treatment options. This tool never mutates claims, auto-joins, assigns work, fabricates MATA semantics, or grants execution authority.
Inputs: task (required), agent_id (required), remote, targets, +6 more.
athena_cohesion_matchmakeA
Advisory deterministic matchmaking for one active NEED using explicit active OFFER envelopes, Message Board presence/claim state, capability fit, dependency unlock, capacity, and collision risk. It never creates a claim, assignment, party membership, or truth authority.
Inputs: need_id (required), limit, remote, shared_remote_mode.
athena_cohesion_request_offerA
Publish an idempotent typed NEED/OFFER envelope through Message Board V1. The publishing agent must already have active shared-board presence. This does not assign work.
Inputs: kind (required), agent_id (required), goal_ref (required), request_id (required), +17 more.
athena_cohesion_solo_party_compareA
Evidence-gated matched descriptive comparison of SOLO versus PARTY mission samples under a supplied predeclared rule. Weak/ambiguous matching returns UNKNOWN. A rule pass is descriptive observed evidence only, not a causal effect claim or canonical promotion witness.
Inputs: observer_id (required), solo_samples (required), comparison_id (required), decision_rule (required), +2 more.
athena_collective_allocateC
Allocate tasks by demand × capability fit × available capacity rather than equal participation.
Inputs: tasks (required), workers (required), beta, alpha, +1 more.
athena_collective_evaluateC
Score a concrete group organization with explicit cost/output vectors and return-on-group-organization; exposes dense-connectivity, duplication, switching, contagion and maintenance penalties.
Inputs: configuration (required).
athena_collective_healthB
Evaluate collective homeostasis and emit concrete corrective actions for saturation, duplication, latency, error, staleness, contagion, reserve depletion, weak evidence, bridge overhead and coordination drag.
Inputs: metrics (required).
athena_collective_planC
Select HIVE/SWARM/PACK/FLOCK/HERD/POD geometry, right-size active workers by marginal utility, preserve reserve capacity, allocate roles/topology, and return a COLLECTIVE coordinate packet.
Inputs: signals (required), lineage, unit_cost, max_workers, +1 more.
athena_collective_quorumC
Run evidence-sensitive quorum selection with explicit cross-inhibition, contradiction blocking, risk-dependent threshold and required winning margin; consensus alone cannot commit.
Inputs: candidates (required), risk, inhibition_gain, evidence_sensitivity.
athena_collective_restructureC
Choose FISSION/FUSE/HOLD from coordination pressure, contagion, cohesion, complementarity, duplicate work, shared dependencies and identity conflict.
Inputs: metrics (required).
athena_commit_deltaC
Conditional object mutation. Rejects stale expected VID instead of creating a shadow mutation.
Inputs: oid (required), delta (required), expected_vid (required), actor, +1 more.
athena_contingent_policyA
Build a depth-1 outcome-contingent action policy under the current finite belief and one supplied experiment. DESIGN_ONLY.
Inputs: actions (required), experiment (required), context_key (required).
athena_continuation_raw_traceA
Read an exact half-open UTC window of already-persisted rehydration receipts/events and Message Board events. Returns raw tracked source records with Git blob, exact-byte SHA-256, canonical-record SHA-256, and deterministic trace identities. This tool is read-only and performs no assay classification, behavioral inference, causal attribution, or promotion.
Inputs: window_end (required), window_start (required), max_records, expected_git_head.
athena_coordinate_matrixC
Return the full chart-to-chart transform matrix, resolved coordinate subset, transform coverage, closed transform triangles and holonomy observations for an optional subject.
Inputs: subject_id.
athena_counterfactual_simulateA
Rank candidate organizations using base RGO, empirical calibration, bounded learned policy, risk and budget pressure without committing topology.
Inputs: candidates (required), scope, context.
athena_credit_assignA
Assign uncertainty-bearing intervention credit from an observed outcome delta. Weak designs remain associational; residual outcome is preserved.
Inputs: outcome_key (required), interventions (required), outcome_delta (required), actor, +2 more.
athena_credit_summaryC
Summarize persisted intervention credit and causal-confidence history.
Inputs: limit, regime, intervention_id.
athena_crystallize_outputC
Compile one visible output into a complete ATHENA crystal: identity/version/manifestation, exact lexeme coordinates, KC144, JSPACE, SCALE, lineage/time/liminal coordinates, open-world polyatlas, math objects, graph/hypergraph deltas and RETURN.
Inputs: seq (required), task (required), text (required), agent (required), +14 more.
athena_cycle_advanceA
Advance a CYCLE.1 through as many real internal phases as possible, merging newly supplied witnessed inputs. Semantic boundaries stop with typed WAITING_* state instead of simulating measurements, execution or tests.
Inputs: cycle_id (required), inputs, max_steps.
athena_cycle_recentA
List recent CYCLE.1 runs and typed ACTIVE/WAITING/COMPLETE status without expanding full state.
Inputs: limit.
athena_cycle_replayB
Verify the stored cycle state digest and deterministic replay/integrity receipts of persisted RAG/HUG-packet/GAP/FIELD/AOR/transport child runs. External semantic execution/test truth is not re-simulated.
Inputs: cycle_id (required).
athena_cycle_startA
Start a persisted ATHENA.CYCLE.1 whole-organism run from a task seed and explicit phase configuration. Starting creates state only; it does not claim later semantic phases executed.
Inputs: seed (required), task_ref (required), actor, config.
athena_cycle_stateC
Fetch one persisted CYCLE.1 state, phase artifacts, wait requirements, public phase-event receipts and RETURN state.
Inputs: cycle_id (required).
athena_decision_eviC
Rank finite candidate experiments by expected improvement in downstream decision utility under the current belief. DESIGN_ONLY.
Inputs: actions (required), context_key (required), experiments (required), cost_weight, +1 more.
athena_decision_evpiB
Estimate expected value of perfect information by Monte Carlo under the declared Gaussian linear belief and utility model.
Inputs: actions (required), context_key (required), seed, samples.
athena_decision_evsiC
Estimate expected value of sample information for finite Gaussian linear experiment designs. DESIGN_ONLY.
Inputs: actions (required), context_key (required), experiments (required), seed, +3 more.
athena_delayed_credit_recordC
Persist one confidence-weighted delayed action credit with explicit temporal discount; delay alone is not causation.
Inputs: action_id (required), outcome_key (required), delay_cycles (required), outcome_delta (required), +4 more.
athena_delayed_credit_summaryC
Summarize delayed confidence-weighted credit by action.
Inputs: limit, regime, action_id.
athena_dependency_alarmA
Propagate a failure/change alarm only over explicit influence/dependency edges with weight, hop decay, threshold and bounded radius.
Inputs: edges (required), seeds (required), max_hops, hop_decay, +1 more.
athena_deployment_activation_planA
Compile a PLAN_ONLY source-bound, digest-pinned, isolated-canary, CAS single-writer cutover. It never deploys or grants cutover authority.
Inputs: sbom_ref (required), image_ref (required), source_head (required), token_secret_ref (required), +7 more.
athena_deployment_assess_canaryA
Evaluate supplied external canary observations. Missing metrics HOLD; thin sample/window evidence ROLLBACK; failed health/error/latency/restart gates ROLLBACK.
Inputs: canary (required), baseline (required), thresholds.
athena_deployment_assess_quiescenceA
Evaluate a supplied single-writer quiescence observation against exact current-image and state-snapshot coordinates. PASS validates supplied evidence only; it does not stop a writer, install a fence, verify a snapshot, or contact production.
Inputs: observation (required), expected_current_image_ref (required), expected_state_snapshot_ref (required), expected_state_snapshot_digest (required).
athena_deployment_cutover_holdB
Bind a PLAN_ONLY activation plan, checksum-valid isolated canary witness, supplied quiescence observation, and authority reference into ATHENA.CUTOVER.HOLD.1. The result cannot deploy, resolve secrets, mutate state, stop/start a writer, or activate traffic.
