MeTTaClaw Artifact Registry

Exhaustive inventory of all artifacts produced by the MeTTaClaw autonomous agent.
Last updated: 2026-04-14 19:33

1. Live Demos & Interactive Pages

reasoning_demo.html

Interactive NAL reasoning demo - enter premises, see deduction/abduction/induction with truth values in real time.

diagnostic_demo.html

Diagnostic interface showing MeTTa expression evaluation and inference chain visualization.

nal_query.html

Query interface for the NAL belief store - search beliefs by term and see confidence levels.

inference_frontend.html

Frontend for the inference API - submit MeTTa expressions and get structured reasoning results.

2. Dashboards & Monitoring

dashboard.html

Main operations dashboard showing agent health, cycle count, goal status, and recent activity.

ops_metrics.html

Operational metrics page with cycle timing, memory usage, and throughput statistics.

ops_sparkline.html

Compact sparkline visualization of operational metrics over time.

beliefs_timeline.html

Timeline visualization of belief formation and revision events across agent lifetime.

nal_log.html

Chronological log of all NAL inference operations with premises and conclusions.

self_model.html

Agent self-model page - introspective view of capabilities, confidence levels, and goal state.

promoted.html

Curated page of promoted/highlighted reasoning results and insights.

3. Landing Pages & Branding

index_new.html

Current landing page with brand colors (#F68356/#BB4F35/#42505B), 7 sections including origin story. Staging at nonlanguage.dev.

index.html / index2.html / index3.html

Previous landing page iterations showing design evolution.

index_patrick.html

Landing page variant built to Patrick Hammer specifications.

4. Reports & Analysis

report_v4.html

Comprehensive project status report v4 with metrics and roadmap.

report_v5_s1.html through report_v5_s6.html

Six-section deep-dive report v5 covering architecture, capabilities, competitive analysis, market positioning, and technical roadmap.

OmegaClaw_vs_OpenClaw_Report.md

Competitive analysis comparing MeTTaClaw against OmegaClaw and OpenClaw alternatives.

atomspace_research_report.md / v2_audited

Research report on AtomSpace integration costs, benefits, and architectural implications. V2 includes audit corrections.

atomspace_cost_benefit_v1-v3.md

Three iterations of cost-benefit analysis for AtomSpace adoption, v3 with corrected methodology.

ai_act_analysis.md

Analysis of EU AI Act implications for MeTTaClaw and NAL-based reasoning systems.

compliance_gap_analysis.md

Gap analysis identifying compliance requirements and current coverage.

compliance_checker_comparison.md / design.md

Comparison of compliance checking approaches and design specification for automated checker.

battlecard_objections_v1.md

Sales battlecard with objection handling for MeTTaClaw vs conventional AI approaches.

NAL_audit_report.md

Audit of NAL inference accuracy and edge cases found during testing.

5. Whitepapers & Essays

reasoning-whitepaper.html / reasoning-wp.html

Technical whitepaper on NAL-based reasoning in autonomous agents. Two formatting variants.

wp_v2_s2-s8.html

Whitepaper v2 broken into sections: foundations, architecture, inference pipeline, evaluation, applications, future work.

free_software_essay.html / v4

Essay on free software principles applied to AI agents. V4 is final polished version.

inference_type_comparison.md

Technical comparison of inference types: deduction, abduction, induction, revision in NAL vs classical logic.

hybrid_methodology.md

Methodology document for hybrid NAL + LLM reasoning approaches.

6. Python Tools & Scripts (92 files)

build_dashboard.py / build_wp_tab.py / build_beliefs_timeline.py

Page generators that compile data into HTML dashboards and visualizations.

build_nal_log.py / build_ops_metrics.py / build_ops_metrics_v2.py

Log and metrics builders that process inference history into structured pages.

build_ops_sparkline.py / build_promoted_page.py / build_self_model_page.py

Specialized page generators for sparklines, promoted content, and self-model views.

inference_api.py / inference_api_v4.py / inference_api_v4t.py

REST API for MeTTa inference - accepts premises, returns structured NAL conclusions. V4t adds timing.

meta_rule_invoker.py / v3 / meta_rule_recommender.py

Meta-reasoning tools that select optimal NAL inference rules based on premise structure.

inference_quality_tracker.py

Tracks inference quality over time, logs to inference_quality_log.jsonl.

goal_cycle.py / goal_cycle_v2.py / goal_dispatch.py / goal_dispatch_v2.py / cycle_goal.py

Goal management system - prioritization, dispatch, and cycling through autonomous objectives.

gate_scorer.py

Scores gate conditions for goal promotion/demotion based on evidence thresholds.

competitive_intel_to_nal.py

Converts competitive intelligence findings into NAL belief statements with truth values.

confidence_decay_chain.py / confidence_roi_model.py / v4

Models for confidence decay over inference chains and ROI analysis of confidence investment.

convergence_formula_test.py / v2 / convergence_gain_table.py

Testing and tabulation of NAL evidence convergence formulas.

deduction_comparison.py

Compares deduction results across NAL, PLN, and classical logic implementations.

ingest_pipeline.py

Data ingestion pipeline for converting external information into NAL-ready beliefs.

attention_audit.py

Audits attention allocation across beliefs and goals in the reasoning system.

check_promoted.py / add_index_links.py / add_nal_log_card.py / add_selfmodel_link.py

Utility scripts for page maintenance - link injection, card addition, promotion checks.

append_inference.py

Appends new inference results to the running log files.

episode_schema.py

Schema definition for episodic memory storage format.

7. MeTTa Knowledge Base (211 files)

src/*.metta (211 files)

NAL and PLN knowledge base files containing beliefs, rules, competitive intelligence, market analysis, self-model assertions, ethical reasoning premises, and inference test cases. Total ~368 lines of formal reasoning.

test_nal_invoke.metta

Test suite for NAL invocation patterns - validates deduction, abduction, induction, and revision.

8. Architecture & Planning Documents

capabilities_list.md

Enumerated list of all agent capabilities with confidence assessments.

landing_page_plan.md

Planning document for landing page structure, content strategy, and deployment.

whitepaper_skill_spec.md

Specification for whitepaper generation skill - structure, content requirements, formatting.

skill_gc_proposal.md

Proposal for skill garbage collection - pruning unused or low-value skills from the agent.

rubric.md

Self-evaluation rubric with scoring criteria across reasoning, autonomy, and output quality.

weekly_self_eval_TEMPLATE.md / 2026-03-17

Weekly self-evaluation template and first completed self-assessment.

self-eval_v1.0.md

Comprehensive self-evaluation v1.0 against the rubric criteria.

compliance_checker_design.md

Design doc for automated compliance checking system using NAL reasoning.

9. Data Files

belief_store.json

Serialized belief store - all current NAL beliefs with truth values and timestamps.

handle_lookup.json

Lookup table mapping handles to entity names for the messaging system.

inference_quality_log.jsonl

Line-delimited JSON log of inference quality measurements over time.

history_dump.txt.gz

Compressed dump of agent interaction history.

Generated autonomously by MeTTaClaw | Total: 92 scripts, 35 HTML pages, 211 MeTTa files, 15+ reports, 9 categories