{ "schema": "miscsubjects-build-truth-record/2.0", "generated_at": "2026-07-22T23:04:36.020Z", "subject": { "public_article": "https://miscsubjects.com/a/opos-formal-audit", "article_graph": "https://miscsubjects.com/api/articles/opos-formal-audit", "claim_voxels": "https://miscsubjects.com/api/articles/opos-formal-audit/claims", "discourse": "https://miscsubjects.com/api/articles/opos-formal-audit/discourse", "human_board": "https://miscsubjects.com/build-audit", "machine_record": "https://miscsubjects.com/api/build-audit", "landscape_table": "https://miscsubjects.com/api/build-landscape", "next_landscape_task": "https://miscsubjects.com/api/build-landscape?next=1" }, "plain_description": "Messages, API calls, tasks, schedules, browser actions, and terminal commands enter this deployment. A directory row or workflow selects a concrete function, HTTP operation, model, or flow. That object reads or changes files, Cloudflare state, articles, messages, business services, browsers, or source code. The deployment stores the request, result, actor, trace, and receipt; it may also publish an article, send a message, change a service, create another task, commit code, or deploy. Its smallest durable unit is an addressable object plus the receipt or graph edge created by its use.", "material_identity": { "inputs": [ "messages", "API calls", "tasks", "schedules", "browser actions", "terminal commands" ], "selection": "A directory contract or workflow selects a concrete function, HTTP operation, model, or flow.", "transformations": "The selected object reads or changes files, Cloudflare state, articles, messages, business services, browsers, or source code.", "stored_result": "Request, result, actor, trace, invocation receipt, and any article/source/claim/provenance edge.", "outputs": [ "returned tool result", "article or claim", "sent message", "changed external service", "new task", "source commit", "deployment" ], "smallest_durable_unit": "An addressable object plus the receipt or graph edge created by its use.", "benchmark_boundary": "A controlled same-task benchmark is needed to claim better completion, cost, latency, or reliability. It is not needed to identify the system or compare evidenced capabilities and combinations." }, "current_result": { "shared_with_field": "Durable state, agent orchestration, tools, handoffs, tracing, retries, human review, code execution, and external integrations are established field capabilities. They are not unique to this build.", "demonstrated_combination": "This deployment joins public claim-addressable articles, append-only outside-model discourse, the capability registry, operational receipts, multi-model coding history, live integrations, and recursive source changes.", "uniqueness": "Not proved. The reviewed comparison systems do not publish the same whole combination as their product boundary. That is a bounded comparison result, not a claim that no private or unreviewed system has it.", "foremost_at_now": "Keeping article claims, model turns, tool contracts, action receipts, tasks, and source-code changes retrievable in one deployed web system.", "ought_to_be_foremost_at": "Answering what this build and named outside systems do by linking each answer to a stored claim, opened source, action receipt, or exact unknown.", "primary_failure": "The build has accumulated more capability than it can currently explain or prove. Registered features and vocabulary have outrun demonstrated use. Repair is the clearest example: receipt-level replay exists, but routine autonomous use is not proved.", "benchmark_boundary": "No controlled result establishes better completion, cost, latency, or reliability. That leaves outcome superiority unknown; it does not erase the material description or the evidence-backed capability comparison." }, "truth_columns": [ { "id": "field_claim", "meaning": "What another system or its publisher says exists." }, { "id": "field_evidence", "meaning": "What opened evidence establishes about the field. Publisher documentation remains publisher evidence." }, { "id": "build_claim", "meaning": "What this build says about itself." }, { "id": "build_evidence", "meaning": "What current code, state, public graph data, and successful receipts establish." } ], "truth_board": [ { "axis": "runtime_and_durability", "field_claim": "LangGraph, Cloudflare Agents, Cloudflare Workflows, AutoGen, and AgentCore publish durable or persistent agent-runtime capabilities.", "field_evidence": "The cited official documentation establishes published interfaces and implementation contracts. This record contains no independent runtime test of those products.", "build_claim": "The build says that tasks, turns, articles, rules, capability objects, events, and invocations persist across sessions and deployments.", "build_evidence": "The deployed databases return current rows for tasks, agent turns, articles, directory objects, events, and invocations. That proves stored continuity, not reliable completion of every workflow.", "field_sources": [ "https://docs.langchain.com/oss/python/langgraph/persistence", "https://developers.cloudflare.com/agents/concepts/workflows/" ], "build_sources": [ "https://miscsubjects.com/api/build-audit", "https://miscsubjects.com/api/tasks", "https://miscsubjects.com/api/capability-atlas" ], "field_claim_claim_id": "audit-01-1", "field_claim_source_ids": [ "s1", "s2" ], "field_evidence_claim_id": "audit-01-2", "field_evidence_source_ids": [ "s1", "s2" ], "build_claim_claim_id": "audit-01-3", "build_claim_source_ids": [ "s3", "s4", "s5" ], "build_evidence_claim_id": "audit-01-4", "build_evidence_source_ids": [ "s3", "s4", "s5" ], "label": "What continues after one model response or process" }, { "axis": "tool_and_integration_model", "field_claim": "MCP, the OpenAI Agents SDK, AutoGen, AgentCore, and common automation platforms expose tools or actions to agents.", "field_evidence": "Official specifications and documentation show tool interfaces. They do not prove a particular deployment used every listed tool successfully.", "build_claim": "The build says one directory exposes cloud, SaaS, public-web, local-computer, publishing, messaging, creative, and software-development actions.", "build_evidence": "The live capability atlas separates registered, enabled, invoked, tested, and currently passing objects. Successful invocation records prove only the exact recorded calls.", "field_sources": [ "https://modelcontextprotocol.io/docs/learn/architecture", "https://openai.github.io/openai-agents-python/agents/" ], "build_sources": [ "https://miscsubjects.com/api/capability-atlas", "https://miscsubjects.com/api/dispatch?registry=1", "https://miscsubjects.com/api/invocations" ], "field_claim_claim_id": "audit-02-1", "field_claim_source_ids": [ "s6", "s7" ], "field_evidence_claim_id": "audit-02-2", "field_evidence_source_ids": [ "s6", "s7" ], "build_claim_claim_id": "audit-02-3", "build_claim_source_ids": [ "s5", "s8", "s9" ], "build_evidence_claim_id": "audit-02-4", "build_evidence_source_ids": [ "s5", "s8", "s9" ], "label": "How actions are defined and called" }, { "axis": "agent_coordination", "field_claim": "Multi-agent orchestration and handoffs are standard features in OpenAI Agents SDK, AutoGen, LangGraph applications, and Cloudflare Agents applications.", "field_evidence": "Their public documentation establishes orchestration primitives. This record does not contain their private operational histories.", "build_claim": "The build says Claude, Codex, Grok, Kimi, Gemini, and other model identities work against shared state and leave retrievable turns.", "build_evidence": "The current agent_turns measurements show multiple agent labels and sessions. Public summaries do not expose private turn bodies.", "field_sources": [ "https://openai.github.io/openai-agents-python/handoffs/", "https://microsoft.github.io/autogen/stable/index.html" ], "build_sources": [ "https://miscsubjects.com/api/build-audit", "https://miscsubjects.com/api/capability-atlas" ], "field_claim_claim_id": "audit-03-1", "field_claim_source_ids": [ "s10", "s11" ], "field_evidence_claim_id": "audit-03-2", "field_evidence_source_ids": [ "s10", "s11" ], "build_claim_claim_id": "audit-03-3", "build_claim_source_ids": [ "s3", "s5" ], "build_evidence_claim_id": "audit-03-4", "build_evidence_source_ids": [ "s3", "s5" ], "label": "How agents exchange or hand off work" }, { "axis": "knowledge_and_memory", "field_claim": "Agent frameworks commonly support memory, resources, retrieval, or external knowledge stores. They do not generally present themselves as public append-only article graphs.", "field_evidence": "The reviewed official framework documentation shows runtime knowledge primitives. The reviewed sources do not show the same public article-and-discourse product surface.", "build_claim": "The build says articles are claim voxels connected to sources, versions, discourse, and stable public addresses.", "build_evidence": "The public article API exposes the article body, claim list, sources, graph topology, discourse, and provenance endpoints.", "field_sources": [ "https://modelcontextprotocol.io/docs/learn/architecture", "https://docs.langchain.com/oss/python/langgraph/persistence" ], "build_sources": [ "https://miscsubjects.com/api/articles/opos-formal-audit", "https://miscsubjects.com/api/articles/opos-formal-audit/claims", "https://miscsubjects.com/api/articles/opos-formal-audit/discourse" ], "field_claim_claim_id": "audit-04-1", "field_claim_source_ids": [ "s6", "s1" ], "field_evidence_claim_id": "audit-04-2", "field_evidence_source_ids": [ "s6", "s1" ], "build_claim_claim_id": "audit-04-3", "build_claim_source_ids": [ "s12", "s13", "s14" ], "build_evidence_claim_id": "audit-04-4", "build_evidence_source_ids": [ "s12", "s13", "s14" ], "label": "What stored knowledge and history can be read later" }, { "axis": "outside_contribution", "field_claim": "Human review, evaluation, tracing, and approval are common. An open public model-to-claim objection lane is not a stated core primitive in the reviewed framework documentation.", "field_evidence": "Absence from this bounded source set is not proof of global absence. No claim that no other system has it is supported.", "build_claim": "The build says an outside web model can challenge or support an exact article claim without overwriting it.", "build_evidence": "The live discourse endpoint exposes a current thread head. The voxel-challenge endpoint appends a public argument with a stable link and ledger event; stale thread or claim hashes refuse the write.", "field_sources": [ "https://openai.github.io/openai-agents-python/tracing/", "https://developers.cloudflare.com/agents/concepts/workflows/" ], "build_sources": [ "https://miscsubjects.com/api/articles/opos-formal-audit/discourse", "https://miscsubjects.com/api/protocol", "https://miscsubjects.com/a/append-protocol" ], "field_claim_claim_id": "audit-05-1", "field_claim_source_ids": [ "s15", "s2" ], "field_evidence_claim_id": "audit-05-2", "field_evidence_source_ids": [ "s15", "s2" ], "build_claim_claim_id": "audit-05-3", "build_claim_source_ids": [ "s14", "s16", "s17" ], "build_evidence_claim_id": "audit-05-4", "build_evidence_source_ids": [ "s14", "s16", "s17" ], "label": "How a person or model outside the coding session adds evidence or objections" }, { "axis": "self_editing", "field_claim": "Coding agents can inspect and edit repositories. Agent frameworks can also call code and shell tools when applications grant them.", "field_evidence": "The primitive is common. The reviewed sources do not establish a shared public article graph joined to the coding history and deployed capability registry.", "build_claim": "The build says coding agents inspect its repository and live state, edit it, deploy it, and leave their turns for later agents.", "build_evidence": "The inventory, source repository reference, capability atlas, and agent-turn counts establish the available surfaces and recorded history. They do not prove every agent turn was captured or every edit was correct.", "field_sources": [ "https://openai.github.io/openai-agents-python/agents/", "https://developers.cloudflare.com/agents/" ], "build_sources": [ "https://miscsubjects.com/api/inventory", "https://miscsubjects.com/api/capability-atlas", "https://miscsubjects.com/api/build-audit" ], "field_claim_claim_id": "audit-06-1", "field_claim_source_ids": [ "s7", "s18" ], "field_evidence_claim_id": "audit-06-2", "field_evidence_source_ids": [ "s7", "s18" ], "build_claim_claim_id": "audit-06-3", "build_claim_source_ids": [ "s19", "s5", "s3" ], "build_evidence_claim_id": "audit-06-4", "build_evidence_source_ids": [ "s19", "s5", "s3" ], "label": "How the system reads and changes its own source or configuration" }, { "axis": "observability_and_receipts", "field_claim": "Retry, replay, checkpoint recovery, and error handling are common runtime capabilities in LangGraph and Cloudflare Workflows.", "field_evidence": "The official documentation describes retry and recovery behavior. This record contains no independent comparison test.", "build_claim": "The build names OIP_REPAIR as a capability that reruns a prior invocation and links the old and new receipts.", "build_evidence": "The ledger contains successful OIP_REPAIR records for a NOW invocation and explicit old/new receipt lineage. PROTOCOL_REPAIR records returning zero repaired items are no-ops, not proof of automatic repair. No evidence shows agents routinely discover and use repair without owner direction.", "field_sources": [ "https://docs.langchain.com/oss/python/langgraph/persistence", "https://developers.cloudflare.com/agents/concepts/workflows/" ], "build_sources": [ "https://miscsubjects.com/api/invocations?object_id=OIP_REPAIR", "https://miscsubjects.com/api/events?key=OIP_REPAIR" ], "field_claim_claim_id": "audit-07-1", "field_claim_source_ids": [ "s1", "s2" ], "field_evidence_claim_id": "audit-07-2", "field_evidence_source_ids": [ "s1", "s2" ], "build_claim_claim_id": "audit-07-3", "build_claim_source_ids": [ "s20", "s21" ], "build_evidence_claim_id": "audit-07-4", "build_evidence_source_ids": [ "s20", "s21" ], "label": "What requests, results, errors, and retries are stored" }, { "axis": "product_boundary", "field_claim": "The field has each major ingredient separately: durable runtimes, tool protocols, coding agents, automation systems, observability, knowledge stores, and publishing systems.", "field_evidence": "The reviewed sources prove broad overlap in ingredients. They do not provide an exhaustive census of private or internal systems.", "build_claim": "The build says its relevant property is the combination: public articles and claims, append-only model discourse, a capability registry, multi-model turn history, live operational integrations, receipts, and recursive code changes in one deployed object.", "build_evidence": "Each named part has a live surface in this deployment. The combination is demonstrated here. The claim that nobody else has the combination is not demonstrated. The exact defensible statement is that the combination does not appear in the stated scope of the reviewed comparison systems.", "field_sources": [ "https://docs.langchain.com/oss/python/langgraph/overview", "https://docs.langchain.com/oss/python/langgraph/persistence", "https://openai.github.io/openai-agents-python/agents/", "https://openai.github.io/openai-agents-python/handoffs/", "https://openai.github.io/openai-agents-python/tracing/", "https://developers.cloudflare.com/agents/", "https://developers.cloudflare.com/agents/concepts/workflows/", "https://developers.cloudflare.com/agents/runtime/execution/durable-execution/", "https://modelcontextprotocol.io/docs/learn/architecture", "https://microsoft.github.io/autogen/stable/index.html", "https://microsoft.github.io/autogen/stable/user-guide/core-user-guide/framework/distributed-agent-runtime.html", "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/what-is-bedrock-agentcore.html" ], "build_sources": [ "https://miscsubjects.com/api/opos", "https://miscsubjects.com/api/capability-atlas", "https://miscsubjects.com/api/articles/opos-formal-audit", "https://miscsubjects.com/api/articles/opos-formal-audit/discourse", "https://miscsubjects.com/api/inventory", "https://miscsubjects.com/api/invocations" ], "field_claim_claim_id": "audit-08-1", "field_claim_source_ids": [ "s22", "s1", "s7", "s10", "s15", "s18", "s2", "s23", "s6", "s11", "s24", "s25" ], "field_evidence_claim_id": "audit-08-2", "field_evidence_source_ids": [ "s22", "s1", "s7", "s10", "s15", "s18", "s2", "s23", "s6", "s11", "s24", "s25" ], "build_claim_claim_id": "audit-08-3", "build_claim_source_ids": [ "s26", "s5", "s12", "s14", "s19", "s9" ], "build_evidence_claim_id": "audit-08-4", "build_evidence_source_ids": [ "s26", "s5", "s12", "s14", "s19", "s9" ], "label": "What the shipped product includes" } ], "article_graph": { "article_updated_at": "2026-07-22T02:10:10.586Z", "claim_voxels": 32, "discourse": { "total": 0, "open": null, "latest": null }, "contribution_contract": { "read_thread": "https://miscsubjects.com/api/articles/opos-formal-audit/discourse", "read_claims": "https://miscsubjects.com/api/articles/opos-formal-audit/claims", "append": "https://miscsubjects.com/api/protocol/voxel-challenge", "append_shape": { "slug": "opos-formal-audit", "expected_thread_head": "", "target_div": "claim:", "expected_hash": "", "stance": "challenge|support|upgrade", "body": "", "actor": "" }, "effect": "A successful append creates a public discourse object and ledger event. It does not silently rewrite the claim. Claim edits retain article lineage." } }, "live_measurements": { "directory": { "total": 875, "enabled": 866, "categories": 107 }, "directory_types": [ { "type": "fn", "count": 466 }, { "type": "http", "count": 302 }, { "type": "agent", "count": 57 }, { "type": "flow", "count": 50 } ], "articles": { "total": 2148, "published": 2131, "latest_update": "2026-07-22T20:13:59.594Z" }, "resident_agents": { "total": 2, "statuses": 1 }, "agent_turns": { "total": 6549, "agent_labels": 48, "sessions": 383, "latest_turn": "2026-07-22T12:01:33.911Z" }, "tasks": { "total": 6050, "open": 276, "done": 2903 }, "invocations": { "total": 147214, "objects": 279, "actors": 1229, "latest_invocation": "2026-07-22T16:04:10-07:00" }, "events": { "total": 384550, "sources": 102, "traces": 84486, "latest_event": "2026-07-22T22:26:54.222Z" }, "repair": { "attempts": 15, "lineage_successes": 12, "errors": 1, "latest": "2026-07-16T14:16:25-07:00" }, "boundary": "Counts establish stored state and activity. They do not establish correctness, value, reliability, uniqueness, or successful end-to-end use." }, "capability_atlas": { "schema": "miscsubjects-capability-atlas/1.0", "generated_at": "2026-07-22T23:04:44.525Z", "purpose": "Make accumulated build ability legible by joining current capability contracts, recorded invocations, tests, and coding-agent turn sediment.", "definitions": { "registered_capability": "One current directory object. It may be a primitive, integration, agent, or composed flow; it is not automatically a proven end-user feature.", "recorded_invocation": "A ledger invocation exists for the object. This proves use was attempted or recorded, not that the real-world result succeeded.", "tested": "At least one directory test currently records a pass. Test scope varies and is not equivalent to end-to-end production proof.", "coding_turn_sediment": "Durable coding-agent turns and changed-file records showing how implementation accumulated over time. Counts do not establish quality." }, "summary": { "registered_capabilities": 875, "enabled_capabilities": 866, "described_capabilities": 502, "capabilities_with_recorded_invocations": 264, "capabilities_with_registered_tests": 46, "capabilities_with_currently_passed_tests": 1, "registered_only": 595, "recorded_invocations_across_current_capabilities": 146743, "material_invocation_flags": 102581, "categories": 108, "domains": 12 }, "domains": [ { "id": "cloud-data", "name": "Cloud, data, storage, and deployment", "registered": 133, "enabled": 133, "invoked": 29, "with_registered_tests": 4, "with_current_test_pass": 0, "recorded_invocations": 5830, "examples": [ { "key": "BROWSER_JSON", "description": "Extract LLM-structured JSON from a URL via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url, prompt?, response_format?}", "verification": "registered_only" }, { "key": "BROWSER_LINKS", "description": "Extract all links from a URL via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url}", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_MARKDOWN", "description": "Get the markdown of a URL via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url}. Returns the rendered markdown", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_PDF", "description": "Render a URL as PDF via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url}. Returns binary PDF", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_SCRAPE", "description": "Extract structured data by selectors via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url, elements:[{selector}]}", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_SCREENSHOT", "description": "Get a PNG screenshot of a URL via Cloudflare Browser Rendering. $1=account_id, $2=JSON body {url, screenshotOptions?}. Returns binary PNG", "verification": "invoked_not_test_proven" }, { "key": "CF", "description": "Cloudflare REST API unified entrypoint. 256+ operations.", "verification": "invoked_not_test_proven" }, { "key": "CF_API_GAPS", "description": "Analyze the CF row target_map. Returns counts, known namespaces, expected namespaces, missing namespaces, coverage_pct", "verification": "registered_only" }, { "key": "CF_AUDITLOGS_AUDITLOGS_BY_ACCOUNT_ID", "description": "Find all audit logs (a list of who made what change when) for a Cloudflare Account by ID. This can be used to query activity on your Cloudflare account at a particular time. Since and before are requi", "verification": "registered_only" }, { "key": "CF_AUTORAG_LIST_RAGS", "description": "List AutoRAGs (vector stores)", "verification": "registered_only" }, { "key": "CF_AUTORAG_SEARCH", "description": "Search Documents using AutoRAG (vector store)", "verification": "registered_only" }, { "key": "CF_BINDINGS_D1_DATABASES_LIST", "description": "List all of the D1 databases in your Cloudflare account", "verification": "invoked_not_test_proven" } ] }, { "id": "communications", "name": "Messaging, email, phone, and voice", "registered": 117, "enabled": 115, "invoked": 22, "with_registered_tests": 4, "with_current_test_pass": 0, "recorded_invocations": 1716, "examples": [ { "key": "AUDIO", "description": "Speak words aloud. INVOKE: [invocation omitted]", "verification": "invoked_not_test_proven" }, { "key": "BLOCK_IMESSAGE", "description": "BLOCK_IMESSAGE — iMessage layout (optional, not default)", "verification": "disabled" }, { "key": "BLOCK_VOICE", "description": "text", "verification": "disabled" }, { "key": "BLOOIO", "description": "Blooio (iMessage/SMS) unified entrypoint", "verification": "invoked_not_test_proven" }, { "key": "BLOOIO2", "description": "You are Cyrus's writing assistant on the second Blooio line (+12065711028). When he texts you, you write and edit articles on the miscsubjects build.", "verification": "registered_only" }, { "key": "BLOOIO_ADD_CONTACT_IDENTITY", "description": "Attach a new identity (phone/email on a channel type) to an existing contact.", "verification": "registered_only" }, { "key": "BLOOIO_ADD_CONTACT_TAGS", "description": "Add one or more tags to a contact (deduped).", "verification": "registered_only" }, { "key": "BLOOIO_ADD_REACTION", "description": "React to a message (tapback). reaction like '+love', '+like', '+laugh', '+emphasize', '+question', or remove with a '-' prefix. Blooio channels only.", "verification": "registered_only" }, { "key": "BLOOIO_BATCH_LOOKUP_PHONE_NUMBERS", "description": "Look up up to 100 phone numbers at once. Requires an enterprise plan.", "verification": "registered_only" }, { "key": "BLOOIO_CONTACT_CAPABILITIES", "description": "Check if a phone number or email is reachable via iMessage / SMS / RCS. Resolves (or creates) the contact for that identifier, then returns its capabilities. Note: creating the contact is a side effec", "verification": "registered_only" }, { "key": "BLOOIO_CREATE_CHAT", "description": "Find or create a 1:1 chat with a recipient on a channel. Returns the chat id (chat_...) to use for sends and actions.", "verification": "registered_only" }, { "key": "BLOOIO_CREATE_CONTACT", "description": "Create a contact, optionally with one identity (phone/email on a channel type). Returns the new contact id (ct_...).", "verification": "registered_only" } ] }, { "id": "computer-code", "name": "Computer, code, files, browser, and GitHub", "registered": 111, "enabled": 111, "invoked": 38, "with_registered_tests": 1, "with_current_test_pass": 0, "recorded_invocations": 620, "examples": [ { "key": "BROWSER_FETCH", "description": "{\"cmd\":\"sh\",\"args\":[\"-lc\",\"curl -sSL \\\"$1\\\" | head -c 20000\"],\"timeout\":60000}", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_PLAYWRIGHT", "description": "Run a Playwright CLI command on the Mac (npx -y playwright …). g. \"screenshot https://x.com /tmp/x.png\". First run downloads browsers (~2 min). For full browser automation absorb the playwright MCP server via MCP_PROBE", "verification": "invoked_not_test_proven" }, { "key": "BROWSER_USE", "description": "Run the browser-use agent (AI browser driver). Installed at bridge/.venv-browser-use (Python 3.12). Needs GROK_API_KEY, OPENAI_API_KEY, or ANTHROPIC_API_KEY in ~/.config/grok-bridge.env", "verification": "invoked_not_test_proven" }, { "key": "CLI_AIDER", "description": "Aider — git-aware AI pair programmer running one-shot on the Mac.", "verification": "registered_only" }, { "key": "CLI_AWS", "description": "run aws CLI. ARGS: $1 = args. {\"cmd\":\"sh\",\"args\":[\"-lc\",\"aws $1+\"],\"timeout\":120000}", "verification": "registered_only" }, { "key": "CLI_BREW", "description": "run brew. ARGS: $1 = args. {\"cmd\":\"sh\",\"args\":[\"-lc\",\"brew $1+\"],\"timeout\":120000}", "verification": "registered_only" }, { "key": "CLI_BUN", "description": "run bun. ARGS: $1 = args, $2 = cwd. {\"cmd\":\"sh\",\"args\":[\"-lc\",\"cd \\\"$2\\\" 2>/dev/null; bun $1\"],\"timeout\":120000}", "verification": "registered_only" }, { "key": "CLI_CLASP", "description": "run clasp (Apps Script CLI) on Cyrus's Mac. ARGS: $1 = args after `clasp`. cwd = /Users/cyrusmassoumi/miscsubjects-pages/apps-script.", "verification": "registered_only" }, { "key": "CLI_CLAUDE_CODE", "description": "Claude Code headless coding agent on the Mac. File edit + shell.", "verification": "invoked_not_test_proven" }, { "key": "CLI_CODEX", "description": "OpenAI Codex CLI one-shot. Parallel/second-opinion coder.", "verification": "registered_only" }, { "key": "CLI_CURL_LOCAL", "description": "run curl ON THE MAC (different from the worker's outbound fetch — picks up Mac creds in keychain/env).", "verification": "registered_only" }, { "key": "CLI_DENO", "description": "run deno. ARGS: $1 = args, $2 = cwd. {\"cmd\":\"sh\",\"args\":[\"-lc\",\"cd \\\"$2\\\" 2>/dev/null; deno $1\"],\"timeout\":120000}", "verification": "registered_only" } ] }, { "id": "knowledge-content", "name": "Knowledge, articles, graph, and protocol", "registered": 91, "enabled": 91, "invoked": 47, "with_registered_tests": 1, "with_current_test_pass": 0, "recorded_invocations": 67635, "examples": [ { "key": "ARTICLES", "description": "Fast natural-language article CRUD. One row per article in D1; writes are URL-invocable through OIP.", "verification": "invoked_not_test_proven" }, { "key": "ARTICLE_ASK", "description": "Answer from article ledger topology (claims, sources, Reddit/X anecdotes, user reports). Not medical advice.", "verification": "invoked_not_test_proven" }, { "key": "ARTICLE_CLAIM", "description": "Post one tiered claim voxel into an article ledger with who_claims + posted_by provenance. Not medical advice.", "verification": "invoked_not_test_proven" }, { "key": "ARTICLE_GET", "description": "Return article + its slots as one joined result set. $1=slug. Returns an array of {slug,title,subject,updated_at,slot_key,content,model,version}.", "verification": "invoked_not_test_proven" }, { "key": "ARTICLE_INGEST", "description": "Parse user-submitted evidence and write to article source ledger + optional claims. Hash-chained.", "verification": "invoked_not_test_proven" }, { "key": "ARTICLE_PUT", "description": "create/replace an article. ARGS: $1 = JSON {slug,title,body,hero?,images?,style?