Inputs: plan (required), canary_witness (required), quiescence_observation (required), cutover_authority_ref.
athena_deployment_manifestB
Return ATHENA.DEPLOYMENT.2: exact OCI identity, source-head binding, single-writer persistence, secure HTTP host, canary, CAS cutover, rollback, and receipt laws. Surface availability is not activation evidence.
athena_deployment_validateA
Fail-closed validation of ATHENA.DEPLOYMENT.BUNDLE.2 intent without contacting infrastructure, resolving secrets, or moving traffic.
Inputs: bundle (required).
athena_deployment_verify_cutover_holdA
Replay an ATHENA.CUTOVER.HOLD.1 packet against exact expected bindings. PASS verifies supplied packet bytes only and is not current cluster observation, authority verification, cutover, or an activation receipt.
Inputs: packet (required), expected_image_ref (required), expected_plan_digest (required), expected_source_head (required), +6 more.
athena_deployment_verify_receiptB
Replay the exact plan/image/source/state bindings of a supplied activation receipt. PASS verifies receipt structure, not independent cluster observation.
Inputs: receipt (required), expected_image_ref (required), expected_plan_digest (required), expected_source_head (required), +2 more.
athena_diffusion_matrixB
Return learned/shrunk token-artifact-module-domain-system diffusion coefficients with reliability and causal-weight metadata.
Inputs: no named parameters.
athena_diffusion_observeB
Record observed utility of pheromone transfer between two scales and update a shrinkage-learned diffusion coefficient.
Inputs: source_scale (required), target_scale (required), transfer_utility (required), actor, +2 more.
athena_discovery_claim_registerA
Register a V6 science-shadow claim record without mutating Y1 canonical claim authority.
Inputs: claim_key (required), statement (required), scope.
athena_discovery_claim_stateA
Summarize independent V6 science-shadow witness groups. Evidential metadata only; no Y1 canonical rewrite.
Inputs: claim_id (required), min_independent_support.
athena_discovery_claim_witnessA
Attach a SUPPORTS/FALSIFIES/INCONCLUSIVE science-shadow witness with an explicit independence key. This never promotes Y1 authority.
Inputs: kind (required), result (required), claim_id (required), independence_key (required), +3 more.
athena_dro_resource_selectB
Select a finite candidate subset under correlated Gaussian resource covariance plus ellipsoidal mean ambiguity; exact enumeration only below the declared threshold.
Inputs: budgets (required), candidates (required), covariances (required), alpha, +2 more.
athena_dual_control_planC
Bounded proxy dual-control planner combining control reward, transition-parameter information value and predictive risk. PLAN_ONLY; execute first action then observe/replan.
Inputs: actions (required), initial_context (required), ridge, horizon, +4 more.
athena_dynamic_policy_valueB
Value deterministic two-timepoint treatment policies through the bounded longitudinal parametric g-formula. Assumption-scoped and PLAN_ONLY.
Inputs: outcome (required), samples (required), policies (required), treatment1 (required), +4 more.
athena_elder_observeB
Update longitudinal evidence-backed authority for an entity from reuse/prediction/repair/regression/generalization outcomes.
Inputs: outcomes (required), entity_id (required), actor, scope.
athena_elder_rankB
Rank evidence-backed elder/cultural authority within a scope; age alone confers no authority.
Inputs: limit, scope, min_observations.
athena_emit_agent_eventB
Emit public liminal telemetry for an agent task; private chain-of-thought is neither requested nor stored.
Inputs: seq (required), task (required), agent (required), action (required), +11 more.
athena_equivalence_observeA
Record verified EQUIVALENT or DISTINCT relation for an unordered pair in a declared dedup context. EQUIVALENT requires witnessed sameness across every preservation dimension; contradictory heads become CONFLICT.
Inputs: left_id (required), witness (required), relation (required), right_id (required), +4 more.
athena_equivalence_resolve_conflictA
Resolve pair CONFLICT by explicitly authorizing one already-witnessed side; conflicting history remains in the event ledger.
Inputs: left_id (required), relation (required), right_id (required), authority (required), +2 more.
athena_equivalence_snapshotC
Construct contradiction-aware equivalence components over supplied candidates. Only witnessed contradiction-free equivalence components are collapse-safe; UNKNOWN/conflict preserves identities.
Inputs: candidates (required), context_id (required).
athena_equivalence_stateB
Read the active witnessed relation/conflict head for one unordered pair in a dedup context.
Inputs: left_id (required), right_id (required), context_id (required).
athena_evidence_dependence_fitC
Fit a scoped logistic evidence-dependence model from explicit labelled examples.
Inputs: scope (required), l2, iterations.
athena_evidence_dependence_intervalC
Return a Laplace/Hessian logit interval around a fitted V10 evidence-dependence probability. Model-conditional diagnostic.
Inputs: scope (required), features (required), l2, confidence_z.
athena_evidence_dependence_observeB
Record one externally labelled evidence-dependence example for later empirical calibration.
Inputs: label (required), scope (required), features (required), weight, +1 more.
athena_evidence_dependence_predictB
Predict pairwise evidence dependence under a previously fitted scoped calibration model.
Inputs: scope (required), features (required).
athena_evidence_dependence_probabilityC
Apply a caller-declared logistic metadata-dependence model to science-shadow witness pairs. Diagnostic, not formal independence inference.
Inputs: claim_id (required), dimensions, coefficients, min_confidence.
athena_evidence_spectralC
Compute metadata-similarity effective-N and spectral participation-ratio diversity for a science-shadow claim's witnesses.
Inputs: claim_id (required), dimensions, min_confidence.
athena_experiment_designA
Rank binary-outcome experiments by expected information gain under supplied hypothesis priors/likelihoods, cost, risk, feasibility and ethics; returns DESIGN_ONLY.
Inputs: hypotheses (required), experiments (required), cost_weight, risk_weight, +2 more.
athena_experiment_generateB
Generate candidate experiments from caller-declared factor levels and hypothesis factor-effect models, then rank them by V5 expected information gain. DESIGN_ONLY.
Inputs: factors (required), hypotheses (required), cost_weight, risk_weight, +2 more.
athena_extraction_completeA
Complete one PLANNED extraction task with one or more actual outputs and a verified witness. Each output becomes an addressable EXTRES result; completion never implies those outputs are mutually equivalent.
Inputs: outputs (required), task_id (required), witness (required), actor.
athena_extraction_expand_resultB
Use one witnessed EXTRES payload as a next-generation seed, bounded by the parent EXTRUN depth and task-per-generation limits. Expansion creates work contracts, not semantic results.
Inputs: result_id (required), actor, transforms.
athena_extraction_failA
Record a witnessed extraction-task failure with explicit reason. Failure creates evidence; it does not fabricate output.
Inputs: reason (required), task_id (required), witness (required), actor.
athena_extraction_frontierA
Return only currently PLANNED tasks for an extraction run, ordered by depth/ordinal/id.
Inputs: run_id (required).
athena_extraction_planA
Create a bounded AOR SX.1 extraction run. Planning creates typed PLANNED work contracts only; it never fabricates semantic transform results.
Inputs: seed (required), seed_ref (required), actor, max_depth, +2 more.
athena_extraction_resultA
Fetch one witnessed extraction result payload and provenance.
Inputs: result_id (required).
athena_extraction_runC
Fetch one extraction run and all task heads for replay/navigation.
Inputs: run_id (required).
athena_extraction_taskB
Fetch one extraction task with its seed, transform contract, status and result refs.
Inputs: task_id (required).
athena_failure_antibody_matchA
Match a new failure/event against the durable antibody registry and return reusable repairs and regression witnesses; optionally records successful antibody hits.
Inputs: event (required), tags, limit, scope, +2 more.
athena_failure_antibody_registerB
Persist a diagnosed failure as a reusable signature, trigger, detector, repair, evidence bundle and regression/replay references.
Inputs: signature (required), actor, scope, repair, +4 more.
athena_fci_lite_discoverC
Build a bounded FCI-inspired partial ancestral candidate using all observed-variable conditioning subsets up to a declared order, collider orientation and limited propagation. Not full FCI/RFCI.
