We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/glassBead-tc/Thoughtbox'
If you have feedback or need assistance with the MCP directory API, please join our Discord server
{
"lastUpdated": "2026-01-21T19:00:00Z",
"updatedBy": "claude-sonnet-4-5",
"summary": {
"total": 21,
"implemented": 16,
"inProgress": 0,
"notStarted": 3,
"validated": 2
},
"specs": {
"SIL-000": {
"name": "Feedback Loop Validation",
"status": "validated",
"priority": "CRITICAL",
"implementationFiles": [
"dgm-specs/harness/benchmark-runner.ts",
"dgm-specs/harness/baseline.ts",
"dgm-specs/harness/cli.ts",
"dgm-specs/harness/types.ts",
"dgm-specs/validation/baseline.json"
],
"validationRuns": [
"dgm-specs/history/runs/run-2026-01-21T06-33-32-058Z-5b7c2da.json",
"dgm-specs/history/runs/run-2026-01-21T07-02-19-235Z-5b7c2da.json",
"dgm-specs/history/runs/run-2026-01-21T07-36-02-630Z-f5ae62c.json"
],
"dateCompleted": "2026-01-21",
"gitCommit": "f5ae62c",
"notes": "Baseline established with 4 tests, all passing"
},
"SIL-001": {
"name": "Observatory Improvement Tracker",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"src/observatory/improvement-tracker.ts",
"src/observatory/emitter.ts",
"src/observatory/index.ts"
],
"testFiles": [
"tests/unit/improvement-tracker.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Full implementation with tests, singleton pattern, phase cost tracking"
},
"SIL-002": {
"name": "Benchmark Suite Config",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"benchmarks/suite.yaml",
"benchmarks/config-loader.ts"
],
"testFiles": [
"tests/unit/config-loader.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Full YAML config with tiers, anchor points, proctoring settings. Zod validation."
},
"SIL-003": {
"name": "Anchor Point Sampler",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"benchmarks/sampler.ts"
],
"testFiles": [
"tests/unit/sampler.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Stratified sampling, correlation validation, rotation management, fingerprinting. 30 tests passing."
},
"SIL-004": {
"name": "Tiered Evaluator",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"benchmarks/tiered-evaluator.ts"
],
"testFiles": [
"tests/unit/tiered-evaluator.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Sequential tier execution, early termination, cost tracking, custom executor support. 14 tests passing."
},
"SIL-005": {
"name": "Issue Scraper",
"status": "not_started",
"priority": "MEDIUM",
"implementationFiles": [],
"blockedBy": [],
"notes": null
},
"SIL-006": {
"name": "Improvement Reasoner",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"scripts/agents/sil-006-improvement-reasoner.ts",
"scripts/agents/types.ts",
"scripts/agents/mcp-client.ts"
],
"testFiles": [
"scripts/agents/test-behavioral-contracts.ts",
"scripts/agents/behavioral-contracts.ts"
],
"dateCompleted": "2026-01-22",
"gitCommit": null,
"notes": "Reimplemented as external agentic script using Claude Agent SDK. Connects to Thoughtbox via MCP. Includes behavioral contract verification per SPEC-SIL-BCV."
},
"SIL-007": {
"name": "Proctored Executor",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"benchmarks/proctor.ts"
],
"testFiles": [
"tests/unit/proctor.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Process mode sandbox, execution logging, timing analysis, verification flags. 17 tests passing."
},
"SIL-008": {
"name": "Held-Out Manager",
"status": "not_started",
"priority": "MEDIUM",
"implementationFiles": [],
"blockedBy": ["SIL-003", "SIL-005"],
"notes": null
},
"SIL-009": {
"name": "Contamination Detection",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"benchmarks/contamination.ts"
],
"testFiles": [
"tests/unit/contamination.test.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Similarity checking, timing analysis, reasoning chain analysis, training set fingerprinting. 21 tests passing."
},
"SIL-010": {
"name": "Main Loop Orchestrator",
"status": "implemented",
"priority": "HIGH",
"implementationFiles": [
"scripts/agents/sil-010-main-loop-orchestrator.ts",
"scripts/agents/run-improvement-loop.ts"
],
"dateCompleted": "2026-01-22",
"gitCommit": null,
"notes": "Reimplemented as external agentic script. Orchestrates Discovery → Filter → Experiment → Evaluate → Integrate phases. Uses Claude Agent SDK connecting to Thoughtbox via MCP."
},
"SIL-011": {
"name": "GitHub Actions Workflow",
"status": "not_started",
"priority": "MEDIUM",
"implementationFiles": [],
"blockedBy": ["SIL-010"],
"notes": null
},
"SIL-012": {
"name": "CLAUDE.md Updater",
"status": "implemented",
"priority": "MEDIUM",
"implementationFiles": [
"scripts/agents/sil-012-claude-md-updater.ts"
],
"dateCompleted": "2026-01-22",
"gitCommit": null,
"notes": "Reimplemented as external agentic script. Extracts learnings from iteration results and updates CLAUDE.md Improvement Loop Learnings section."