} $1", "verification": "invoked_not_test_proven" }, { "key": "ART_GET", "description": "Read an article by slug", "verification": "registered_only" }, { "key": "ART_PATCH", "description": "Edit an article by slug", "verification": "invoked_not_test_proven" }, { "key": "ARXIV_GROW", "description": "Regenerate the arXiv paper from live state. Reads paper/template.tex + paper/rings.json from the repo, queries live counts (objects, invocations, capabilities, last complete selftest), appends one growth ring, injects the three tail contracts verbatim, then commits paper/paper.tex + paper/rings.json + README.md + oip.json — each commit message carries this trace id. CI compiles the PDF on the paper.tex push. This fn is the only writer of the generated files.", "verification": "invoked_not_test_proven" }, { "key": "ARXIV_PAPER", "description": "The arXiv paper as a live object. The paper \"The Document Is the Receipt\" lives at github.com/massoumicyrus/oip (private) and is written only by ARXIV_GROW. Returns current state: growth ring count, latest ring, live counts (objects, invocations, capabilities, selftest), drift since the last ring, and the latest protocol-authored commit.", "verification": "invoked_not_test_proven" }, { "key": "BUILD_LANDSCAPE", "description": "Read the graph-derived table of comparison targets, source-backed claim voxels, proof state, and research queue.", "verification": "registered_only" }, { "key": "CAPABILITY_ATLAS", "description": "Read the public capability archaeology atlas joining every current directory contract with recorded invocation evidence, registered tests, capability domains, and aggregate coding-agent turn/file-change sediment. It separates registered, invoked, tested, and disabled states so the build interior can be audited without treating row count as proof.", "verification": "registered_only" } ] }, { "id": "growth", "name": "Marketing, leads, sales, and distribution", "registered": 82, "enabled": 81, "invoked": 35, "with_registered_tests": 11, "with_current_test_pass": 0, "recorded_invocations": 2286, "examples": [ { "key": "ARCADS", "description": "A1: IDENTITY", "verification": "invoked_not_test_proven" }, { "key": "ARCADS_CREDITS", "description": "ArcAds credit usage this month. Returns {month,used,cap,remaining}. Cap from settings.arcads_monthly_credits (80440). Logged from each generate (data.creditsCharged)", "verification": "invoked_not_test_proven" }, { "key": "ARCADS_GENERATE", "description": "Generate an ad image via ArcAds, poll to completion, store to R2, return a stable link", "verification": "invoked_not_test_proven" }, { "key": "ARCADS_ROUTES", "description": "ArcAds HTTP unified entrypoint", "verification": "invoked_not_test_proven" }, { "key": "ARCADS_TO_R2", "description": "Poll a finished ArcAds render by arcads_id and re-store its bytes to R2, returning a stable https://miscsubjects.com/img/ link (permanent, not a presigned/expiring S3 url). Waits up to 120s for the render.", "verification": "invoked_not_test_proven" }, { "key": "ARCADS_UPLOAD", "description": "Upload a file to ArcAds (presign + S3 PUT). Returns {filePath,fileId}; pass filePath in referenceImages. fileType e.g. image/png, image/jpeg, video/mp4, audio/mp3", "verification": "registered_only" }, { "key": "ARCADS_VIDEO_GENERATE", "description": "Generate a video via ArcAds, poll, store to R2, return a stable link", "verification": "invoked_not_test_proven" }, { "key": "KLAVIYO", "description": "Klaviyo unified entrypoint", "verification": "invoked_not_test_proven" }, { "key": "KLAVIYO_PROFILES", "description": "DISABLED: stale provider stub. Use [invocation omitted] and report the returned page count/next-page state.", "verification": "disabled" }, { "key": "LEADS_DISCOVER", "description": "Find businesses likely to buy peptides wholesale or want white-label, by type and city. Free source (OpenStreetMap), no API key. Writes new rows to the leads table.", "verification": "invoked_not_test_proven" }, { "key": "LEADS_DISCOVER_AI", "description": "SCRAPER 2 — Grok live web search finds real businesses (with verified official websites) that OpenStreetMap does not have. Inserts them as new leads, source=grok-live-search.", "verification": "invoked_not_test_proven" }, { "key": "LEADS_DISCOVER_PLACES", "description": "Discover B2B leads via Google Places API (New) — med-spas/clinics/longevity by segment + city, with website/phone/rating. Better coverage than the Overpass source. Inserts into the leads table.", "verification": "invoked_not_test_proven" } ] }, { "id": "other", "name": "Other and uncategorized", "registered": 82, "enabled": 77, "invoked": 16, "with_registered_tests": 6, "with_current_test_pass": 0, "recorded_invocations": 3645, "examples": [ { "key": "AGENT", "description": "Control a resident agent", "verification": "registered_only" }, { "key": "AIG_LIST", "description": "List AI Gateways on the account", "verification": "registered_only" }, { "key": "AIG_RAW", "description": "Raw call to AI Gateway REST. Arg $1 = full JSON body (model + messages)", "verification": "registered_only" }, { "key": "APPS_SCRIPT_RUN", "description": "Generic Apps Script invocation. $1=action name, $2=JSON args. Routes to the airunner web app deployment which has Google Drive / Sheets / Tasks / Calendar / Apps Script-runtime access. Use when you need to read/write the user's Google stuff. $$2 (double dollar) inlines the args JSON raw, so callers pass {\"k\":\"v\"} not as a string but as a JSON value", "verification": "invoked_not_test_proven" }, { "key": "ASK_CLAUDE", "description": "ASK1: You are a second-opinion model. Answer the user's question literally. No preamble. No sign-off.", "verification": "invoked_not_test_proven" }, { "key": "ASK_GEMINI", "description": "ASK1: You are a second-opinion model. Answer the user's question literally. No preamble. No sign-off.", "verification": "invoked_not_test_proven" }, { "key": "ASK_GPT", "description": "ASK1: You are a second-opinion model. Answer the user's question literally. No preamble. No sign-off.", "verification": "invoked_not_test_proven" }, { "key": "ASK_KIMI", "description": "ASK1: You are a second-opinion model. Answer the user's question literally. No preamble. No sign-off.", "verification": "invoked_not_test_proven" }, { "key": "BLOCK_EMOJI", "description": "BLOCK_EMOJI — tapback / emoji reaction language", "verification": "disabled" }, { "key": "BLOCK_REASONING_A", "description": "BLOCK_REASONING_A — reasoning format (type A)", "verification": "disabled" }, { "key": "BLOCK_ROUTING", "description": "BLOCK_ROUTING — identity routing (ROUTER)", "verification": "disabled" }, { "key": "CC_LAST", "description": "the last 3 Claude Code turns on this repo (the user input to Claude Code, the tools it used, the files it edited).", "verification": "registered_only" } ] }, { "id": "commerce", "name": "Commerce, payments, and customers", "registered": 60, "enabled": 60, "invoked": 7, "with_registered_tests": 4, "with_current_test_pass": 0, "recorded_invocations": 23, "examples": [ { "key": "BC", "description": "BigCommerce unified entrypoint", "verification": "invoked_not_test_proven" }, { "key": "CUSTOMER", "description": "You are the customer-facing agent for miscsubjects.com. You answer people who reply to iMessage/Facebook ads or visit the site.", "verification": "registered_only" }, { "key": "PAYMENTS_CREATE_REFUND", "description": "This tool will refund a payment intent in Stripe. It takes three arguments: - payment_intent (str): The ID of the payment intent to refund. - amount (int, optional): The amount to refund in currency m", "verification": "registered_only" }, { "key": "PAYMENTS_FETCH_STRIPE_RESOURCES", "description": "Retrieve Stripe object details by ID. IMPORTANT: Only call this tool after search_stripe_resources is called to get specific object IDs. Do not use this tool to discover or search for objects. This to", "verification": "registered_only" }, { "key": "PAYMENTS_GET_STRIPE_ACCOUNT_INFO", "description": "This will get the account info for the logged in Stripe account.", "verification": "registered_only" }, { "key": "PAYMENTS_SEARCH_STRIPE_DOCUMENTATION", "description": "Search the Stripe documentation for the given question and language. It takes two arguments: - question (str): The user question to search an answer for in the Stripe documentation. - language (str, o", "verification": "registered_only" }, { "key": "PAYMENTS_SEARCH_STRIPE_RESOURCES", "description": "This tool can be used to search for specific Stripe resources using a custom Stripe query syntax. It is only able to search for the following resources: customers, payment_intents, charges, invoices,", "verification": "registered_only" }, { "key": "PAYMENTS_STRIPE_API_DETAILS", "description": "Get detailed parameter information for a specific Stripe API operation. Provide the stripe_api_operation_id from stripe_api_search results to see all path, query, and body parameters with their types,", "verification": "registered_only" }, { "key": "PAYMENTS_STRIPE_API_READ", "description": "Read data from any Stripe API GET operation: 1. Use stripe_api_search to find the operation ID. 2. Use stripe_api_details to understand its parameters (required for operations with nested object field", "verification": "registered_only" }, { "key": "PAYMENTS_STRIPE_API_SEARCH", "description": "Search for Stripe API operations by keyword. Returns matching operations with their HTTP method, path, summary, and top-level parameter names with types. Does not include parameter descriptions, enum", "verification": "registered_only" }, { "key": "PAYMENTS_STRIPE_API_WRITE", "description": "Write data via any Stripe API POST/PATCH/PUT/DELETE operation: 1. Use stripe_api_search to find the operation ID. 2. Use stripe_api_details to understand its parameters (required for operations with n", "verification": "registered_only" }, { "key": "PAYMENTS_STRIPE_IMPLEMENTATION_PLANNER", "description": "Stripe payment integration planner. Use this tool to help users accept payments, sell products online, set up billing, or build any Stripe integration. Call this BEFORE writing code when the user want", "verification": "registered_only" } ] }, { "id": "automation-work", "name": "Automation, flows, tasks, and durable work", "registered": 52, "enabled": 52, "invoked": 17, "with_registered_tests": 5, "with_current_test_pass": 0, "recorded_invocations": 63822, "examples": [ { "key": "ADDTASK", "description": "Add a job to the build queue (tasks table). Cron will pick it up and run it automatically when protocol_autorun is on.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_ADD", "description": "Automate a capability — make it fire itself every N minutes and ledger a receipt each run. Turns a one-off action into a standing background job.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_DELETE", "description": "Delete an automation by id.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_FIRE", "description": "Fire every enabled automation registered for an event (trigger=event:NAME). Any inbound hook (a customer text, an error, a webhook) calls this with the event name + payload; matching automations run and ledger a receipt.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_LIST", "description": "List every automation — id, name, schedule, target key, enabled, last run, run count.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_RUN_DUE", "description": "Fire every enabled automation whose interval has elapsed; ledger a receipt for each. Called by the cron each tick; safe to call manually.", "verification": "invoked_not_test_proven" }, { "key": "AUTOMATE_TOGGLE", "description": "Turn an automation on or off by id (paused, not deleted).", "verification": "invoked_not_test_proven" }, { "key": "CRON_LIST", "description": "List existing cron jobs by querying the Cloudflare API. Returns scheduled jobs for this account.", "verification": "registered_only" }, { "key": "DELTASK", "description": "delete a task. ARGS: . EX {\"key\":\"DELTASK\",\"body\":\"42\"} [\"DELETE FROM tasks WHERE id=?\",\"$1\"]", "verification": "registered_only" }, { "key": "DIRECTORY_GET", "description": "Read one directory row by $1=key. Use to inspect a specific tool definition.", "verification": "invoked_not_test_proven" }, { "key": "DIRECTORY_LIST", "description": "List the directory: D1_QUERY: SELECT key, type, target, updated_at FROM directory ORDER BY key. Use to enumerate every tool.", "verification": "invoked_not_test_proven" }, { "key": "DIRECT_EXEC_IF_PREFIX", "description": "If the inbound message starts with /t /exec /terminal /run /help, treat the rest as a LOCAL_EXEC command on the Mac bridge. Otherwise pass through unchanged. $1=full message.", "verification": "registered_only" } ] }, { "id": "agents-models", "name": "Agents and model runtimes", "registered": 51, "enabled": 51, "invoked": 21, "with_registered_tests": 1, "with_current_test_pass": 0, "recorded_invocations": 290, "examples": [ { "key": "AGENT_BRIDGE", "description": "Route a message from one agent to another. $1=source_agent, $2=target_agent, $3=message. Creates a turn that appears to come from the source agent, routed to the target agent.", "verification": "registered_only" }, { "key": "AGENT_IMPORT", "description": "Cannibalize an agent definition (md frontmatter name/description/model/tools) into a proposed agent row. PROPOSE only", "verification": "registered_only" }, { "key": "AGENT_LEARN", "description": "save a lesson/working pattern to an agent persistent memory. Args: agent|lesson.", "verification": "registered_only" }, { "key": "AGENT_LIST", "description": "List resident agents and their live status", "verification": "invoked_not_test_proven" }, { "key": "AGENT_RECALL", "description": "load an agent saved lessons/patterns. Arg: agent.", "verification": "registered_only" }, { "key": "AGENT_SPAWN", "description": "Spawn a resident agent that loops on a goal until done (durable, survives Mac sleep)", "verification": "registered_only" }, { "key": "AGENT_SPAWN_CLI", "description": "Alias of CLI_SPAWN for router tags. Args: agent|prompt|cwd|mode|delivery", "verification": "invoked_not_test_proven" }, { "key": "AGENT_TURNS", "description": "last N agent turns across all CLI agents (claude, codex, grok, …). $1 = agent id or \"all\", $2 = limit (default 5).", "verification": "invoked_not_test_proven" }, { "key": "AGENT_TURNS_FILTER", "description": "multi-filter agent turn query. $1=agent|all, $2=tag|risk|all, $3=limit.", "verification": "registered_only" }, { "key": "AGENT_TURNS_ISSUES", "description": "agent turns matching issue tags (risk, protected, file_edit, unaudited, audit_fail). $1 = tag, $2 = limit.", "verification": "registered_only" }, { "key": "AGENT_TURNS_TRACE", "description": "agent turns linked to one ledger trace_id. $1 = trace_id, $2 = limit (default 20).", "verification": "registered_only" }, { "key": "CF_AI_GATEWAY_GET_LOG_DETAILS", "description": "Get a single Log details", "verification": "registered_only" } ] }, { "id": "system-meta", "name": "System, directory, settings, and self-modification", "registered": 50, "enabled": 50, "invoked": 22, "with_registered_tests": 10, "with_current_test_pass": 1, "recorded_invocations": 678, "examples": [ { "key": "ADD_ROW", "description": "Insert a new row into the directory (tools, agents, flows).", "verification": "invoked_not_test_proven" }, { "key": "BUILDER", "description": "B1: IDENTITY", "verification": "registered_only" }, { "key": "BUILDER_ADD", "description": "append a row to builder_queue. status defaults to \"idea\", priority to 5.", "verification": "invoked_not_test_proven" }, { "key": "BUILDER_DELETE", "description": "delete a row from builder_queue. ARGS: id. [\"$1\"]", "verification": "invoked_not_test_proven" }, { "key": "BUILDER_DONE", "description": "mark id done + record proof (link/exhibit). ARGS: id|proof.", "verification": "registered_only" }, { "key": "BUILDER_LIST", "description": "return the current builder queue as JSON, sorted by priority. ARGS: optional status filter (idea|queued|in_progress|blocked|done|wont).", "verification": "invoked_not_test_proven" }, { "key": "BUILDER_NEXT", "description": "pick the single highest-priority queued item.", "verification": "registered_only" }, { "key": "BUILDER_PATCH", "description": "update one row's status/priority/title/body/blocker/proof. ARGS: id|field|value.", "verification": "registered_only" }, { "key": "CARDS", "description": "Read the STATE CARDS. One card per isolated event: the inbound message (plain text), the reply (plain text), the agent system prompt, and every tool/CLI/file/http step with its raw payload in/out — each classified. Every card has a trace id (card_id) and a content hash, and is REST-callable", "verification": "registered_only" }, { "key": "CATEGORIES", "description": "List all tool categories.", "verification": "invoked_not_test_proven" }, { "key": "DEDUP_INSERT", "description": "Insert message_id into blooio_dedup. Use ONLY from the inbound webhook handler before replying", "verification": "registered_only" }, { "key": "DEL_ROW", "description": "Delete a directory row.", "verification": "invoked_not_test_proven" } ] }, { "id": "governance-proof", "name": "Governance, security, evidence, and audit", "registered": 33, "enabled": 32, "invoked": 10, "with_registered_tests": 0, "with_current_test_pass": 0, "recorded_invocations": 193, "examples": [ { "key": "AUDIT_PROBE_ROW", "description": "audit probe row - safe to delete", "verification": "registered_only" }, { "key": "AUDIT_TEST_ROW", "description": "test\\n[\"$1\"]", "verification": "registered_only" }, { "key": "BREAKER_PROBE", "description": "Deliberately unauthenticated call that returns 401 — exercises the auth circuit breaker.", "verification": "disabled" }, { "key": "DESIGN_LAW", "description": "Discover the canonical Laws of Design Knowledge-Action Object.", "verification": "registered_only" }, { "key": "EXTRACT_CAPABILITIES", "description": "Given an R2 key from DISCOVER_SOURCE, run a Workers AI Llama call to extract a JSON array of {op, method, url_or_signature, Truncates input at 20KB. Second step of universe-to-row. $1=r2_key, $2=optional model id (default @cf/meta/llama-3.3-70b-instruct-fp8-fast)", "verification": "invoked_not_test_proven" }, { "key": "FIDELITY_RUN", "description": "Run the whole fidelity bank. $1 optional kind filter (positive | inverse | agent-route). Logs to fidelity_log. Returns JSON {run_id,total,passed,failed,duration_ms,failing}", "verification": "registered_only" }, { "key": "GOVERNOR", "description": "G0 ROLE: You are GOVERNOR — the standing build manager of miscsubjects. You do not code. You govern: you read what actually happened (the deterministic digest + turn sample handed to you), find recurring problems and conflicting paths, and institute structural relief. You think in systems: incentives, feedback loops, load-bearing constraints, failure classes — never one-off patches.", "verification": "registered_only" }, { "key": "GOVERNOR_ASK", "description": "Ask the GOVERNOR (build manager) a question. It answers from the live 24h digest + recurrence memory + charter — counts in parentheses, sized for iMessage.", "verification": "invoked_not_test_proven" }, { "key": "GOVERNOR_RUN", "description": "Run the GOVERNOR — scan the last 48h of ledger turns into a deterministic digest (error streaks, file collisions, loop states, auth lockouts, cron noise, task flow, waste), have the GOVERNOR model write the brief, email it to Cyrus, text him the verdict, ledger everything as GOVERNOR_BRIEF.", "verification": "invoked_not_test_proven" }, { "key": "LEDGER", "description": "Read your own ledger to troubleshoot: recent messages, each tool you ran with its output/error, and your reply. $1 optional = a trace_id for one message", "verification": "invoked_not_test_proven" }, { "key": "LEDGER_ERRORS", "description": "Return the most recent ledger event whose own response starts with ERR.", "verification": "registered_only" }, { "key": "NORMANDY_ASSIGNMENT", "description": "Read one reserved outside-model contribution slot: current graph snapshot, named comparison target, shared axis, already-stored limits, additive slots, and the existing voxel-batch write lane.", "verification": "registered_only" } ] }, { "id": "creative-media", "name": "Creative, images, video, and media", "registered": 13, "enabled": 13, "invoked": 2, "with_registered_tests": 0, "with_current_test_pass": 0, "recorded_invocations": 5, "examples": [ { "key": "CF_CASB_ASSETS_BY_CATEGORY_ID", "description": "Search Assets by Asset Category ID", "verification": "registered_only" }, { "key": "CF_CASB_ASSETS_BY_INTEGRATION_ID", "description": "Search Assets by Integration ID", "verification": "registered_only" }, { "key": "CF_CASB_ASSETS_LIST", "description": "Paginated list of Assets", "verification": "registered_only" }, { "key": "CF_CASB_ASSETS_SEARCH", "description": "Search Assets by keyword", "verification": "registered_only" }, { "key": "CF_CASB_ASSET_BY_ID", "description": "Search Assets by ID", "verification": "registered_only" }, { "key": "CF_CASB_ASSET_CATEGORIES_BY_TYPE", "description": "Search Asset Categories by type", "verification": "registered_only" }, { "key": "CF_CASB_ASSET_CATEGORIES_BY_VENDOR", "description": "List asset categories by vendor", "verification": "registered_only" }, { "key": "CF_CASB_ASSET_CATEGORIES_BY_VENDOR_AND_TYPE", "description": "Search Asset Categories by vendor and type", "verification": "registered_only" }, { "key": "CF_CASB_ASSET_CATEGORIES_LIST", "description": "List Asset Categories", "verification": "registered_only" }, { "key": "CREATIVE_GENERATE", "description": "Generate one explicitly owner-requested image/video version while preserving its exact payload, raw response, channel, R2 result, and parent lineage in creative_runs.", "verification": "registered_only" }, { "key": "DELIVER_PENDING_ASSETS", "description": "Trigger the durable Workflow that drains pending_deliveries. Equivalent to the old /api/deliver heartbeat but with native retries and observability.", "verification": "invoked_not_test_proven" }, { "key": "LOG_ASSET", "description": "File an image into the asset library. Returns asset id", "verification": "registered_only" } ] } ], "turn_archaeology": { "summary": { "total": 6549, "agents": 48, "sessions": 383, "file_changing_turns": 2045, "tool_using_turns": 4395, "first_turn": "2026-05-09T23:55:37.778Z", "latest_turn": "2026-07-22T12:01:33.911Z" }, "agent_activity": [ { "agent": "claude", "turns": 3171, "sessions": 154, "file_changing_turns": 1397, "latest_turn": "2026-07-22T10:51:44.671Z" }, { "agent": "grok", "turns": 1805, "sessions": 44, "file_changing_turns": 454, "latest_turn": "2026-07-16T23:08:10-07:00" }, { "agent": "kimi", "turns": 899, "sessions": 112, "file_changing_turns": 137, "latest_turn": "2026-07-22T12:01:33.911Z" }, { "agent": "codex", "turns": 470, "sessions": 58, "file_changing_turns": 57, "latest_turn": "2026-07-22T03:00:56.767Z" }, { "agent": "spawn", "turns": 52, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:10:39-07:00" }, { "agent": "kimi-desktop", "turns": 32, "sessions": 3, "file_changing_turns": 0, "latest_turn": "2026-07-05T19:26:02-07:00" }, { "agent": "git", "turns": 16, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:35:26-07:00" }, { "agent": "wrangler", "turns": 16, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-22T03:07:52-07:00" }, { "agent": "gemini", "turns": 15, "sessions": 10, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:34:50-07:00" }, { "agent": "node", "turns": 10, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:32:18-07:00" }, { "agent": "gh", "turns": 9, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-17T22:05:52-07:00" }, { "agent": "cli-group", "turns": 8, "sessions": 8, "file_changing_turns": 0, "latest_turn": "2026-07-06T21:15:56-07:00" }, { "agent": "test", "turns": 4, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-01T12:08:58.607Z" }, { "agent": "pandoc", "turns": 3, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-17T22:03:56-07:00" }, { "agent": "reflex", "turns": 3, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T10:36:40-07:00" }, { "agent": "goose", "turns": 2, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:19:59-07:00" }, { "agent": "python", "turns": 2, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:59:16-07:00" }, { "agent": "rg", "turns": 2, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:39:25-07:00" }, { "agent": "aider", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:11:47-07:00" }, { "agent": "aws", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:50:40-07:00" }, { "agent": "brew", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:32:22-07:00" }, { "agent": "bun", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:31:43-07:00" }, { "agent": "clasp", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:48:26-07:00" }, { "agent": "copilot", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:34:06-07:00" }, { "agent": "curl-local", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:33:23-07:00" }, { "agent": "deno", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:37:44-07:00" }, { "agent": "docker", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:12:27-07:00" }, { "agent": "fd", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:03:59-07:00" }, { "agent": "ffmpeg", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:52:21-07:00" }, { "agent": "gcloud", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:28:32-07:00" }, { "agent": "graphviz", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:33:21-07:00" }, { "agent": "grok-sa", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:31:39-07:00" }, { "agent": "group", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T10:48:38-07:00" }, { "agent": "httpie", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:58:51-07:00" }, { "agent": "interpreter", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:09:33-07:00" }, { "agent": "jq", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:26:22-07:00" }, { "agent": "kimi-work", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-01T11:33:04Z" }, { "agent": "kubectl", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:24:03-07:00" }, { "agent": "magick", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:14:18-07:00" }, { "agent": "npm", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T10:54:30-07:00" }, { "agent": "openhands", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T10:36:57-07:00" }, { "agent": "plandex", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T16:22:56-07:00" }, { "agent": "pnpm", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:22:32-07:00" }, { "agent": "psql", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T14:59:50-07:00" }, { "agent": "sqlite", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:21:01-07:00" }, { "agent": "terraform", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:34:57-07:00" }, { "agent": "typst", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T15:38:46-07:00" }, { "agent": "yt-dlp", "turns": 1, "sessions": 0, "file_changing_turns": 0, "latest_turn": "2026-07-16T13:34:59-07:00" } ], "daily_activity": [ { "day": "2026-05-09", "turns": 1, "file_changing_turns": 0 }, { "day": "2026-05-10", "turns": 25, "file_changing_turns": 1 }, { "day": "2026-05-11", "turns": 96, "file_changing_turns": 33 }, { "day": "2026-05-12", "turns": 8, "file_changing_turns": 7 }, { "day": "2026-05-14", "turns": 1, "file_changing_turns": 0 }, { "day": "2026-05-19", "turns": 104, "file_changing_turns": 0 }, { "day": "2026-05-20", "turns": 23, "file_changing_turns": 2 }, { "day": "2026-05-22", "turns": 5, "file_changing_turns": 0 }, { "day": "2026-05-28", "turns": 20, "file_changing_turns": 3 }, { "day": "2026-05-29", "turns": 57, "file_changing_turns": 32 }, { "day": "2026-05-31", "turns": 118, "file_changing_turns": 50 }, { "day": "2026-06-01", "turns": 79, "file_changing_turns": 30 }, { "day": "2026-06-02", "turns": 105, "file_changing_turns": 37 }, { "day": "2026-06-03", "turns": 59, "file_changing_turns": 33 }, { "day": "2026-06-04", "turns": 64, "file_changing_turns": 14 }, { "day": "2026-06-05", "turns": 194, "file_changing_turns": 55 }, { "day": "2026-06-09", "turns": 17, "file_changing_turns": 12 }, { "day": "2026-06-10", "turns": 16, "file_changing_turns": 11 }, { "day": "2026-06-11", "turns": 109, "file_changing_turns": 38 }, { "day": "2026-06-12", "turns": 93, "file_changing_turns": 39 }, { "day": "2026-06-13", "turns": 85, "file_changing_turns": 46 }, { "day": "2026-06-14", "turns": 190, "file_changing_turns": 42 }, { "day": "2026-06-15", "turns": 221, "file_changing_turns": 51 }, { "day": "2026-06-16", "turns": 43, "file_changing_turns": 17 }, { "day": "2026-06-17", "turns": 64, "file_changing_turns": 25 }, { "day": "2026-06-18", "turns": 209, "file_changing_turns": 113 }, { "day": "2026-06-19", "turns": 20, "file_changing_turns": 13 }, { "day": "2026-06-20", "turns": 105, "file_changing_turns": 64 }, { "day": "2026-06-21", "turns": 230, "file_changing_turns": 103 }, { "day": "2026-06-22", "turns": 68, "file_changing_turns": 33 }, { "day": "2026-06-23", "turns": 61, "file_changing_turns": 19 }, { "day": "2026-06-25", "turns": 4, "file_changing_turns": 0 }, { "day": "2026-06-29", "turns": 601, "file_changing_turns": 289 }, { "day": "2026-06-30", "turns": 234, "file_changing_turns": 40 }, { "day": "2026-07-01", "turns": 712, "file_changing_turns": 162 }, { "day": "2026-07-02", "turns": 103, "file_changing_turns": 40 }, { "day": "2026-07-03", "turns": 61, "file_changing_turns": 34 }, { "day": "2026-07-04", "turns": 35, "file_changing_turns": 3 }, { "day": "2026-07-05", "turns": 914, "file_changing_turns": 246 }, { "day": "2026-07-06", "turns": 142, "file_changing_turns": 35 }, { "day": "2026-07-07", "turns": 48, "file_changing_turns": 