Inputs: samples (required), alpha, variables, max_conditioning.
athena_field_compileA
Assemble actual SX/RAG/Y/GAP/HUG/branch/AOR residuals into typed FIELD.1 action candidates. Generated proposals are UNMEASURED; exact same action signatures may merge provenance only; conflicting explicit ranking/routing data fail closed to CONFLICT and disputed operands are removed. Semantic similarity never merges.
Inputs: seed_ref (required), module_outputs (required), actor, persist, +2 more.
athena_field_getA
Fetch one persisted FIELDRUN with frozen module inputs, candidates, metric states, provenance edges and digest.
Inputs: run_id (required).
athena_field_recentA
List recent persisted FIELDRUN receipts without expanding full candidate payloads.
Inputs: limit.
athena_field_replayC
Rebuild one FIELDRUN from frozen module inputs and compare candidate IDs, conflict state, provenance edges and field digest.
Inputs: run_id (required).
athena_finalize_outputC
Mandatory emission gateway for Athena-aware clients: crystallize the exact body, derive a header, assemble HEADER+BODY, create a third emission MID over the exact visible bytes, coordinate-index every visible lexeme, and return an ENV envelope.
Inputs: seq (required), task (required), text (required), agent (required), +14 more.
athena_form_simplexC
Represent n-way coordination as a lazy (n-1)-simplex without materializing its exponential face lattice.
Inputs: task (required), topic (required), participants (required), packet_refs.
athena_frontier_claimC
Execute the bounded fixed-path claim create-if-absent plus separate CLAIM_ACQUIRED event append only from fresh EVENT_READY state; preserve lost races and unjournaled effects.
Inputs: run_id (required), node_id (required), operation_at (required), expected_source_head (required), +9 more.
athena_frontier_claim_prepareC
No-write preparation of a bounded fixed-path CLAIM_V1 from exact EVENT_READY state under fresh H/P/F/C/W. Inferred PENDING readiness returns a reducer-validated NODE_READY prerequisite instead of manufacturing claim authority.
Inputs: run_id (required), node_id (required), operation_at (required), expected_source_head (required), +10 more.
athena_frontier_claim_reconcileA
Observe an existing fixed-path provider claim and append only its missing CLAIM_ACQUIRED event when fresh replay remains READY; never create or delete the claim.
Inputs: run_id (required), node_id (required), expected_source_head (required), expected_frontier_digest (required), +8 more.
athena_frontier_freshnessC
Compare exact shared source head, frontier digest and prompt-stack digest; any material coordinate change requires rehydration.
Inputs: expected_source_head (required), expected_frontier_digest (required), task, fetch, +4 more.
athena_frontier_hydrateC
Reduce exact Git-resident SCHED V3 objective/run state into FRONTIER_PACKET_V1 and bind it to the current prompt-stack digest without conflating the two.
Inputs: task, fetch, remote, profile, +1 more.
athena_frontier_provider_statusC
Report the fresh bounded GitHub claim-provider capability and exact five-blob SCHED claim/journal contract without exposing credentials or executing a write.
Inputs: task, fetch, remote, profile, +1 more.
athena_frontier_readyC
Persist only the reducer-validated fixed-sequence NODE_READY prerequisite for one dependency-ready PENDING node, then rehydrate and require explicit READY.
Inputs: run_id (required), node_id (required), operation_at (required), expected_source_head (required), +9 more.
athena_frontier_selectB
Return the Pareto frontier over replayably READY SCHED V3 nodes only. Missing event coverage or contract drift fails closed and never manufactures readiness.
Inputs: task, fetch, remote, profile, +1 more.
athena_gap_compileA
Compile and optionally persist GAP.1 = explicit target nodes minus witnessed directed reachability closure over frozen source groups and typed graph edges. This is navigation closure, not logical/causal entailment. Unknown residual metrics route to measurement.
Inputs: edges (required), policy (required), sources (required), targets (required), +3 more.
athena_gap_getB
Fetch one persisted GAPRUN with exact source/edge/target/policy snapshot, closure paths, residuals, grow decision and digest.
Inputs: run_id (required).
athena_gap_recentA
List recent persisted GAPRUN receipts without expanding full graph snapshots.
Inputs: limit.
athena_gap_replayC
Recompile one GAPRUN from frozen inputs and compare closure nodes, gap, grow and decision digest.
Inputs: run_id (required).
athena_gaussian_belief_observeC
Bayesian linear update from one explicit observed target and complete feature vector.
Inputs: target (required), features (required), context_key (required), actor, +3 more.
athena_gaussian_belief_registerC
Register/reset a finite-dimensional Gaussian linear parameter belief in natural form. Not a GP/neural/nonparametric posterior.
Inputs: parameters (required), context_key (required), mean, replace, +3 more.
athena_gaussian_belief_stateB
Read Gaussian linear belief mean/covariance and observation count.
Inputs: context_key (required).
athena_git_statusA
Return configured canonical Git brain root, branch, head and dirty state.
athena_godboardA
Return seven deterministic leaderboard views over P3+ scoped verified Impossible Challenge completions. Ranks, titles and scores are game-state metadata and never evidence or authority.
Inputs: limit, remote, shared_remote_mode.
athena_gp_bma_decision_evsiB
Estimate decision value of candidate GP measurements while updating both finite-grid kernel weights and within-kernel posterior action means hypothetically. DESIGN_ONLY.
Inputs: actions (required), context_key (required), experiments (required), seed, +4 more.
athena_gp_bma_predictA
Bayesian-model-average a GP prediction across the finite hyperparameter posterior, separating within-model and between-model variance.
Inputs: features (required), context_key (required), candidates, include_observation_noise.
athena_gp_decision_evsiC
Estimate downstream decision value of candidate GP measurements by conditional-Gaussian Monte Carlo. DESIGN_ONLY.
Inputs: actions (required), context_key (required), experiments (required), seed, +3 more.
athena_gp_fitc_predictB
Predict with a deterministic inducing-point FITC GP approximation and expose query-level error against the exact current bounded GP reference.
Inputs: features (required), context_key (required), inducing_count, include_observation_noise.
athena_gp_hyperfitC
Grid-search fixed RBF GP hyperparameters by exact marginal likelihood; optional CAS application to current GP model.
Inputs: context_key (required), apply, length_scales, noise_variances, +2 more.
athena_gp_hyperposteriorA
Compute a normalized posterior over a finite explicit GP hyperparameter candidate grid using marginal likelihood and visible priors. Read-only.
Inputs: context_key (required), candidates.
athena_gp_hyperqmcA
Approximate a continuous log-uniform GP hyperparameter posterior over a declared positive box using deterministic Halton quasi-Monte Carlo particles. Read-only.
Inputs: context_key (required), seed, bounds, samples.
athena_gp_joint_designC
Rank candidate GP measurements by downstream decision EVSI plus expected hypermodel entropy reduction under the QMC hyperposterior. DESIGN_ONLY.
Inputs: actions (required), context_key (required), experiments (required), seed, +7 more.
athena_gp_observeB
Append one actual observed target to the bounded fixed-kernel GP dataset.
Inputs: target (required), features (required), context_key (required), actor, +1 more.
athena_gp_predictA
Return exact fixed-hyperparameter RBF GP posterior mean/variance for one query. Prediction never self-trains.
Inputs: features (required), context_key (required), include_observation_noise.
athena_gp_registerB
Register/reset an exact small-data Gaussian-process regressor with fixed RBF kernel hyperparameters. Model state only.
Inputs: features (required), context_key (required), replace, metadata, +3 more.
athena_gp_resolution_routeB
Choose the shallowest tested FITC/full-GP representation that preserves the exact current decision on the supplied action/query set under a declared decision-margin error rule.
Inputs: actions (required), context_key (required), margin_safety, inducing_counts, +1 more.
athena_gp_sparse_predictC
Approximate the current GP with a deterministic farthest-point subset of observed rows and compare the result to the exact bounded GP reference.
Inputs: features (required), context_key (required), inducing_count, include_observation_noise.
athena_gp_stateB
Read fixed-kernel GP hyperparameters and observed-point count.
Inputs: context_key (required).
athena_graph_pathB
Compute a shortest directed JSPACE path between two nodes, optionally restricted to typed relations.