},
"SIL-100": {
"name": "Benchmark Harness",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"dgm-specs/harness/benchmark-runner.ts",
"dgm-specs/harness/baseline.ts",
"dgm-specs/harness/cli.ts",
"dgm-specs/harness/types.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Foundation for SIL-000 validation"
},
"SIL-101": {
"name": "Minimal Response Mode",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"src/thought-handler.ts",
"src/gateway/gateway-handler.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "verbose flag added to thought tool schema"
},
"SIL-102": {
"name": "Server-Assigned Thought Numbers",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"src/thought-handler.ts",
"src/gateway/gateway-handler.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "thoughtNumber now optional, server auto-assigns"
},
"SIL-103": {
"name": "Session Continuity",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"src/thought-handler.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "restoreFromSession() method implemented"
},
"SIL-104": {
"name": "Event Stream",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"src/events/event-emitter.ts",
"src/events/index.ts"
],
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "File-based event emission for SIL integration"
},
"SPEC-CORE-001": {
"name": "Thought Processing Serialization",
"status": "implemented",
"priority": "CRITICAL",
"implementationFiles": [
"src/thought-handler.ts"
],
"implementationLines": {
"src/thought-handler.ts": "61-63, 408-417, 419-872"
},
"dateCompleted": "2026-01-21",
"gitCommit": null,
"notes": "Global promise queue prevents race condition in thought number auto-assignment. Fixes duplicate thoughtNumber bug on HTTP transport."
},
"SPEC-KNOWLEDGE-MEMORY": {
"name": "Knowledge Graph Memory System",
"status": "validated",
"priority": "HIGH",
"implementationFiles": [],
"validationFiles": [
".spec-validator/knowledge-memory-validation.md"
],
"dateValidated": "2026-01-21",
"validationScore": "72/100",
"notes": "Spec validated and updated with Phase 1 MVP approach (JSONL + SQLite only, no embeddings). Critical blockers addressed: dependencies added, phases restructured. Ready for implementation."
},
"SPEC-REASONING-TASKS": {
"name": "Reasoning Tasks Integration",
"status": "validated",
"priority": "HIGH",
"implementationFiles": [],
"validationFiles": [
".spec-validator/reasoning-tasks/validation-report.md",
".spec-validator/reasoning-tasks/requirements.json",
".spec-validator/reasoning-tasks/required-updates.md"
],
"dateValidated": "2026-01-21",
"validationScore": "95/100",
"notes": "Spec validated with 8 high-priority updates applied. Core features (Phases 1-4) ready for implementation. Advanced features (Conflict, Memory, Roles) deferred to Phase 5. Estimated effort: 2-3 weeks for MVP."
}
},
"architecturalChanges": [
{
"date": "2026-01-21",
"change": "Removed src/improvement/ directory",
"reason": "Code was incorrectly placed inside Thoughtbox server. ImprovementReasoner, AutonomousImprovementLoop, and claude-md-updater must be external clients that connect via MCP protocol, not internal server code.",
"affectedSpecs": ["SIL-006", "SIL-010", "SIL-012"],
"filesRemoved": [
"src/improvement/reasoner.ts",
"src/improvement/loop.ts",
"src/improvement/claude-md-updater.ts",
"src/improvement/index.ts"
]
},
{
"date": "2026-01-21",
"change": "Moved test files to tests/unit/",
"reason": "Tests were incorrectly placed inside source directories. Server tests should be external.",
"filesMoved": [
"src/improvement/*.test.ts -> tests/unit/",
"src/observatory/*.test.ts -> tests/unit/",
"benchmarks/*.test.ts -> tests/unit/"
]
}
],
"nextActions": [
{
"spec": "SPEC-KNOWLEDGE-MEMORY",
"reason": "Validated and ready for Phase 1 implementation. No blockers.",
"approach": "npm install better-sqlite3, create src/knowledge/storage.ts, add gateway operation"
},
{
"spec": "SIL-005",
"reason": "No blockers; enables SIL-008 (Held-Out Manager)",
"approach": "Implement GitHub issue scraper"
},
{
"spec": "SIL-008",
"reason": "Blocked by SIL-005 only now (SIL-003 done)",
"approach": "Implement held-out test set rotation manager"
},
{
"spec": "SIL-011",
"reason": "GitHub Actions workflow for automated improvement loop",
"approach": "Create .github/workflows/improvement-loop.yml calling npm run improvement-loop"
},
{
"action": "Run behavioral contract tests",
"reason": "Verify SIL-006 actually reasons (not hardcoded)",
"approach": "npm run test:behavioral"
}
]
}