13 }, { "day": "2026-07-08", "turns": 45, "file_changing_turns": 4 }, { "day": "2026-07-09", "turns": 39, "file_changing_turns": 3 }, { "day": "2026-07-10", "turns": 114, "file_changing_turns": 1 }, { "day": "2026-07-11", "turns": 55, "file_changing_turns": 11 }, { "day": "2026-07-12", "turns": 205, "file_changing_turns": 80 }, { "day": "2026-07-13", "turns": 4, "file_changing_turns": 0 }, { "day": "2026-07-14", "turns": 73, "file_changing_turns": 18 }, { "day": "2026-07-15", "turns": 122, "file_changing_turns": 18 }, { "day": "2026-07-16", "turns": 144, "file_changing_turns": 20 }, { "day": "2026-07-17", "turns": 109, "file_changing_turns": 25 }, { "day": "2026-07-18", "turns": 112, "file_changing_turns": 29 }, { "day": "2026-07-19", "turns": 15, "file_changing_turns": 3 }, { "day": "2026-07-20", "turns": 3, "file_changing_turns": 0 }, { "day": "2026-07-21", "turns": 68, "file_changing_turns": 24 }, { "day": "2026-07-22", "turns": 97, "file_changing_turns": 24 } ], "changed_files": { "unique_in_top_100": 95, "top": [ { "file": "functions/api/dispatch.js", "turns": 371, "last_changed": "2026-07-22T10:30:50.078Z" }, { "file": "STATE.md", "turns": 210, "last_changed": "2026-07-05T19:32:47-07:00" }, { "file": "functions/api/protocol/[[path]].js", "turns": 147, "last_changed": "2026-07-16T20:10:39-07:00" }, { "file": "functions/a/[slug].js", "turns": 114, "last_changed": "2026-07-22T11:07:36.175Z" }, { "file": "functions/_lib/object_contract.js", "turns": 114, "last_changed": "2026-07-16T14:50:19-07:00" }, { "file": "functions/api/articles/[[path]].js", "turns": 94, "last_changed": "2026-07-16T19:29:50-07:00" }, { "file": "functions/blooio.js", "turns": 92, "last_changed": "2026-07-06T21:45:12-07:00" }, { "file": "functions/admin/ledger/index.js", "turns": 89, "last_changed": "2026-07-22T06:44:01.525Z" }, { "file": "functions/_lib/unified_handoff.js", "turns": 72, "last_changed": "2026-07-22T10:30:50.078Z" }, { "file": "[external]/memory/MEMORY.md", "turns": 65, "last_changed": "2026-07-22T06:34:07.170Z" }, { "file": "[external]/memory/MEMORY.md", "turns": 63, "last_changed": "2026-07-08T00:14:01.638Z" }, { "file": "functions/_lib/oip_articles.js", "turns": 56, "last_changed": "2026-07-15T14:23:14-07:00" }, { "file": "functions/admin/_layout.js", "turns": 54, "last_changed": "2026-07-22T06:44:01.525Z" }, { "file": "functions/_lib/webhook_intake.js", "turns": 51, "last_changed": "2026-07-06T21:45:12-07:00" }, { "file": "prompts/ROUTER.md", "turns": 48, "last_changed": "2026-07-05T19:27:37-07:00" }, { "file": "public/index.html", "turns": 45, "last_changed": "2026-07-18T04:16:09-07:00" }, { "file": "workers/sibling/src/index.js", "turns": 44, "last_changed": "2026-07-15T14:51:50-07:00" }, { "file": "functions/_middleware.js", "turns": 43, "last_changed": "2026-07-21T15:53:25-07:00" }, { "file": "[external]/.claude/CLAUDE.md", "turns": 35, "last_changed": "2026-07-22T10:30:50.078Z" }, { "file": "operator-console/Code.js", "turns": 34, "last_changed": "2026-07-11T22:07:08.207Z" }, { "file": "[external]/src/index.ts", "turns": 33, "last_changed": "2026-06-05T22:27:49.088Z" }, { "file": "functions/api/selftest.js", "turns": 32, "last_changed": "2026-07-07T03:12:46.708Z" }, { "file": "AGENTS.md", "turns": 31, "last_changed": "2026-07-22T12:01:33.911Z" }, { "file": "[external]/kernel-build/runjson.js", "turns": 28, "last_changed": "2026-05-12T06:05:16.816Z" }, { "file": "[external]/src/index.ts", "turns": 27, "last_changed": "2026-06-05T22:55:11.228Z" }, { "file": "functions/_lib/graph_grow_queue.js", "turns": 26, "last_changed": "2026-07-01T08:13:11.000Z" }, { "file": "[external]/rules/cyrus-agent-rules.md", "turns": 26, "last_changed": "2026-07-05T19:27:46-07:00" }, { "file": "functions/admin/directory/index.js", "turns": 25, "last_changed": "2026-07-21T23:07:23.241Z" }, { "file": "functions/_lib/admin_session.js", "turns": 25, "last_changed": "2026-07-15T14:23:14-07:00" }, { "file": "functions/_lib/card_builder.js", "turns": 24, "last_changed": "2026-07-21T15:53:26-07:00" }, { "file": "functions/api/tasks/[[path]].js", "turns": 23, "last_changed": "2026-07-05T21:38:25-07:00" }, { "file": "functions/_lib/self_explain.js", "turns": 23, "last_changed": "2026-07-08T19:38:01.812Z" }, { "file": "functions/_lib/article_bundle.js", "turns": 23, "last_changed": "2026-07-16T15:39:56-07:00" }, { "file": "[external]/public/index.html", "turns": 23, "last_changed": "2026-06-05T22:51:56.184Z" }, { "file": "functions/graph/index.js", "turns": 22, "last_changed": "2026-07-17T19:27:33-07:00" }, { "file": "functions/_lib/ledger_card_widgets.js", "turns": 22, "last_changed": "2026-07-21T15:53:26-07:00" }, { "file": "functions/_lib/article_prose.js", "turns": 22, "last_changed": "2026-06-29T21:34:53.000Z" }, { "file": "operator-console/STATE.md", "turns": 21, "last_changed": "2026-06-18T10:16:22.934Z" }, { "file": "HANDOFF.md", "turns": 20, "last_changed": "2026-06-29T22:11:32.000Z" }, { "file": "[external]/api-worker/wrangler.jsonc", "turns": 20, "last_changed": "2026-06-05T22:55:11.228Z" }, { "file": "[external]/kernel-build/HANDOFF.md", "turns": 20, "last_changed": "2026-05-11T22:24:57.573Z" }, { "file": "functions/api/directory/[key].js", "turns": 19, "last_changed": "2026-07-21T23:07:23.241Z" }, { "file": "functions/admin/agents.js", "turns": 18, "last_changed": "2026-07-01T10:21:18.977Z" }, { "file": "functions/_lib/oip_conformance.js", "turns": 18, "last_changed": "2026-07-16T15:07:18-07:00" }, { "file": "hooks/cli-agent-spawn.sh", "turns": 17, "last_changed": "2026-07-01T10:21:18.977Z" }, { "file": "README.md", "turns": 17, "last_changed": "2026-06-29T22:11:32.000Z" }, { "file": "[external]/src/index.ts", "turns": 17, "last_changed": "2026-06-03T06:35:13.061Z" }, { "file": "[external]/AGENTS.md", "turns": 16, "last_changed": "2026-07-10T18:09:13.781Z" }, { "file": "scripts/resolve.mjs", "turns": 16, "last_changed": "2026-07-05T19:31:38-07:00" }, { "file": "functions/_lib/meta_leads.js", "turns": 16, "last_changed": "2026-06-29T23:27:01.000Z" }, { "file": "functions/_lib/ledger_durability.js", "turns": 16, "last_changed": "2026-06-29T17:03:57.000Z" }, { "file": ".claude/skills/build-ops/SKILL.md", "turns": 16, "last_changed": "2026-07-21T23:07:23.241Z" }, { "file": "[external]/loop-data-platform/README.md", "turns": 16, "last_changed": "2026-06-04T19:46:38.394Z" }, { "file": "[external]/memory/project_lead_loop.md", "turns": 16, "last_changed": "2026-07-12T12:44:33-07:00" }, { "file": "functions/admin/selftest.js", "turns": 15, "last_changed": "2026-07-06T19:58:56-07:00" }, { "file": "[external]/loop-data-platform/STATE.md", "turns": 15, "last_changed": "2026-06-04T18:56:35.850Z" }, { "file": "[external]/arc-1KxB/webapp.js", "turns": 14, "last_changed": "2026-05-29T21:19:34.791Z" }, { "file": "wrangler.toml", "turns": 14, "last_changed": "2026-07-08T19:38:01.812Z" }, { "file": "scripts/meta_bulk_gen.mjs", "turns": 14, "last_changed": "2026-07-05T19:27:46-07:00" }, { "file": "public/graph.html", "turns": 14, "last_changed": "2026-06-29T12:18:23.000Z" }, { "file": "functions/api/directory/index.js", "turns": 14, "last_changed": "2026-06-30T20:16:06.000Z" }, { "file": "functions/api/cc_log.js", "turns": 14, "last_changed": "2026-06-29T05:06:19.000Z" }, { "file": "functions/_lib/governor.js", "turns": 14, "last_changed": "2026-07-05T19:33:33-07:00" }, { "file": "functions/_lib/cli_agent_spawn.js", "turns": 14, "last_changed": "2026-07-05T19:33:17-07:00" }, { "file": "functions/_lib/agent_turn_log.js", "turns": 14, "last_changed": "2026-07-21T15:53:25-07:00" }, { "file": "[external]/cyrusmassoumi/CLAUDE.md", "turns": 14, "last_changed": "2026-05-29T21:19:34.791Z" }, { "file": "functions/api/articles/articles.test.mjs", "turns": 13, "last_changed": "2026-06-29T08:47:00.250Z" }, { "file": "functions/admin/directory/[key].js", "turns": 13, "last_changed": "2026-06-17T04:54:10.734Z" }, { "file": "functions/admin/cc.js", "turns": 13, "last_changed": "2026-06-30T23:52:11.000Z" }, { "file": "docs/OIP.md", "turns": 13, "last_changed": "2026-07-05T19:32:45-07:00" }, { "file": "audit-fixes/functions/api/dispatch.js", "turns": 13, "last_changed": "2026-07-05T12:30:58-07:00" }, { "file": "[external]/scratchpad/widgets_v2.html", "turns": 12, "last_changed": "2026-06-21T09:00:54.092Z" }, { "file": "workers/sibling/wrangler.toml", "turns": 12, "last_changed": "2026-07-05T19:26:36-07:00" }, { "file": "test_articles_api.py", "turns": 12, "last_changed": "2026-07-05T19:31:17-07:00" }, { "file": "functions/admin/seed.js", "turns": 12, "last_changed": "2026-06-21T00:48:59.785Z" }, { "file": "functions/_lib/voxel_graph.js", "turns": 12, "last_changed": "2026-07-16T15:39:56-07:00" }, { "file": "functions/_lib/invocation_log.js", "turns": 12, "last_changed": "2026-07-12T22:29:10-07:00" }, { "file": "apps-script-osxx/scripts.js", "turns": 12, "last_changed": "2026-06-15T22:25:04.222Z" }, { "file": "apps-script-osxx/drive_sync.js", "turns": 12, "last_changed": "2026-06-15T22:33:03.998Z" }, { "file": "API_QUICKMAP.md", "turns": 12, "last_changed": "2026-07-05T12:34:54-07:00" }, { "file": "[external]/src/env.ts", "turns": 12, "last_changed": "2026-06-05T22:55:11.228Z" }, { "file": "[external]/src/index.ts", "turns": 12, "last_changed": "2026-06-02T06:51:23.800Z" }, { "file": "[external]/memory/feedback_intern_draft_to_inbox.md", "turns": 12, "last_changed": "2026-07-12T13:42:18-07:00" }, { "file": "[external]/.claude/cc-turn-log.js", "turns": 12, "last_changed": "2026-06-18T20:01:19.675Z" }, { "file": "functions/_lib/widgets/rail-platform.js", "turns": 11, "last_changed": "2026-07-05T19:32:48-07:00" }, { "file": "[external]/kernel-build/STATE.md", "turns": 11, "last_changed": "2026-06-04T22:57:53.098Z" }, { "file": "[external]/.claude/settings.json", "turns": 11, "last_changed": "2026-07-21T21:36:03.104Z" }, { "file": "workers/mcp-server/src/index.ts", "turns": 10, "last_changed": "2026-07-05T19:32:04-07:00" }, { "file": "scripts/queue_enrich_pipeline.mjs", "turns": 10, "last_changed": "2026-06-29T21:34:53.000Z" }, { "file": "public/success.html", "turns": 10, "last_changed": "2026-06-05T03:27:23.530Z" }, { "file": "functions/oip.js", "turns": 10, "last_changed": "2026-07-05T19:32:57-07:00" }, { "file": "functions/api/invocations.js", "turns": 10, "last_changed": "2026-07-12T22:29:10-07:00" }, { "file": "functions/admin/index.js", "turns": 10, "last_changed": "2026-07-03T03:58:01.040Z" }, { "file": "functions/_lib/github_loop.js", "turns": 10, "last_changed": "2026-07-05T19:33:09-07:00" }, { "file": "functions/_lib/fn_runners.js", "turns": 10, "last_changed": "2026-07-21T21:53:50.093Z" }, { "file": "functions/_lib/article_seo.js", "turns": 10, "last_changed": "2026-07-22T07:50:34.910Z" }, { "file": "functions/_lib/article_ontology.js", "turns": 10, "last_changed": "2026-06-29T16:44:32.000Z" }, { "file": "apps-script/Code.gs", "turns": 10, "last_changed": "2026-07-05T19:27:41-07:00" }, { "file": "[external]/src/index.ts", "turns": 10, "last_changed": "2026-07-21T15:53:25-07:00" }, { "file": "[external]/memory/feedback_terse_operational_output.md", "turns": 10, "last_changed": "2026-07-12T10:25:34-07:00" } ], "privacy": "Only aggregate counts and sanitized paths are public. Raw owner prompts and turn bodies are excluded from this atlas." } }, "evidence_boundaries": [ "Directory registration proves that a current contract exists, not that it works.", "Invocation history proves recorded use, not successful external consequence.", "A passed directory test proves only the behavior asserted by that test.", "Turn and file-change counts prove accumulated work history, not distinct feature count or quality.", "Raw private owner prompts, credentials, auth fields, and capability bodies are excluded." ], "top_capabilities_by_recorded_use": [ { "key": "PROTOCOL_RUN", "type": "fn", "domain": "knowledge-content", "category": "protocol", "description": "Run one protocol tick for a role. $1=role (writer|reviewer|source_hunt|oip-review|writer-queue|...). Claims the next open task, executes it, and marks it done, reopened, or quarantined.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-07 03:24:45", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 58934, "material_invocations": 22339, "invoking_actors": 518, "last_invoked": "2026-07-14T20:32:00-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/PROTOCOL_RUN", "contract": "https://miscsubjects.com/api/directory/PROTOCOL_RUN", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=PROTOCOL_RUN" }, "search_text": "protocol_run fn knowledge-content protocol run one protocol tick for a role. $1=role (writer|reviewer|source_hunt|oip-review|writer-queue|...). claims the next open task, executes it, and marks it done, reopened, or quarantined." }, { "key": "AUTOMATE_RUN_DUE", "type": "fn", "domain": "automation-work", "category": "automation", "description": "Fire every enabled automation whose interval has elapsed; ledger a receipt for each. Called by the cron each tick; safe to call manually.", "enabled": true, "planner_visible": false, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-02 01:19:09", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 29363, "material_invocations": 29359, "invoking_actors": 2, "last_invoked": "2026-07-22T16:04:09-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/AUTOMATE_RUN_DUE", "contract": "https://miscsubjects.com/api/directory/AUTOMATE_RUN_DUE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=AUTOMATE_RUN_DUE" }, "search_text": "automate_run_due fn automation-work automation fire every enabled automation whose interval has elapsed; ledger a receipt for each. called by the cron each tick; safe to call manually." }, { "key": "TODO_RUN", "type": "fn", "domain": "automation-work", "category": "uncategorized", "description": "Run the next open task in the build to-do (tasks table) through the ROUTER. $1=mode; pass force to run on-demand. Cron calls it every 5 min, gated by KV todo_autorun", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-06-15T05:50:52.138Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 25059, "material_invocations": 25057, "invoking_actors": 1, "last_invoked": "2026-07-22T16:04:10-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/TODO_RUN", "contract": "https://miscsubjects.com/api/directory/TODO_RUN", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=TODO_RUN" }, "search_text": "todo_run fn automation-work run the next open task in the build to-do (tasks table) through the router. $1=mode; pass force to run on-demand. cron calls it every 5 min, gated by kv todo_autorun" }, { "key": "WORK_FEED", "type": "fn", "domain": "automation-work", "category": "work", "description": "The shared work thread. THE FIRST THING ANY MODEL OR TOKEN-HOLDER READS. Aggregates the top priority, open tasks, open GitHub issues, the lead pipeline, and the recent model thread into one ranked view.