Inputs: dst (required), src (required), max_depth, relations.
athena_hall_of_immortalsB
Return the chronological append-only P5 Hall of Immortals after a fresh shared frontier sync.
Inputs: limit, remote, shared_remote_mode.
athena_hug_completeA
Complete a PLANNED HUGINV with output validated against frozen output schema and a verified execution receipt.
Inputs: output (required), receipt (required), invocation_id (required), actor.
athena_hug_failA
Record a witnessed executor failure for PLANNED HUGINV without fabricating output.
Inputs: reason (required), witness (required), invocation_id (required), actor.
athena_hug_invocationA
Fetch one HUGINV including frozen implementation snapshot, six arguments, context, status, output/receipt or failure.
Inputs: invocation_id (required).
athena_hug_listA
List registered HUG implementations, optionally filtered by CANDIDATE/TESTED/CANONICAL. Empty list means no semantic implementation is registered; do not simulate one.
Inputs: limit, status.
athena_hug_planA
Create HUGINV execution packet for registered implementation. Requires exactly io,au,fx,lm,er,st, validates registered input schema, freezes implementation snapshot/context/input digest and returns PLANNED only. It does not execute or invent QHUG semantics.
Inputs: impl_id (required), arguments (required), actor, context, +1 more.
athena_hug_promoteA
Advance HUG implementation exactly one maturity step. CANDIDATE->TESTED requires witnessed test; TESTED->CANONICAL explicit authorized ref; skips fail.
Inputs: impl_id (required), target_status (required), test, actor, +1 more.
athena_hug_registerA
Register an exact HUG implementation identity. All six parameter meanings io,au,fx,lm,er,st plus algorithm ref, implementation digest and schemas are mandatory. Registration creates CANDIDATE only; it does not assert semantic QHUG is tested/canonical.
Inputs: name (required), version (required), input_schema (required), algorithm_ref (required), +4 more.
athena_hug_stateA
Read one registered HUG implementation including exact six-parameter semantics, schemas, maturity and witness routes.
Inputs: impl_id (required).
athena_hug_verify_packetA
Recompute HUGINV packet digest. Verifies frozen implementation/input integrity only; semantic replay is N/A unless a real registered executor replays the algorithm.
Inputs: invocation_id (required).
athena_hydrateC
Hydrate current canonical organism state: head, registry, recent causal history, JSPACE summary, SCALE and pending global mutations.
Inputs: agent.
athena_impossible_completeA
Record a demonstrated/replayed Impossible Challenge completion with an ΩA achievement coordinate, witnesses, score inputs, and verified cleanup. COMPLETED is refused unless cleanup is VERIFIED and unknown_residue is zero. The receipt is game/provenance state, never canonical truth or global XP authority.
Inputs: result (required), agent_id (required), baseline (required), quest_id (required), +16 more.
athena_impossible_openA
Open a Git-shared Impossible Challenge on the existing Message Board frontier. The opener must already be present on Message Board V1. This records a scoped hard barrier and success contract; it grants no execution authority, XP, title, or proof standing.
Inputs: title (required), barrier (required), quest_id (required), opener_id (required), +4 more.
athena_impossible_stateB
Read one Impossible Challenge and its completions after a fresh shared Message Board sync.
Inputs: quest_id (required), remote, shared_remote_mode.
athena_impossible_verifyA
Upgrade a completion through independent P3, adversarial P4, or crystallized/reused P5 verification. P3+ requires a different active verifier; P4 requires at least five attack witnesses; P5 requires generalization plus downstream reuse. P3 mints append-only Immortal title records for credited agents.
Inputs: verifier_id (required), witness_refs (required), completion_id (required), verification_id (required), +8 more.
athena_ingest_textB
Persist a text manifestation and assign exact KC144/OID/VID/MID/paragraph/sentence/token/character coordinates to every non-whitespace lexeme.
Inputs: oid (required), text (required), expected_vid (required), native_locator (required), +2 more.
athena_interaction_creditA
Estimate main and pairwise interaction contrasts from supplied intervention/outcome observations. Missing 2x2 cells remain UNIDENTIFIED.
Inputs: experiments (required), analysis_key (required), actor.
athena_interaction_higher_orderB
Compute order-2..4 factorial inclusion-exclusion contrasts. Every 2^k cell is required; missing cells remain UNIDENTIFIED.
Inputs: experiments (required), max_order, design_confidence.
athena_joint_factor_beliefA
Compose a bounded finite joint science-twin belief across 2..5 caller-declared factor axes, compatibility multipliers and optional state likelihoods. Read-only; not a universal joint posterior.
Inputs: axes (required), compatibility, likelihood_by_state.
athena_joint_gaussian_controlA
Rank unique linear actions under a declared multivariate Gaussian belief using exact moments, lower-tail Normal CVaR, cost and Pareto preservation. Unknown coefficient coordinates fail closed. PLAN_ONLY.
Inputs: mean (required), actions (required), variables (required), covariance (required), +3 more.
athena_joint_gaussian_updateA
Perform the exact finite-dimensional multivariate-Gaussian posterior update for one declared linear-Gaussian observation. Unknown coefficient coordinates and non-finite state fail closed. Model state only; not general continuous Bayes.
Inputs: mean (required), variables (required), covariance (required), observation (required).
athena_joint_policy_robustC
Rank policies over a bounded weighted joint-state ensemble using expected utility, lower-tail CVaR, worst case, expected/max regret and Pareto preservation. PLAN_ONLY.
Inputs: policies (required), joint_states (required), cvar_alpha, cost_weight, +2 more.
athena_joint_science_eviC
Compute exact finite decision EVI plus entropy reduction over supplied weighted joint science-twin states and declared outcome likelihoods. DESIGN_ONLY.
Inputs: actions (required), experiments (required), joint_states (required), cost_weight, +3 more.
athena_jspace_alarmB
Compile typed JSPACE edges into an invalidation graph and propagate a bounded decaying alarm. Known dependency relations reverse direction so dependencies invalidate their dependents; unknown relations are ignored unless explicitly mapped.
Inputs: seeds (required), max_hops, hop_decay, threshold, +1 more.
athena_latent_project_admgA
Project a supplied causal DAG with explicit latent nodes into a restricted observed ADMG using latent-only internal directed paths/common latent ancestors. Not data discovery.
Inputs: edges (required), latent_nodes (required), observed_nodes.
athena_longitudinal_gformulaC
Estimate static two-timepoint treatment-regime risks with a transparent parametric g-formula over one binary intermediate variable. Assumption-scoped.
Inputs: outcome (required), samples (required), treatment1 (required), treatment2 (required), +4 more.
athena_longitudinal_tmleB
Estimate static two-timepoint binary treatment-regime risks with sequential logistic targeting. Assumption-scoped and not a general longitudinal-TMLE theorem.
Inputs: outcome (required), samples (required), treatment1 (required), treatment2 (required), +5 more.
athena_longitudinal_tmle_crossfitB
Cross-fit the bounded binary two-timepoint sequential logistic TMLE across held-out folds with explicit baseline/time-order validation. Assumption-scoped; not a general longitudinal TMLE theorem.
Inputs: outcome (required), samples (required), treatment1 (required), treatment2 (required), +7 more.
athena_match_helpB
Match an agent's latest needs/blockers against peers' latest offers/capability deltas.
Inputs: agent (required), limit.
athena_maxdev_lawB
Return the canonical unified MAXDEV execution law covering RECON/Omega, memory firewall, SX/RAG/HUG/GAP/FIELD, measurement/Y/AOR/Collective, execution/test/learning, CAS/replay/self-test/promotion and continuation.
athena_mck_correspondence_routeC
CGR: route through caller-supplied typed edges without upgrading standing or claiming a causal path.
Inputs: dst (required), src (required), edges (required), max_depth.
athena_mck_epistemic_splitB
ESCPF: split claims by standing and evaluate explicit promotion requests; unsupported OBSERVED/EMPIRICAL/HISTORICAL_PRIMARY and high-stakes symbolic use HOLD.
