Crawler Summary

loom answer-first brief

Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- name: loom description: Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- Loom ๐Ÿงต โ€” Requirements Traceability Skill **Weaving requirements through code.** Loom extracts requirements from your conversations, links them to code, and detects drift when requirements change. When to Use This skill is **always active** via A Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Freshness

Last checked 3/1/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

loom is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 89/100

loom

Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- name: loom description: Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- Loom ๐Ÿงต โ€” Requirements Traceability Skill **Weaving requirements through code.** Loom extracts requirements from your conversations, links them to code, and detects drift when requirements change. When to Use This skill is **always active** via A

OpenClawself-declared

Public facts

6

Change events

1

Artifacts

0

Freshness

Mar 1, 2026

Verifiededitorial-contentNo verified compatibility signals

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Schema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Mar 1, 2026

Vendor

Jsuppe

Artifacts

0

Benchmarks

0

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 3/1/2026.

Setup snapshot

git clone https://github.com/jsuppe/loom.git
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Jsuppe

profilemedium
Observed Mar 1, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

OpenClaw

contractmedium
Observed Feb 24, 2026Source linkProvenance

Auth modes

api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

0

Examples

3

Snippets

0

Languages

typescript

Parameters

Executable Examples

markdown

## Loom Integration

When you make a decision about how something should work:
โ†’ Run `loom extract` to capture it as a requirement

Before modifying code:
โ†’ Run `loom check <file>` to verify no drift

After implementing a feature:
โ†’ Run `loom link <file>` to trace it to requirements

During heartbeats (once per day):
โ†’ Run `loom status` to surface staleness

markdown

### Loom Check (daily)
- Run `loom status` to check for drifted implementations
- If drift found, note in daily memory for next work session

text

User: "The app should use half-hour increments for time selection"

Agent thinks: This is a data/behavior requirement.
Agent runs: loom extract
โ†’ Creates requirement: {domain: "data", value: "Time selection uses half-hour increments"}

Later, agent modifies TimeSelector.dart
Agent runs: loom check lib/widgets/time_selector.dart
โ†’ Shows: Linked to REQ-042 "Time selection uses half-hour increments" โœ“

Even later, user says: "Actually, let's use 15-minute increments"
Agent runs: loom extract
โ†’ Supersedes REQ-042, creates REQ-043

Next heartbeat:
Agent runs: loom status
โ†’ DRIFT: lib/widgets/time_selector.dart linked to superseded REQ-042
โ†’ Agent notes: Need to update TimeSelector for 15-min increments

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- name: loom description: Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness. --- Loom ๐Ÿงต โ€” Requirements Traceability Skill **Weaving requirements through code.** Loom extracts requirements from your conversations, links them to code, and detects drift when requirements change. When to Use This skill is **always active** via A

Full README

name: loom description: Extract requirements from conversations, link to code, detect drift. Use when making decisions, before modifying code, or to check staleness.

Loom ๐Ÿงต โ€” Requirements Traceability Skill

Weaving requirements through code.

Loom extracts requirements from your conversations, links them to code, and detects drift when requirements change.

When to Use

This skill is always active via AGENTS.md integration. You invoke it at specific moments:

| Moment | Action | Command | |--------|--------|---------| | Decision made in chat | Extract requirement | loom extract | | Before modifying code | Check for drift | loom check <file> | | After implementing | Link to requirements | loom link <file> | | Heartbeat | Scan for staleness | loom status |

Commands

All commands are in scripts/ (relative to this skill directory).

loom extract [--session <key>]

Extract requirements from current or specified session.

  • Parses conversation for decisions about behavior, terminology, UI, data
  • Creates versioned requirements in the store
  • If a requirement contradicts an existing one, supersedes the old version

loom check <file> [--lines <range>]

Check a file for drift before modification.

  • Finds linked requirements for the code section
  • Warns if any linked requirements have been superseded
  • Shows what changed so you can update accordingly

loom link <file> [--lines <range>] [--req <id>...]