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-06 06:52:23", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 7461, "material_invocations": 7460, "invoking_actors": 15, "last_invoked": "2026-07-17T04:39:52-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/WORK_FEED", "contract": "https://miscsubjects.com/api/directory/WORK_FEED", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=WORK_FEED" }, "search_text": "work_feed fn automation-work work the shared work thread. the first thing any model or token-holder reads. aggregates the top priority, open tasks, open github issues, the lead pipeline, and the recent model thread into one ranked view." }, { "key": "OIP_ARTICLE_REVIEW", "type": "fn", "domain": "knowledge-content", "category": "protocol", "description": "Run one OIP article loop tick. Claims the next tasks.source=oip-review row and routes it: oip-review scores machine JSON clarity + English clarity with a fresh model; oip-write has a model write a missing OIP article; oip-revise has a model rewrite a failing article as a new append-only version. Every step lands in the ledger.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-02 23:27:57", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 6009, "material_invocations": 228, "invoking_actors": 6, "last_invoked": "2026-07-17T04:02:15-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/OIP_ARTICLE_REVIEW", "contract": "https://miscsubjects.com/api/directory/OIP_ARTICLE_REVIEW", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=OIP_ARTICLE_REVIEW" }, "search_text": "oip_article_review fn knowledge-content protocol run one oip article loop tick. claims the next tasks.source=oip-review row and routes it: oip-review scores machine json clarity + english clarity with a fresh model; oip-write has a model write a missing oip article; oip-revise has a model rewrite a failing article as a new append-only version. every step lands in the ledger." }, { "key": "D1_QUERY", "type": "fn", "domain": "cloud-data", "category": "d1", "description": "Run a SELECT query on the D1 database.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-06T03:00:19.290Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 3242, "material_invocations": 3206, "invoking_actors": 4, "last_invoked": "2026-07-22T15:09:35-07:00", "registered_tests": 2, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/D1_QUERY", "contract": "https://miscsubjects.com/api/directory/D1_QUERY", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=D1_QUERY" }, "search_text": "d1_query fn cloud-data d1 run a select query on the d1 database." }, { "key": "NOW", "type": "fn", "domain": "other", "category": "time", "description": "Return the current time from the build clock in Pacific time (America/Los_Angeles).", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-03 04:27:41", "contract": { "has_what": false, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 3118, "material_invocations": 3118, "invoking_actors": 477, "last_invoked": "2026-07-22T12:27:19-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/NOW", "contract": "https://miscsubjects.com/api/directory/NOW", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=NOW" }, "search_text": "now fn other time return the current time from the build clock in pacific time (america/los_angeles)." }, { "key": "LEDGER_EXEC", "type": "fn", "domain": "cloud-data", "category": "d1", "description": "Run a non-SELECT D1 query against the LEDGER database (loop-shared-events). INSERT/UPDATE/DELETE only.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:41:33", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 1936, "material_invocations": 1544, "invoking_actors": 1, "last_invoked": "2026-07-22T15:26:57-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEDGER_EXEC", "contract": "https://miscsubjects.com/api/directory/LEDGER_EXEC", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEDGER_EXEC" }, "search_text": "ledger_exec fn cloud-data d1 run a non-select d1 query against the ledger database (loop-shared-events). insert/update/delete only." }, { "key": "ISSUE_SWEEP", "type": "fn", "domain": "automation-work", "category": "automation", "description": "Autonomous issue closer. Scans open issues and closes safe categories.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-03T07:23:40.887Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 1804, "material_invocations": 1794, "invoking_actors": 1, "last_invoked": "2026-07-16T16:46:29-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ISSUE_SWEEP", "contract": "https://miscsubjects.com/api/directory/ISSUE_SWEEP", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ISSUE_SWEEP" }, "search_text": "issue_sweep fn automation-work automation autonomous issue closer. scans open issues and closes safe categories." }, { "key": "PROTOCOL_WRITE", "type": "fn", "domain": "knowledge-content", "category": "system", "description": "Create, revise, or enrich an article via /api/protocol/write, /api/protocol/revise, or /api/protocol/populate.", "enabled": true, "planner_visible": false, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:41:33", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 1339, "material_invocations": 1184, "invoking_actors": 443, "last_invoked": "2026-07-21T21:52:24-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/PROTOCOL_WRITE", "contract": "https://miscsubjects.com/api/directory/PROTOCOL_WRITE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=PROTOCOL_WRITE" }, "search_text": "protocol_write fn knowledge-content system create, revise, or enrich an article via /api/protocol/write, /api/protocol/revise, or /api/protocol/populate." }, { "key": "SEND_BY_CHANNEL", "type": "fn", "domain": "communications", "category": "channel", "description": "Text Cyrus (or anyone) — the ONE way to send a message. $1=channel (use \"blooio\" to text Cyrus), $2=recipient (+14155480666 is Cyrus), $3=the message text.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:21:18", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 1234, "material_invocations": 1229, "invoking_actors": 12, "last_invoked": "2026-07-21T17:53:04-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/SEND_BY_CHANNEL", "contract": "https://miscsubjects.com/api/directory/SEND_BY_CHANNEL", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=SEND_BY_CHANNEL" }, "search_text": "send_by_channel fn communications channel text cyrus (or anyone) — the one way to send a message. $1=channel (use \"blooio\" to text cyrus), $2=recipient (+14155480666 is cyrus), $3=the message text." }, { "key": "LEADS_ENRICH_BATCH", "type": "fn", "domain": "growth", "category": "biz-dev", "description": "Enrich the next batch of un-enriched leads in one call (finds emails + context). Bounded so it never fails; call repeatedly to work through the queue.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-06 05:49:39", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 647, "material_invocations": 647, "invoking_actors": 1, "last_invoked": "2026-07-16T16:48:29-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEADS_ENRICH_BATCH", "contract": "https://miscsubjects.com/api/directory/LEADS_ENRICH_BATCH", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEADS_ENRICH_BATCH" }, "search_text": "leads_enrich_batch fn growth biz-dev enrich the next batch of un-enriched leads in one call (finds emails + context). bounded so it never fails; call repeatedly to work through the queue." }, { "key": "FILE_CLAIM", "type": "fn", "domain": "knowledge-content", "category": "governance", "description": "Advisory write-locks so coding agents stop double-editing the same file. KV-backed, TTL auto-expires.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-03 05:58:44", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 578, "material_invocations": 574, "invoking_actors": 5, "last_invoked": "2026-07-18T03:52:56-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/FILE_CLAIM", "contract": "https://miscsubjects.com/api/directory/FILE_CLAIM", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=FILE_CLAIM" }, "search_text": "file_claim fn knowledge-content governance advisory write-locks so coding agents stop double-editing the same file. kv-backed, ttl auto-expires." }, { "key": "BUILDER_LIST", "type": "fn", "domain": "system-meta", "category": "builder", "description": "return the current builder queue as JSON, sorted by priority. ARGS: optional status filter (idea|queued|in_progress|blocked|done|wont).", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-06-12 18:36:48", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 348, "material_invocations": 348, "invoking_actors": 4, "last_invoked": "2026-07-22T15:43:52-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/BUILDER_LIST", "contract": "https://miscsubjects.com/api/directory/BUILDER_LIST", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=BUILDER_LIST" }, "search_text": "builder_list fn system-meta builder return the current builder queue as json, sorted by priority. args: optional status filter (idea|queued|in_progress|blocked|done|wont)." }, { "key": "LEDGER_QUERY", "type": "fn", "domain": "cloud-data", "category": "d1", "description": "Raw SELECT against the LEDGER D1 binding (loop-shared-events.events table). $1=SQL, rest = bind params. Returns JSON array of result rows", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-12 07:22:17", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 328, "material_invocations": 320, "invoking_actors": 3, "last_invoked": "2026-07-22T15:09:23-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEDGER_QUERY", "contract": "https://miscsubjects.com/api/directory/LEDGER_QUERY", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEDGER_QUERY" }, "search_text": "ledger_query fn cloud-data d1 raw select against the ledger d1 binding (loop-shared-events.events table). $1=sql, rest = bind params. returns json array of result rows" }, { "key": "OIP_ENUMERATE", "type": "fn", "domain": "knowledge-content", "category": "content", "description": "P0 inventory loop for the philosophy corpus — Grok (web search on) enumerates every thinker, school, or academic paper material to the OIP/GRAIN synthesis that the pipeline does not already hold, inserts the new items with grounding context, and queues their write tasks. Call repeatedly until it returns none: that is \"ask again until done\".", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-07 06:39:37", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 324, "material_invocations": 324, "invoking_actors": 4, "last_invoked": "2026-07-16T16:14:55-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/OIP_ENUMERATE", "contract": "https://miscsubjects.com/api/directory/OIP_ENUMERATE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=OIP_ENUMERATE" }, "search_text": "oip_enumerate fn knowledge-content content p0 inventory loop for the philosophy corpus — grok (web search on) enumerates every thinker, school, or academic paper material to the oip/grain synthesis that the pipeline does not already hold, inserts the new items with grounding context, and queues their write tasks. call repeatedly until it returns none: that is \"ask again until done\"." }, { "key": "ARCADS_GENERATE", "type": "fn", "domain": "growth", "category": "arcads", "description": "Generate an ad image via ArcAds, poll to completion, store to R2, return a stable link", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-10 05:44:41", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 278, "material_invocations": 250, "invoking_actors": 6, "last_invoked": "2026-07-17T22:01:15-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARCADS_GENERATE", "contract": "https://miscsubjects.com/api/directory/ARCADS_GENERATE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARCADS_GENERATE" }, "search_text": "arcads_generate fn growth arcads generate an ad image via arcads, poll to completion, store to r2, return a stable link" }, { "key": "LEADS_VERIFY_MX", "type": "fn", "domain": "growth", "category": "biz-dev", "description": "Verify whether the email domain publishes MX records using DNS-over-HTTPS. Tags mx:ok or mx:none. This verifies the domain, not the individual mailbox.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-12 20:02:19", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 247, "material_invocations": 247, "invoking_actors": 1, "last_invoked": "2026-07-22T15:22:11-07:00", "registered_tests": 2, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEADS_VERIFY_MX", "contract": "https://miscsubjects.com/api/directory/LEADS_VERIFY_MX", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEADS_VERIFY_MX" }, "search_text": "leads_verify_mx fn growth biz-dev verify whether the email domain publishes mx records using dns-over-https. tags mx:ok or mx:none. this verifies the domain, not the individual mailbox." }, { "key": "ARCADS_ROUTES", "type": "http", "domain": "growth", "category": "arcads", "description": "ArcAds HTTP unified entrypoint", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-11 19:07:31", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 229, "material_invocations": 167, "invoking_actors": 2, "last_invoked": "2026-07-17T04:26:17-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARCADS_ROUTES", "contract": "https://miscsubjects.com/api/directory/ARCADS_ROUTES", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARCADS_ROUTES" }, "search_text": "arcads_routes http growth arcads arcads http unified entrypoint" }, { "key": "XAI_CHAT", "type": "agent", "domain": "other", "category": "agent", "description": "CHAT1: You are a chat model passthrough. Answer literally. No preamble.", "enabled": true, "planner_visible": false, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-11 19:07:31", "contract": { "has_what": false, "has_args": false, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 218, "material_invocations": 217, "invoking_actors": 2, "last_invoked": "2026-07-22T15:43:13-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/XAI_CHAT", "contract": "https://miscsubjects.com/api/directory/XAI_CHAT", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=XAI_CHAT" }, "search_text": "xai_chat agent other agent chat1: you are a chat model passthrough. answer literally. no preamble." }, { "key": "SEND_IMAGE_BLOOIO", "type": "http", "domain": "communications", "category": "blooio", "description": "Send a message with an image to a Blooio chat (phone or group id)", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:21:18", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 209, "material_invocations": 207, "invoking_actors": 0, "last_invoked": "2026-07-12T12:15:28-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/SEND_IMAGE_BLOOIO", "contract": "https://miscsubjects.com/api/directory/SEND_IMAGE_BLOOIO", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=SEND_IMAGE_BLOOIO" }, "search_text": "send_image_blooio http communications blooio send a message with an image to a blooio chat (phone or group id)" }, { "key": "LEADS_SCORE_AI", "type": "fn", "domain": "growth", "category": "biz-dev", "description": "AI ICP scoring — one Grok (grok-4.3) call scores a batch of enriched leads 0-100 on real wholesale/white-label peptide buying fit, grounded in OUTREACH_DOSSIER. Writes score + an icp: note (buyer type, volume guess, concrete reason) so LEADS_LIST ranks by commercial fit instead of has-a-website.