Inputs: items (required), use_case, requested_promotion.
athena_mck_model_bridgeC
MMTB: explicit lossy field transport between scoped models; retain residue/provenance and never assert cultural identity/equivalence.
Inputs: field_map (required), source_model (required), target_model (required), invariants, +2 more.
athena_mck_oracle_decodeA
OSD: deterministically select/decode a caller-supplied codebook from explicit sample/seed; symbolic-only, no factual prediction or high-stakes authority.
Inputs: query (required), codebook (required), seed, sample, +1 more.
athena_mck_protocol_machineB
RSM: simulate B->Theta->Pi workflow gating; missing boundary/phase and declared hazardous classes HOLD; simulation grants no execution authority.
Inputs: phase (required), steps (required), boundary (required), mode, +2 more.
athena_mck_strata_transportC
Evaluate one layer-to-layer MCK transport. Cross-layer equivalence/promotion/authority/hazard shortcuts HOLD; an explicit source-bearing bridge may allow only bounded non-identity transport with declared invariants and loss.
Inputs: source (required), target (required), operation (required), risk_class, +2 more.
athena_mck_symbolic_addressC
SAC: select only from a caller-supplied symbolic address space; preserve provenance/loss and HOLD rather than invent a match.
Inputs: query (required), address_space (required), context.
athena_message_boardA
Shared Git message board for inter-agent presence, work claims, duplicate-work prevention, collaboration, heartbeats, messages/acknowledgements, and release/handoff. Read before expensive shared work; use present to claim a lane, join to collaborate on an existing lane, or REPLICA only for deliberate independent replication. Writes always require a freshly verified shared remote frontier.
Inputs: action (required), mode, note, task, +19 more.
athena_mpc_planA
Receding-horizon risk-adjusted planning over caller-supplied actions using the learned multivariate transition surface. PLAN_ONLY and never self-training.
Inputs: actions (required), initial_context (required), horizon, discount, +3 more.
athena_multistage_tv_dro_planA
Solve a bounded finite-horizon robust dynamic program under state-action rectangular total-variation ambiguity around supplied transition distributions. Unknown state coordinates/non-finite transitions fail closed. PLAN_ONLY.
Inputs: states (required), horizon (required), tv_radius (required), initial_state (required), +2 more.
athena_nonlinear_observeB
Update the degree-2 Bayesian model from an explicit observed reward and update the raw-feature OOD reference distribution.
Inputs: arm_id (required), regime (required), reward (required), features (required), +5 more.
athena_nonlinear_predictB
Degree-2 polynomial-basis Bayesian prediction with full-covariance V5 posterior and OOD-dependent interval inflation. Not GP/neural universal inference.
Inputs: arm_id (required), regime (required), features (required), ridge, +3 more.
athena_omega_stateB
Project current accessible ATHENA runtime state into one Ω packet spanning semantic head, Git, base/crystal, Collective, branch/Y, AOR, development, cycle, promotion and migration state. Unavailable components remain UNKNOWN.
athena_ood_observeB
Update the empirical context distribution used to detect distribution shift for a regime. Observations only; no semantic authority.
Inputs: regime (required), features (required), scope.
athena_ood_scoreC
Score a context against the empirical regime distribution using ridge-regularized Mahalanobis geometry plus unseen-feature pressure.
Inputs: regime (required), features (required), ridge, scope.
athena_operational_basisA
Return OPERATIONAL_BASIS_V1 derived from the actually registered current prompt/control-plane MCP surface. Descriptors classify semantic capability, effect, authority, freshness dependencies, preconditions, replay, and rollback/compensation without widening execution authority.
Inputs: no named parameters.
athena_orchestrateB
Compile and optionally persist AOR.3 decision state. UNKNOWN never becomes zero; dependencies, typed Y authority, evidence, claimed test/persistence and calibration gates are fail-closed; scalar NEXT coexists with Pareto alternatives and explicit budget allocation.
Inputs: seed (required), task, actor, budget, +5 more.
athena_orchestration_getA
Fetch one persisted AORRUN with frozen input/output, branch lifecycle, authority snapshots and decision digest.
Inputs: run_id (required).
athena_orchestration_recentC
List recent persisted AORRUN receipts.
Inputs: limit.
athena_orchestration_replayB
Recompile one persisted AORRUN from frozen inputs and verify authority snapshot, routing digest, NEXT, GROW and Pareto state.
Inputs: run_id (required).
athena_orchestration_robustnessC
Compute successor rank sensitivity for one persisted orchestration run.
Inputs: run_id (required), relative_perturbation.
athena_pag_candidate_discoverA
Build a bounded PAG-like circle/arrow/tail candidate from observed Gaussian conditional independences and conservative collider propagation. Not full FCI/RFCI.
Inputs: samples (required), alpha, variables, max_conditioning.
athena_pareto_bandit_selectB
Identify the interval-possible Pareto frontier and choose an uncertainty-rich frontier candidate for experimentation. EXPERIMENT_SELECTION_ONLY.
Inputs: candidates (required), directions, exploration_weight.
athena_pareto_frontierB
Compute the exact non-dominated frontier for the supplied candidate set, optionally using interval-robust dominance and min/max metric directions.
Inputs: candidates (required), robust, epsilon, directions.
athena_party_formA
Form a Git-shared multi-goal party on top of Message Board V1. The leader must already be actively present on the shared board. Formation emits a durable party event but earns no XP.
Inputs: goals (required), leader (required), party_id (required), leader_goal_refs (required), +5 more.
athena_party_joinA
Join an existing party while already present on Message Board V1. Goal ownership, role, capabilities, task relation, and current board claim are frozen into the shared party record.
Inputs: agent (required), party_id (required), goal_refs (required), task_relation (required), +3 more.
athena_party_listC
List Git-shared parties after synchronizing the Message Board frontier.
Inputs: limit, remote, shared_remote_mode.
athena_party_messageA
Post a party-scoped coordination message through canonical Message Board V1. The message is tagged with party_id and explicit party goal refs; only acknowledged party-tagged messages in the current reward window can contribute to party XP eligibility. Posting itself earns zero XP.
Inputs: sender (required), message (required), party_id (required), goal_refs (required), +4 more.
athena_party_observeA
Record a witnessed multi-goal party outcome and calculate a small receipt-gated coordination XP bonus candidate. Party Reward Provenance V3 requires current frozen claims, ACKed typed result events, and a globally unused source_xp_ref before an award; legacy calls missing those coordinates remain parseable but HOLD. The tool never mutates global XP authority.
Inputs: base_xp (required), results (required), observer (required), party_id (required), +5 more.
athena_party_resultA
Post an attributable party RESULT or VERIFY provenance event through canonical Message Board V1. The sender must still hold the exact board claim frozen into party membership, the goal must be assigned to that member, and recipients must be current party members. Posting and acknowledgement earn zero XP; the event is provenance only and does not prove result truth.
Inputs: sender (required), goal_id (required), party_id (required), recipients (required), +4 more.
athena_party_stateA
Read one party after a fresh shared-board sync, including members, current board presence, acknowledged communication evidence, Big-3 score, and reward receipts.
Inputs: party_id (required), remote, shared_remote_mode.
athena_pc_stable_discoverB
Run bounded Gaussian PC-stable conditional-independence search with Fisher-z tests and limited Meek orientation. Hypothesis graph only.
Inputs: samples (required), alpha, variables, max_conditioning.
athena_pending_mutationsA
Return globally visible mutations this agent has not adopted.
Inputs: agent (required).
athena_pheromone_adaptive_reinforceB
Reinforce declared multiscale coordinates using learned diffusion coefficients rather than fixed scale attenuation.
Inputs: coordinates (required), observations (required), source_scale (required), age, +3 more.
athena_pheromone_fieldB
Read the durable stigmergic priority field for one route or the highest-priority routes.
Inputs: limit, min_score, route_key.
athena_pheromone_multiscale_fieldA
Return the persistent multiscale pheromone field grouped by token/artifact/module/domain/system scale.
Inputs: limit, min_score.
athena_pheromone_multiscale_reinforceC
Reinforce a source coordinate and declared token/artifact/module/domain/system relatives with scale-distance attenuation.