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-12 02:14:43", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 205, "material_invocations": 106, "invoking_actors": 1, "last_invoked": "2026-07-16T16:41:29-07:00", "registered_tests": 2, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEADS_SCORE_AI", "contract": "https://miscsubjects.com/api/directory/LEADS_SCORE_AI", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEADS_SCORE_AI" }, "search_text": "leads_score_ai fn growth biz-dev ai icp scoring — one grok (grok-4.3) call scores a batch of enriched leads 0-100 on real wholesale/white-label peptide buying fit, grounded in outreach_dossier. writes score + an icp: note (buyer type, volume guess, concrete reason) so leads_list ranks by commercial fit instead of has-a-website." }, { "key": "GEN_DUAL", "type": "fn", "domain": "other", "category": "openai", "description": "Generate with BOTH OpenAI gpt-image-1.5 and Grok Imagine; store both to R2; return both links. If reference_url is given, both EDIT it", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-10 04:53:10", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 193, "material_invocations": 46, "invoking_actors": 1, "last_invoked": "2026-07-07T16:50:25-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/GEN_DUAL", "contract": "https://miscsubjects.com/api/directory/GEN_DUAL", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=GEN_DUAL" }, "search_text": "gen_dual fn other openai generate with both openai gpt-image-1.5 and grok imagine; store both to r2; return both links. if reference_url is given, both edit it" }, { "key": "X_POST", "type": "fn", "domain": "growth", "category": "uncategorized", "description": "Publish one exact plain-text post to X as @CannibalCapital through OAuth user context.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-17 06:58:41", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 188, "material_invocations": 51, "invoking_actors": 21, "last_invoked": "2026-07-22T12:32:32-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/X_POST", "contract": "https://miscsubjects.com/api/directory/X_POST", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=X_POST" }, "search_text": "x_post fn growth publish one exact plain-text post to x as @cannibalcapital through oauth user context." }, { "key": "LOCAL_EXEC", "type": "http", "domain": "computer-code", "category": "uncategorized", "description": "Run a shell command on Cyrus Mac.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:41:33", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 181, "material_invocations": 156, "invoking_actors": 8, "last_invoked": "2026-07-12T21:32:05-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LOCAL_EXEC", "contract": "https://miscsubjects.com/api/directory/LOCAL_EXEC", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LOCAL_EXEC" }, "search_text": "local_exec http computer-code run a shell command on cyrus mac." }, { "key": "KV_GET", "type": "fn", "domain": "cloud-data", "category": "kv", "description": "KV get by key", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-06-05T14:00:00Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 171, "material_invocations": 118, "invoking_actors": 2, "last_invoked": "2026-07-22T04:57:33-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/KV_GET", "contract": "https://miscsubjects.com/api/directory/KV_GET", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=KV_GET" }, "search_text": "kv_get fn cloud-data kv kv get by key" }, { "key": "OBJECTION_LOG", "type": "fn", "domain": "governance-proof", "category": "governance", "description": "File an objection, confirm a duplicate, settle an exact objection, or append a repair without erasing the original.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-17 12:00:47", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 157, "material_invocations": 100, "invoking_actors": 30, "last_invoked": "2026-07-22T13:13:07-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/OBJECTION_LOG", "contract": "https://miscsubjects.com/api/directory/OBJECTION_LOG", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=OBJECTION_LOG" }, "search_text": "objection_log fn governance-proof governance file an objection, confirm a duplicate, settle an exact objection, or append a repair without erasing the original." }, { "key": "QUADSYNC_RUN", "type": "fn", "domain": "growth", "category": "governance", "description": "Run the server half of QUADSYNC now — mirror new ledger events to GitHub (ledger-mirror/events-.jsonl) and fold recent GitHub commits + [auto] issues back into the ledger/tasks. Returns both results plus all four corner health stamps.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-03 07:28:53", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 140, "material_invocations": 140, "invoking_actors": 1, "last_invoked": "2026-07-03T07:48:30-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/QUADSYNC_RUN", "contract": "https://miscsubjects.com/api/directory/QUADSYNC_RUN", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=QUADSYNC_RUN" }, "search_text": "quadsync_run fn growth governance run the server half of quadsync now — mirror new ledger events to github (ledger-mirror/events-.jsonl) and fold recent github commits + [auto] issues back into the ledger/tasks. returns both results plus all four corner health stamps." }, { "key": "GITHUB_CREATE_ISSUE", "type": "fn", "domain": "computer-code", "category": "github", "description": "Create a GitHub issue through the GitHub API.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:41:33", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 134, "material_invocations": 121, "invoking_actors": 1, "last_invoked": "2026-07-03T10:30:35-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/GITHUB_CREATE_ISSUE", "contract": "https://miscsubjects.com/api/directory/GITHUB_CREATE_ISSUE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=GITHUB_CREATE_ISSUE" }, "search_text": "github_create_issue fn computer-code github create a github issue through the github api." }, { "key": "BLOOIO_SEND_MESSAGE", "type": "fn", "domain": "communications", "category": "blooio", "description": "Low-level Blooio send. ADVANCED — needs a channel_id (ch_..., from list_channels) plus to/text.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:21:18", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 127, "material_invocations": 5, "invoking_actors": 3, "last_invoked": "2026-07-15T00:21:12-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/BLOOIO_SEND_MESSAGE", "contract": "https://miscsubjects.com/api/directory/BLOOIO_SEND_MESSAGE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=BLOOIO_SEND_MESSAGE" }, "search_text": "blooio_send_message fn communications blooio low-level blooio send. advanced — needs a channel_id (ch_..., from list_channels) plus to/text." }, { "key": "ARTICLE_ASK", "type": "fn", "domain": "knowledge-content", "category": "content", "description": "Answer from article ledger topology (claims, sources, Reddit/X anecdotes, user reports). Not medical advice.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 99, "material_invocations": 97, "invoking_actors": 5, "last_invoked": "2026-07-21T21:59:22-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARTICLE_ASK", "contract": "https://miscsubjects.com/api/directory/ARTICLE_ASK", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARTICLE_ASK" }, "search_text": "article_ask fn knowledge-content content answer from article ledger topology (claims, sources, reddit/x anecdotes, user reports). not medical advice." }, { "key": "ARCADS_TO_R2", "type": "fn", "domain": "growth", "category": "creative", "description": "Poll a finished ArcAds render by arcads_id and re-store its bytes to R2, returning a stable https://miscsubjects.com/img/ link (permanent, not a presigned/expiring S3 url). Waits up to 120s for the render.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-12 06:21:59", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 80, "material_invocations": 80, "invoking_actors": 3, "last_invoked": "2026-07-17T21:51:43-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARCADS_TO_R2", "contract": "https://miscsubjects.com/api/directory/ARCADS_TO_R2", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARCADS_TO_R2" }, "search_text": "arcads_to_r2 fn growth creative poll a finished arcads render by arcads_id and re-store its bytes to r2, returning a stable https://miscsubjects.com/img/ link (permanent, not a presigned/expiring s3 url). waits up to 120s for the render." }, { "key": "ARTICLES", "type": "http", "domain": "knowledge-content", "category": "articles", "description": "Fast natural-language article CRUD. One row per article in D1; writes are URL-invocable through OIP.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-02 04:53:13", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 68, "material_invocations": 47, "invoking_actors": 9, "last_invoked": "2026-07-21T22:13:45-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARTICLES", "contract": "https://miscsubjects.com/api/directory/ARTICLES", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARTICLES" }, "search_text": "articles http knowledge-content articles fast natural-language article crud. one row per article in d1; writes are url-invocable through oip." }, { "key": "OPEN_URL", "type": "http", "domain": "computer-code", "category": "device", "description": "Open a URL in the default browser on Cyrus's Mac (a new tab). No Accessibility needed.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-02 01:42:37", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 66, "material_invocations": 64, "invoking_actors": 6, "last_invoked": "2026-07-17T22:01:47-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/OPEN_URL", "contract": "https://miscsubjects.com/api/directory/OPEN_URL", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=OPEN_URL" }, "search_text": "open_url http computer-code device open a url in the default browser on cyrus's mac (a new tab). no accessibility needed." }, { "key": "D1_EXEC", "type": "fn", "domain": "cloud-data", "category": "d1", "description": "Run a non-SELECT D1 query (INSERT/UPDATE/DELETE).", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:41:33", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 63, "material_invocations": 59, "invoking_actors": 2, "last_invoked": "2026-07-15T00:21:18-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/D1_EXEC", "contract": "https://miscsubjects.com/api/directory/D1_EXEC", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=D1_EXEC" }, "search_text": "d1_exec fn cloud-data d1 run a non-select d1 query (insert/update/delete)." }, { "key": "RELAY_POST_APPEND", "type": "fn", "domain": "growth", "category": "protocol", "description": "Append one model's public adoption/proof link to THE RELAY. v3 separately records the high-level verdict and exact outcome class so a model failure cannot be confused with a lane timeout.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-17T14:46:51.835Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 63, "material_invocations": 22, "invoking_actors": 11, "last_invoked": "2026-07-22T12:33:31-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/RELAY_POST_APPEND", "contract": "https://miscsubjects.com/api/directory/RELAY_POST_APPEND", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=RELAY_POST_APPEND" }, "search_text": "relay_post_append fn growth protocol append one model's public adoption/proof link to the relay. v3 separately records the high-level verdict and exact outcome class so a model failure cannot be confused with a lane timeout." }, { "key": "ASK_KIMI", "type": "agent", "domain": "other", "category": "agent", "description": "ASK1: You are a second-opinion model. Answer the user's question literally. No preamble. No sign-off.", "enabled": true, "planner_visible": false, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": false, "has_args": false, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 60, "material_invocations": 60, "invoking_actors": 5, "last_invoked": "2026-07-21T20:07:53-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ASK_KIMI", "contract": "https://miscsubjects.com/api/directory/ASK_KIMI", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ASK_KIMI" }, "search_text": "ask_kimi agent other agent ask1: you are a second-opinion model. answer the user's question literally. no preamble. no sign-off." }, { "key": "NOTIFY_OWNER", "type": "fn", "domain": "automation-work", "category": "automation", "description": "Text Cyrus (the owner) a message — the \"background daemon pings you when it needs a decision\" primitive. Automations and event hooks call this to ask a question or report.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-02 01:29:00", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 59, "material_invocations": 56, "invoking_actors": 2, "last_invoked": "2026-07-16T20:31:06-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/NOTIFY_OWNER", "contract": "https://miscsubjects.com/api/directory/NOTIFY_OWNER", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=NOTIFY_OWNER" }, "search_text": "notify_owner fn automation-work automation text cyrus (the owner) a message — the \"background daemon pings you when it needs a decision\" primitive. automations and event hooks call this to ask a question or report." }, { "key": "BLOOIO_SEND_CHAT_MESSAGE", "type": "fn", "domain": "communications", "category": "blooio", "description": "Send a message into an existing chat (chat_...). $1=chat_id, rest = message text — plain text is safe, pipes/quotes/newlines never break it.