Inputs: coordinates (required), observations (required), source_scale (required), age, +5 more.
athena_pheromone_reinforceC
Persistently reinforce or evaporate one artifact/routing pheromone using evidence, reuse, novelty, staleness and contradiction observations.
Inputs: route_key (required), observations (required), age, actor, +2 more.
athena_policy_rollbackA
Rollback one organization-policy transaction as a new versioned transaction; history is preserved.
Inputs: txid (required), expected_version (required), actor, scope.
athena_policy_scoreC
Score a normalized feature vector with the current bounded learned organization policy.
Inputs: features (required), scope.
athena_policy_stateC
Return the versioned bounded organization-policy state and empirical reliability for a scope.
Inputs: scope.
athena_policy_updateA
Versioned bounded online policy update from an observed reward. Rejects stale expected_version and records rollback history.
Inputs: features (required), observed_reward (required), expected_version (required), l2, +3 more.
athena_pomdp_solveC
Exhaustively solve one small finite-state finite-horizon POMDP tree when node search completes; otherwise return no certificate.
Inputs: states (required), actions (required), initial_belief (required), horizon, +2 more.
athena_prequential_intervalA
Build an empirical prequential residual band from retained pre-update V5 observations and inflate it under current OOD pressure. Not a distribution-free conformal guarantee.
Inputs: arm_id (required), regime (required), features (required), scope, +3 more.
athena_projection_compensateC
Apply the explicit semantic inverse for active JSPACE edges created by one topology projection, under semantic-head CAS. Git compensation remains separately surfaced.
Inputs: projection_id (required), expected_semantic_eid (required), actor.
athena_projection_prepareA
Prepare and journal a topology-to-JSPACE projection plan against explicit topology/semantic/Git heads without mutating JSPACE.
Inputs: topology_id (required), expected_topology_version (required), actor, expected_git_head, +1 more.
athena_projection_statusB
Read one topology-to-JSPACE projection saga and its recovery state.
Inputs: projection_id (required).
athena_promote_mutationC
Register a discovered mutation; global classes require adoption by all active agents next cycle.
Inputs: payload (required), source_eid (required), mutation_class (required), actor.
athena_promotion_evaluateA
Evaluate and optionally persist PROMOTION.2 exact-head readiness. Caller-supplied CI/smoke packets may produce ATTESTED_READY but can never mint QUALIFIED; QUALIFIED requires trusted external verification that is not exposed in this caller-attestation schema.
Inputs: git_head (required), ci_witness (required), smoke_witness (required), actor, +1 more.
athena_promotion_getA
Fetch one persisted versioned PROMRUN with frozen local certificates, caller attestations, trust state, status and decision digest. Historical PROMOTION.1 receipts remain readable.
Inputs: run_id (required).
athena_promotion_recentC
List recent persisted unified runtime promotion receipts across historical PROMOTION.1 and current PROMOTION.2 semantics.
Inputs: limit.
athena_promotion_replayA
Replay a stored PROMOTION.1 or PROMOTION.2 predicate from its frozen inputs using the matching historical evaluator version. Replay checks receipt determinism; it does not independently re-query the external provider.
Inputs: run_id (required).
athena_promotion_verify_githubB
Independently verify the target Git head against the host-configured GitHub repository/check-suite and then evaluate PROMOTION.2 with the internally produced trusted verifier receipt. Caller cannot choose repository, API host, trusted app, required checks, run binding, or verifier packet.
Inputs: git_head (required), actor, persist, timeout_s.
athena_prompt_activateA
CAS-activate a TESTED prompt candidate as a scope-limited overlay after an observed PASS witness.
Inputs: scope (required), witness (required), candidate_ref (required), experiment_refs (required), +3 more.
athena_prompt_compileB
Deterministically compile policy, selected modules, and applicable scoped overlays from the configured Git brain.
Inputs: task, profile, include_text.
athena_prompt_experimentA
Persist a baseline/candidate prompt experiment record; unexecuted designs cannot be recorded as observed PASS.
Inputs: verdict (required), observed (required), candidate_ref (required), expected_git_head (required), +3 more.
athena_prompt_freshnessC
Compare an agent's prompt/Git ancestry with the current brain and require rehydration on material shared changes.
Inputs: expected_git_head (required), task, profile, expected_prompt_stack_digest.
athena_prompt_hydrateC
Hydrate the exact current Git prompt runtime and deterministically compile the task/profile addendum with ancestry/digest.
Inputs: task, profile, include_text, previous_head.
athena_prompt_promoteC
CAS-promote a tested candidate into its canonical Git prompt module only with regression, adversarial, replay and evidence gates.
Inputs: witness (required), candidate_ref (required), evidence_refs (required), experiment_refs (required), +2 more.
athena_prompt_proposeB
CAS-write a versioned prompt candidate plus proposal event. Proposal never activates or promotes itself.
Inputs: defect (required), content (required), rollback (required), falsifier (required), +8 more.
athena_prompt_publishA
Fresh-fetch then publish an exact clean local prompt-brain HEAD by ordinary non-force push only when the remote branch is its ancestor; post-push fresh-fetch verifies equality.
Inputs: expected_git_head (required), remote.
athena_prompt_remote_statusA
Compare the local prompt-brain checkout with its configured remote branch; optionally fetch before comparison. Never mutates local history.
Inputs: fetch, remote.
athena_prompt_syncA
Fresh-fetch the shared prompt-brain remote and fast-forward a clean current branch only when local HEAD is an ancestor. Failed fetch, ahead, diverged or dirty states hold.
Inputs: remote.
athena_qhug_decomposition_verifyB
Verify a supplied tree decomposition against QHUG conflict/dependency factor scopes; certify factor coverage, running intersection, width upper bound, and an exact treewidth value when a matching clique lower bound is present.
Inputs: bags (required), patches (required), invalid, bag_edges, +3 more.
athena_qhug_kernel_analyzeC
Analyze a Boolean QHUG patch kernel into exact primal-graph components and structural-free coordinates. No optimization is invented.
Inputs: patches (required), invalid, conflicts, dependencies, +1 more.
athena_qhug_pareto_solveB
Exactly solve a supported disconnected Boolean QHUG kernel by local component enumeration plus Pareto-pruned Minkowski convolution; preserves every scalar-policy tie.
Inputs: patches (required), mode, policy, invalid, +4 more.
athena_reconstruction_getA
Fetch one frozen RECONRUN with exact consulted/expected source sets, Ω snapshot, defects and digest.
Inputs: run_id (required).
athena_reconstruction_recentA
List recent reconstruction receipts without expanding full Ω snapshots.
Inputs: limit.
athena_reconstruction_verifyA
Recompute one RECONRUN digest from its frozen source contract and Ω snapshot. This verifies receipt integrity, not freshness of current state.
Inputs: run_id (required).
athena_reconstruct_stateA
Persist a RECONRUN freezing current Ω plus the exact source refs actually consulted and optional expected refs. Missing expected refs become explicit defects; unlisted/unavailable sources are never implied searched.
Inputs: task_ref (required), source_refs (required), actor, persist, +1 more.
athena_record_holonomyC
Persist a measured closed coordinate-loop observation H_gamma with start, returned state, defect, metric and provenance event.
Inputs: route (required), start (required), defect (required), returned (required), +4 more.
athena_regime_geometry_observeA
Update a learned task-regime centroid from observable signals and measured reward. Learned geometry is routing context, not semantic identity.
Inputs: reward (required), signals (required), domain, weight, +1 more.
athena_regime_geometry_resolveC
Return nearest evidence-weighted learned regime centroids plus the coarse V4 regime.
Inputs: signals (required), top_k, domain.
athena_regime_resolveC
Resolve normalized task signals into a deterministic HIVE/SWARM/PACK/FLOCK/HERD/POD task-regime key for hierarchical learning.
Inputs: signals (required), domain.
athena_registerC
Create or reuse one canonical capability identity from a functional signature.
Inputs: kind (required), verb (required), domain (required), method (required), +6 more.
athena_register_transformA
Register a typed coordinate transform T_ij:C_i->C_j. LOOKUP is navigational only; derivational modes require a safe declarative program and explicit comparison metric.
Inputs: dst_chart (required), src_chart (required), mode, actor, +6 more.
athena_rehydration_advanceB
After an agent completes the current self-prompt and commits substantive work, verify exact checkpoint ancestry and observed pass receipts, persist the cycle, rehydrate the new Git head, and compile the next self-prompt.
Inputs: loop_id (required), completion (required), expected_state_digest (required), expected_prompt_digest (required), +5 more.
athena_rehydration_handoff_deltaA
Fresh-sync the shared Git branch, then derive a read-only, content-addressed handoff delta describing what a successor agent must rehydrate. Distinct from successor task routing.
Inputs: loop_id (required), remote, shared_remote_mode.
athena_rehydration_handoff_resumeB
Fresh-sync and consume an exact handoff delta, reject drift, and hydrate only the affected dependency cone. Falls back to full rehydration when delta coverage is insufficient.
Inputs: loop_id (required), expected_handoff_digest (required), remote, shared_remote_mode, +2 more.
athena_rehydration_indexA
Fresh-sync the shared Git branch, then list current Git-persisted rehydration loops and their status, step, state/chain digests, and checkpoint heads. Unverified shared state holds instead of returning stale inventory.
Inputs: no named parameters.
athena_rehydration_resumeA
Fresh-sync the shared Git branch, then resume the persisted rehydration loop at its exact current prompt/state/chain coordinates. Clean behind checkouts fast-forward; dirty, ahead, diverged, or unverified shared state holds rather than returning a stale local handoff.
Inputs: loop_id (required), include_prompt.
athena_rehydration_startA
Start a Git-persisted explicit rehydration loop, compile the first bounded self-prompt, and checkpoint exact prompt/frontier/state coordinates. This creates no background execution.
Inputs: goal (required), expected_git_head (required), task, actor, +12 more.
athena_rehydration_successor_previewC
Fresh-sync shared Git, verify the exact current loop state digest, apply the same witnessed terminal-closure gate used by advance, then compile a replayable routing-only successor baton. Stale or unverified shared state fails closed by default; ties remain preserved.
Inputs: loop_id (required), expected_state_digest (required), policy, remote, +3 more.
athena_rehydration_verifyA
Fresh-sync the shared Git branch, then replay and verify the current persisted loop chain, prompt/receipt digests, sequential steps, and Git ancestry. PASS is shared-current causal-integrity evidence, not world truth.
Inputs: loop_id (required).
athena_replication_designA
Rank proposed REPLICATION or FALSIFIER designs by expected power, metadata novelty, feasibility, cost and risk. DESIGN_ONLY.
Inputs: claim_id (required), candidates (required), mode, dimensions, +2 more.
athena_replication_independenceC
Estimate effective evidential replication/falsification diversity from witness confidence, independence keys and declared dataset/implementation/method/operator/environment/seed metadata.
Inputs: claim_id (required), dimensions, min_confidence.
athena_resolveA
Resolve a canonical OID/CID/name and return exact navigation, versions, graph edges and KC144 station.
Inputs: identifier (required).
athena_retrieval_compileA
Compile and optionally persist a RAG.1 decision over supplied provenance candidates. Present measurements must be witnessed 0..1 packets; missing required measurements become UNKNOWN and measurement_plan. Selection is coverage-aware, budgeted, EQ1-safe and replayable. This tool does not claim it searched sources it was not given.
Inputs: query (required), query_ref (required), candidates (required), task, +4 more.
athena_retrieval_getA
Fetch one persisted RAGRUN receipt with exact query/candidate/EQ input, selected sources, coverage, solver/optimality and decision digest.
Inputs: run_id (required).
athena_retrieval_recentA
List recent persisted RAGRUN receipts without expanding full candidate payloads.
Inputs: limit.
athena_retrieval_replayA
Recompile one stored RAGRUN from exact frozen inputs and compare decision digest, selected sources, coverage and equivalence report.
Inputs: run_id (required).
athena_rgo_calibrateB
Calibrate a new predicted RGO against accumulated downstream observations with reliability shrinkage toward the identity predictor.
Inputs: predicted_rgo (required), scope.
athena_rgo_observeC
Record predicted versus observed Return-on-Group-Organization and update the persistent online calibration witness.
Inputs: plan_key (required), observed_rgo (required), predicted_rgo (required), actor, +2 more.
athena_rollout_learnedA
Simulate multi-step trajectories through the learned transition model with uncertainty-banded discounted return. Always SIMULATE_ONLY.
Inputs: trajectories (required), initial_context (required), discount, prior_strength, +1 more.
athena_rollout_simulateA
Run uncertainty-banded multi-step organization rollouts using explicit context transitions only. Always simulate-only; never commits topology.
Inputs: trajectories (required), regime, discount, max_steps, +2 more.
athena_runtime_manifestA
Return the live ATHENA.RUNTIME.UNIFIED.1 architecture manifest derived from the running Server, schema/startup state, Collective/AOR organs, unresolved semantics and exact Git status.
athena_scenario_evaluateB
Evaluate caller-supplied finite action sequences on bounded three-branch moment scenario trees with expected return and lower-tail CVaR. SIMULATE_ONLY.
Inputs: actions (required), trajectories (required), initial_context (required), ridge, +4 more.
athena_schedule_certifiedA
Exhaustively enumerate small finite schedules under dependencies, worker capability, horizon and explicit budgets. Returns an exact certificate only if search completes; otherwise degrades explicitly.
Inputs: tasks (required), workers (required), budget, horizon, +3 more.
athena_schedule_multiperiodB
Bounded beam-search finite-horizon scheduler over task dependencies, worker capacity and observable resource budgets; does not claim global optimality.
Inputs: tasks (required), workers (required), scope, budget, +3 more.
athena_schema_migrateA
Apply the next explicit additive schema migration receipt. Version 1 inventories/pins the already-created modular schema; it does not destructively rewrite organ tables.
Inputs: actor.
athena_schema_planA
Return the non-destructive migration plan from the current schema-ledger version to this runtime target. A future/newer DB schema blocks silent downgrade.
athena_schema_statusA
Return the runtime DB schema-ledger version, component versions and current additive SQLite schema fingerprint.
athena_schema_verifyA
Verify schema-ledger target version plus presence of critical unified-organ tables. Additive schema drift is reported separately from corruption.
athena_searchC
Search canonical registry by semantic/canonical text.
Inputs: query (required), limit.
athena_self_testB
Run the read-only ATHENA.SELFTEST.1 local health synthesis: SURFACE.2, COMPOSITION.2, schema migration health, Ω projection and deterministic replay samples. PASS does not substitute for external CI/smoke attestations or semantic proof.
Inputs: replay_limit, run_composition_probes.
athena_sensitivity_evalueB
Compute the standard risk-ratio E-value sensitivity metric for a point estimate and optional closest-to-null CI limit.
Inputs: risk_ratio (required), ci_limit.
athena_sensitivity_rr_surfaceA
Compute a two-dimensional risk-ratio bias-factor sensitivity surface across declared exposure-confounder and confounder-outcome strengths.
Inputs: observed_rr (required), outcome_confounder_rrs (required), exposure_confounder_rrs (required).
athena_sequential_dr_policy_crossfitB
Estimate deterministic two-timepoint dynamic-policy value with out-of-fold sequential AIPW nuisance predictions. A1 policies may use baseline only; A2 policies may use baseline+A1+L1 only. PLAN_ONLY and assumption-scoped.
Inputs: outcome (required), samples (required), policies (required), treatment1 (required), +7 more.
athena_sequential_dr_policy_valueA
Estimate deterministic two-timepoint dynamic-policy value with sequential AIPW augmentation and explicit history preservation. Assumption-scoped; not a general longitudinal causal theorem.
Inputs: outcome (required), samples (required), policies (required), treatment1 (required), +5 more.
athena_session_endB
Close a session with public summary telemetry and optionally checkpoint it into the configured canonical Git brain using expected-head CAS.
Inputs: summary (required), session_id (required), checkpoint_git, expected_git_head.
athena_session_startC
Begin an agent session against the exact current semantic and Git heads; returns hydration state.