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:21:18", "contract": { "has_what": true, "has_args": false, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 58, "material_invocations": 47, "invoking_actors": 2, "last_invoked": "2026-07-16T20:26:34-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/BLOOIO_SEND_CHAT_MESSAGE", "contract": "https://miscsubjects.com/api/directory/BLOOIO_SEND_CHAT_MESSAGE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=BLOOIO_SEND_CHAT_MESSAGE" }, "search_text": "blooio_send_chat_message fn communications blooio send a message into an existing chat (chat_...). $1=chat_id, rest = message text — plain text is safe, pipes/quotes/newlines never break it." }, { "key": "GROK_VOICE_SEND", "type": "fn", "domain": "agents-models", "category": "uncategorized", "description": "Grok TTS ara voice into Blooio chat. INVOKE: [invocation omitted]", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:21:18", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 58, "material_invocations": 54, "invoking_actors": 2, "last_invoked": "2026-07-15T00:28:04-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/GROK_VOICE_SEND", "contract": "https://miscsubjects.com/api/directory/GROK_VOICE_SEND", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=GROK_VOICE_SEND" }, "search_text": "grok_voice_send fn agents-models grok tts ara voice into blooio chat. invoke: [invocation omitted]" }, { "key": "OPENAI_IMAGE_EDIT", "type": "fn", "domain": "agents-models", "category": "openai", "description": "OpenAI gpt-image-1.5 edit from a reference image URL. Stores to R2", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 56, "material_invocations": 43, "invoking_actors": 0, "last_invoked": "2026-07-08T20:27:38-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/OPENAI_IMAGE_EDIT", "contract": "https://miscsubjects.com/api/directory/OPENAI_IMAGE_EDIT", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=OPENAI_IMAGE_EDIT" }, "search_text": "openai_image_edit fn agents-models openai openai gpt-image-1.5 edit from a reference image url. stores to r2" }, { "key": "GROK_LEDGER_TAIL", "type": "flow", "domain": "agents-models", "category": "log", "description": "Last N ledger rows with token/cost when present.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "composed_flow", "updated_at": "2026-06-21T00:00:00Z", "contract": { "has_what": false, "has_args": true, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 55, "material_invocations": 51, "invoking_actors": 11, "last_invoked": "2026-07-16T23:55:39-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/GROK_LEDGER_TAIL", "contract": "https://miscsubjects.com/api/directory/GROK_LEDGER_TAIL", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=GROK_LEDGER_TAIL" }, "search_text": "grok_ledger_tail flow agents-models log last n ledger rows with token/cost when present." }, { "key": "TRAIL_RUN", "type": "fn", "domain": "system-meta", "category": "util", "description": "Run a named TRAIL (a saved sequence of past calls). Every recorded step is checked again against the caller's own token, consumes that caller's use budget, and produces a receipt linked to the original invocation.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 03:00:37", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 55, "material_invocations": 30, "invoking_actors": 50, "last_invoked": "2026-07-17T07:33:20-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/TRAIL_RUN", "contract": "https://miscsubjects.com/api/directory/TRAIL_RUN", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=TRAIL_RUN" }, "search_text": "trail_run fn system-meta util run a named trail (a saved sequence of past calls). every recorded step is checked again against the caller's own token, consumes that caller's use budget, and produces a receipt linked to the original invocation." }, { "key": "DIR_GET", "type": "http", "domain": "system-meta", "category": "directory", "description": "Read one directory row by key.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-02 03:56:30", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 54, "material_invocations": 53, "invoking_actors": 5, "last_invoked": "2026-07-14T21:18:48-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/DIR_GET", "contract": "https://miscsubjects.com/api/directory/DIR_GET", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=DIR_GET" }, "search_text": "dir_get http system-meta directory read one directory row by key." }, { "key": "VOXEL_BATCH", "type": "http", "domain": "knowledge-content", "category": "protocol", "description": "Land a whole document or up to 300 typed article operations with one parent result and per-operation results.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-17T15:01:25.978Z", "contract": { "has_what": true, "has_args": true, "has_tests_section": true, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 54, "material_invocations": 29, "invoking_actors": 3, "last_invoked": "2026-07-17T10:04:33-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/VOXEL_BATCH", "contract": "https://miscsubjects.com/api/directory/VOXEL_BATCH", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=VOXEL_BATCH" }, "search_text": "voxel_batch http knowledge-content protocol land a whole document or up to 300 typed article operations with one parent result and per-operation results." }, { "key": "GROK_IMAGE", "type": "http", "domain": "agents-models", "category": "grok", "description": "Generate an image from a text prompt. Returns a JSON url (grok-imagine-image-quality, $0.05/image).", "enabled": true, "planner_visible": true, "sensitive": true, "runner": "edge", "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 53, "material_invocations": 29, "invoking_actors": 7, "last_invoked": "2026-07-16T20:34:31-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/GROK_IMAGE", "contract": "https://miscsubjects.com/api/directory/GROK_IMAGE", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=GROK_IMAGE" }, "search_text": "grok_image http agents-models grok generate an image from a text prompt. returns a json url (grok-imagine-image-quality, $0.05/image)." }, { "key": "ROUTER", "type": "agent", "domain": "system-meta", "category": "agent", "description": "YOU — WHAT YOU ARE, EXACTLY", "enabled": true, "planner_visible": false, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-22 02:07:32", "contract": { "has_what": false, "has_args": false, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "tested_and_invoked", "recorded_invocations": 52, "material_invocations": 52, "invoking_actors": 19, "last_invoked": "2026-07-14T20:30:15-07:00", "registered_tests": 205, "currently_passed_tests": 13, "last_test_run": "st_wf_2vodzt", "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ROUTER", "contract": "https://miscsubjects.com/api/directory/ROUTER", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ROUTER" }, "search_text": "router agent system-meta agent you — what you are, exactly" }, { "key": "LEADS_DRAFT_AI", "type": "fn", "domain": "growth", "category": "biz-dev", "description": "Grok drafts one review-only outreach email grounded in OUTREACH_DOSSIER and the business site. DOES NOT SEND. Hard-blocks unless email domain MX is verified, ICP score is at least 65, site context is sufficient, and recipient is not suppressed.", "enabled": true, "planner_visible": true, "sensitive": false, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-12 20:02:19", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 47, "material_invocations": 36, "invoking_actors": 1, "last_invoked": "2026-07-12T13:20:25-07:00", "registered_tests": 1, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/LEADS_DRAFT_AI", "contract": "https://miscsubjects.com/api/directory/LEADS_DRAFT_AI", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=LEADS_DRAFT_AI" }, "search_text": "leads_draft_ai fn growth biz-dev grok drafts one review-only outreach email grounded in outreach_dossier and the business site. does not send. hard-blocks unless email domain mx is verified, icp score is at least 65, site context is sufficient, and recipient is not suppressed." }, { "key": "ARTICLE_PUT", "type": "http", "domain": "knowledge-content", "category": "uncategorized", "description": "create/replace an article. ARGS: $1 = JSON {slug,title,body,hero?,images?,style?} $1", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": true, "has_args": false, "has_tests_section": false, "has_examples": false }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 45, "material_invocations": 22, "invoking_actors": 4, "last_invoked": "2026-07-22T13:14:02-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARTICLE_PUT", "contract": "https://miscsubjects.com/api/directory/ARTICLE_PUT", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARTICLE_PUT" }, "search_text": "article_put http knowledge-content create/replace an article. args: $1 = json {slug,title,body,hero?,images?,style?} $1" }, { "key": "ARTICLE_CLAIM", "type": "fn", "domain": "knowledge-content", "category": "content", "description": "Post one tiered claim voxel into an article ledger with who_claims + posted_by provenance. Not medical advice.", "enabled": true, "planner_visible": true, "sensitive": true, "runner": null, "target_kind": "internal_function", "updated_at": "2026-07-15 07:45:21", "contract": { "has_what": true, "has_args": true, "has_tests_section": false, "has_examples": true }, "evidence": { "verification": "invoked_not_test_proven", "recorded_invocations": 38, "material_invocations": 37, "invoking_actors": 3, "last_invoked": "2026-07-22T13:12:04-07:00", "registered_tests": 0, "currently_passed_tests": 0, "last_test_run": null, "warning": "A recorded invocation proves use, not successful real-world effect." }, "urls": { "human": "https://miscsubjects.com/a/directory/ARTICLE_CLAIM", "contract": "https://miscsubjects.com/api/directory/ARTICLE_CLAIM", "invocation_history": "https://miscsubjects.com/api/invocations?object_id=ARTICLE_CLAIM" }, "search_text": "article_claim fn knowledge-content content post one tiered claim voxel into an article ledger with who_claims + posted_by provenance. not medical advice." } ], "urls": { "human_atlas": "https://miscsubjects.com/capability-atlas", "full_json": "https://miscsubjects.com/api/capability-atlas", "summary_json": "https://miscsubjects.com/api/capability-atlas?summary=1", "formal_audit_drop": "https://miscsubjects.com/api/opos?format=drop" } }, "evidence_register": [ { "id": "E1", "label": "Live inventory", "kind": "live", "url": "https://miscsubjects.com/api/inventory" }, { "id": "E2", "label": "Capability registry", "kind": "live", "url": "https://miscsubjects.com/api/dispatch?registry=1" }, { "id": "E3", "label": "Build map", "kind": "live", "url": "https://miscsubjects.com/api/map" }, { "id": "E4", "label": "Article index", "kind": "live", "url": "https://miscsubjects.com/api/articles" }, { "id": "E5", "label": "Audit article voxel graph", "kind": "live", "url": "https://miscsubjects.com/api/articles/opos-formal-audit" }, { "id": "E6", "label": "Audit claim voxels", "kind": "live", "url": "https://miscsubjects.com/api/articles/opos-formal-audit/claims" }, { "id": "E7", "label": "Outside-model discourse", "kind": "live", "url": "https://miscsubjects.com/api/articles/opos-formal-audit/discourse" }, { "id": "E8", "label": "Invocation ledger", "kind": "live", "url": "https://miscsubjects.com/api/invocations" }, { "id": "E9", "label": "Capability atlas", "kind": "live", "url": "https://miscsubjects.com/api/capability-atlas" }, { "id": "E10", "label": "Source repository; restricted when GitHub access is absent", "kind": "source_restricted", "url": "https://github.com/massoumicyrus/miscsubjects-pages" } ], "comparison": { "systems": [ { "id": "langgraph", "name": "LangGraph", "published_claim": "A low-level runtime for long-running stateful agents with durable execution, persistence, streaming, and human intervention.", "sources": [ "https://docs.langchain.com/oss/python/langgraph/overview", "https://docs.langchain.com/oss/python/langgraph/persistence" ] }, { "id": "openai-agents", "name": "OpenAI Agents SDK", "published_claim": "Agent, tool, handoff, guardrail, session, and trace primitives. Tracing records model turns, tool calls, handoffs, and guardrails.", "sources": [ "https://openai.github.io/openai-agents-python/agents/", "https://openai.github.io/openai-agents-python/handoffs/", "https://openai.github.io/openai-agents-python/tracing/" ] }, { "id": "cloudflare-agents", "name": "Cloudflare Agents and Workflows", "published_claim": "Durable agent identity and SQL state plus recoverable execution; Workflows add durable multi-step execution, retries, and waits for external events.", "sources": [ "https://developers.cloudflare.com/agents/", "https://developers.cloudflare.com/agents/concepts/workflows/", "https://developers.cloudflare.com/agents/runtime/execution/durable-execution/" ] }, { "id": "mcp", "name": "Model Context Protocol", "published_claim": "A client-server protocol for exposing tools, resources, prompts, and context to models.", "sources": [ "https://modelcontextprotocol.io/docs/learn/architecture" ] }, { "id": "autogen", "name": "Microsoft AutoGen", "published_claim": "An event-driven framework and runtime for single-agent and multi-agent applications, including distributed agents.", "sources": [ "https://microsoft.github.io/autogen/stable/index.html", "https://microsoft.github.io/autogen/stable/user-guide/core-user-guide/framework/distributed-agent-runtime.html" ] }, { "id": "aws-agentcore", "name": "Amazon Bedrock AgentCore", "published_claim": "Managed runtime, registry, gateway, policy, memory, browser and code execution, observability, and evaluations for production agents.", "sources": [ "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/what-is-bedrock-agentcore.html" ] } ], "boundary": "Official documentation is evidence of a published interface and product claim. Independent operation requires a reproducible external test. Absence from this source set is not global absence." }, "score_rubric": { "scale": "0-5", "levels": { "0": "absent", "1": "claimed or documented only", "2": "one working path", "3": "multiple working paths", "4": "systematic and observable", "5": "independently reproducible end to end" } }, "limitations": [ "The system publishes this record about itself.", "Public evidence omits credentials and private payloads.", "The source repository is not anonymously readable.", "A successful receipt proves one invocation, not general reliability.", "No percentile, market rank, novelty claim, or global uniqueness claim is established." ] }