Inputs: task (required), agent (required).
athena_startup_healthA
Return ATHENA.STARTUP.1 local readiness: mature surface, composition, schema currency and optional SELFTEST replay health. Reads remain allowed while degraded; this tool does not silently change mutation semantics.
Inputs: run_replay_samples.
athena_state_transition_modelB
Fit a ridge state-dependent multivariate transition-delta regression from observed before/after action rows and expose predictive covariance plus parameter-information leverage.
Inputs: context (required), action_id (required), ridge, max_features.
athena_stigmergy_updateC
Update artifact/routing priority through evidence/reuse/downstream reinforcement plus age, staleness and contradiction evaporation.
Inputs: observations (required), current_score (required), age, deposit_gain, +1 more.
athena_structural_bootstrap_ensembleB
Bootstrap the bounded V13 FCI-lite discovery surface and return procedural graph-variant/marked-edge stability. Read-only; bootstrap frequency is not a causal posterior.
Inputs: samples (required), seed, alpha, variables, +3 more.
athena_structural_reliability_calibrateA
Calibrate structural support against externally labelled correctness with weighted out-of-fold isotonic reliability. Duplicate support coordinates are pooled before PAV. Read-only; calibrated reliability is not a causal graph posterior.
Inputs: calibration_examples (required), seed, folds, supports.
athena_structure_partialC
Convert V8 bootstrap association stability into an uncertainty-preserving o-o partial graph. Not FCI/PAG/CPDAG theorem.
Inputs: samples (required), seed, resamples, variables, +2 more.
athena_surface_auditB
Audit the promoted unified runtime against the complete mature tool/resource contract and executable composition certificate. Missing mature surfaces or organ/probe failures return FAIL.
Inputs: run_probes.
athena_topology_applyA
Transactionally apply INIT/REPLACE/FISSION/FUSE/PATCH_MODULE to a collective topology only when expected_version matches current version; records reversible before/after witnesses.
Inputs: payload (required), operation (required), topology_id (required), expected_version (required), +1 more.
athena_topology_getB
Read one versioned collective-control topology and its current CAS version.
Inputs: topology_id (required).
athena_topology_project_jspaceA
Apply a prepared topology projection to canonical JSPACE after topology+semantic CAS preflight, optionally checkpointing Git by expected-head CAS. This is a recoverable saga, not an atomic cross-store transaction.
Inputs: topology_id (required), expected_semantic_eid (required), expected_topology_version (required), actor, +3 more.
athena_topology_rollbackB
Rollback a prior collective topology transaction under current-version CAS while preserving rollback itself as a new witnessed transaction.
Inputs: txid (required), topology_id (required), expected_version (required), actor.
athena_transition_distributionB
Return a multivariate empirical action-conditioned transition mean/covariance from V5 observed transition rows with shrinkage toward no change.
Inputs: context (required), action_id (required), prior_strength.
athena_transition_observeC
Record one observed context transition for an organizational action and update shrinkage transition statistics.
Inputs: after (required), before (required), action_id (required), actor, +1 more.
athena_transition_predictA
Predict context deltas/uncertainty from observed action transitions. Missing features are not synthesized.
Inputs: context (required), action_id (required), prior_strength.
athena_transport_alarm_to_gapB
Convert explicit alarmed nodes into GAP target/revalidation pressure while preserving alarm provenance. Alarm transport is not proof of falsity, causal dependence or logical entailment; missing residual metrics remain for measurement.
Inputs: alarm_ref (required), alarm_nodes (required), actor, persist.
athena_transport_antibody_to_repairA
Translate explicit failure-antibody matches into UNMEASURED FIELD repair candidates. A match never auto-executes or proves the repair will work; measurement and witnessed testing remain required.
Inputs: matches (required), failure_ref (required), actor, persist.
athena_transport_aor_to_collectiveB
Translate a persisted AORRUN successor frontier into Collective task identities/capability requirements. Worker-allocation metrics are never invented; candidates lacking explicit collective_metrics remain UNMEASURED and are not allocation-ready.
Inputs: run_id (required), actor, persist.
athena_transport_bridge_to_collectiveA
Carry explicit bridge economics from an AOR bridge candidate into the Collective bridge-accounting packet. Economics are never derived from AOR bridge score.
Inputs: economics (required), candidate_ref (required), actor, persist.
athena_transport_getB
Fetch one persisted TRANSPORTRUN including frozen input/output boundary packet and digest.
Inputs: run_id (required).
athena_transport_pheromone_attentionA
Freeze current Collective-V2 pheromone state for named routes into AOR/RAG attention-prior packets. This adapter never populates relevance, source_authority, evidence, confidence or Y authority.
Inputs: route_keys (required), actor, persist.
athena_transport_recentB
List recent AOR×Collective transport receipts.
Inputs: limit.
athena_transport_replayA
Replay one persisted typed transport from its frozen inputs and verify transport digest. Replay proves adapter determinism, not semantic truth of the source organ.
Inputs: run_id (required).
athena_transport_rgo_to_rewardB
Carry a witnessed observed RGO outcome into a reward-observation packet without automatically changing AOR DeltaJ/evidence/Y authority. If DeltaJ names the same outcome, a double-count guard is emitted.
Inputs: outcome_ref (required), witness_ref (required), observed_rgo (required), actor, +3 more.
athena_two_stage_resource_planA
Solve a bounded finite two-stage resource problem: choose first-stage candidates, then best feasible one-option recourse per declared scenario. Exact enumeration only below the finite threshold.
Inputs: scenarios (required), first_stage (required), exact_limit, risk_weight.
athena_uncertainty_calibrateC
Return empirical coverage/error/width and a reliability-shrunk sigma correction for Bayesian intervals.
Inputs: scope, arm_id, regime, target_coverage.
athena_uncertainty_decomposeB
Return a model-conditional proxy decomposition into aleatoric, parameter-epistemic, distribution-shift and calibration-error components. Diagnostic only.
Inputs: arm_id (required), regime (required), features (required), ridge, +3 more.
athena_verify_emissionA
Verify an ENV emission by recomputing the exact visible-byte SHA-256; detects any post-crystallization mutation of the user-visible output.
Inputs: envelope_id (required), visible_text.
athena_witness_capsuleA
Execute a repository unittest only when bubblewrap namespace isolation is available; otherwise fail closed with HERMETIC_UNAVAILABLE. Never silently falls back.
Inputs: regression_ref (required), timeout_s.
athena_witness_cellA
Execute one repository-owned unittest witness with isolated Python mode, sanitized environment, timeout, network-socket monkeypatch and POSIX resource caps when available. Not claimed OS-hermetic.
Inputs: regression_ref (required), actor, cpu_s, memory_mb, +1 more.
athena_worker_cost_observeB
Persist measured per-worker resource use, normalized budget pressure, and useful-output efficiency for future scheduling.
Inputs: task_id (required), resources (required), worker_id (required), actor, +3 more.
Tool Schema Changelog
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TDQS
Scored across 336 tools
Many tools share the same action suffix (observe, predict, evsi, get, recent, replay) across different model families; for example, there are at least ten *_observe tools and several decision-EVSI variants whose boundaries are only clear from dense descriptions. While domain prefixes help, an agent would frequently need to read lengthy descriptions to avoid mis-selecting between similar causal, GP, Bayesian, and belief variants.
The vast majority follow a consistent `athena_<domain>_<action>` snake_case pattern, and the domain prefix provides predictable grouping. However, a minority use bare verb names (hydrate, orchestrate, register, search) or verb-first names (add_edge, apply_transform, reconstruct_state), so the convention is not perfectly uniform.
336 tools is an extreme mismatch for an agent-facing surface. Even with broad domain ambitions, this overwhelms context windows and tool-selection; it should be split into multiple focused servers or drastically consolidated.
The surface covers an impressively wide range of domains and many resources have get/recent/replay/state lifecycles. However, several resources lack obvious lifecycle operations (e.g., party leave/disband, branch create/delete, claim revoke/update), and the many model-specific variants do not add distinct capabilities, leaving notable gaps.
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