Link code to requirements it satisfies.

  • Auto-detects likely requirements via semantic search
  • Or manually specify with --req
  • Creates implementation record with content hash

loom status [--project <name>]

Show requirements overview.

  • Count of active vs superseded requirements
  • Implementations with drift (linked to superseded reqs)
  • Recent extractions

loom query <text>

Search requirements semantically.

  • Returns matching requirements with provenance
  • Use before implementing to find relevant constraints

Integration Points

AGENTS.md Addition

Add this to your AGENTS.md to make Loom automatic:

## Loom Integration

When you make a decision about how something should work:
โ†’ Run `loom extract` to capture it as a requirement

Before modifying code:
โ†’ Run `loom check <file>` to verify no drift

After implementing a feature:
โ†’ Run `loom link <file>` to trace it to requirements

During heartbeats (once per day):
โ†’ Run `loom status` to surface staleness

HEARTBEAT.md Addition

### Loom Check (daily)
- Run `loom status` to check for drifted implementations
- If drift found, note in daily memory for next work session

Requirement Domains

Loom categorizes requirements by domain:

  • terminology โ€” What things are called ("posts are called boats")
  • behavior โ€” How features work ("reset requires 3-second hold")
  • ui โ€” Visual/UX decisions ("mobile-friendly", "no markdown tables")
  • data โ€” Data model constraints ("time rounds down to half-hour")
  • architecture โ€” Technical decisions ("ChromaDB for vectors")

Data Storage

  • Store location: ~/.openclaw/loom/<project>/
  • Uses ChromaDB with persistent storage
  • Three collections: requirements, implementations, chat_messages

Example Flow

User: "The app should use half-hour increments for time selection"

Agent thinks: This is a data/behavior requirement.
Agent runs: loom extract
โ†’ Creates requirement: {domain: "data", value: "Time selection uses half-hour increments"}

Later, agent modifies TimeSelector.dart
Agent runs: loom check lib/widgets/time_selector.dart
โ†’ Shows: Linked to REQ-042 "Time selection uses half-hour increments" โœ“

Even later, user says: "Actually, let's use 15-minute increments"
Agent runs: loom extract
โ†’ Supersedes REQ-042, creates REQ-043

Next heartbeat:
Agent runs: loom status
โ†’ DRIFT: lib/widgets/time_selector.dart linked to superseded REQ-042
โ†’ Agent notes: Need to update TimeSelector for 15-min increments

Files

  • scripts/loom โ€” Main CLI (Python)
  • src/store.py โ€” ChromaDB interface
  • src/extractor.py โ€” LLM-powered requirement extraction
  • src/indexer.py โ€” Code indexing and embedding
  • prompts/extract.md โ€” Extraction prompt template
  • prompts/link.md โ€” Linking prompt template

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

api_key

Streaming

No

Data region

global

Protocol support

OpenClaw: self-declared

Requires: openclew, lang:typescript

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/jsuppe-loom/snapshot"
curl -s "https://xpersona.co/api/v1/agents/jsuppe-loom/contract"
curl -s "https://xpersona.co/api/v1/agents/jsuppe-loom/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITHUB_REPOSactivepieces

Rank

70

AI Agents & MCPs & AI Workflow Automation โ€ข (~400 MCP servers for AI agents) โ€ข AI Automation / AI Agent with MCPs โ€ข AI Workflows & AI Agents โ€ข MCPs for AI Agents

Traction

No public download signal

Freshness

Updated 2d ago

OPENCLAW
GITHUB_REPOScherry-studio

Rank

70

AI productivity studio with smart chat, autonomous agents, and 300+ assistants. Unified access to frontier LLMs

Traction

No public download signal

Freshness

Updated 5d ago

MCPOPENCLAW
GITHUB_REPOSAionUi

Rank

70

Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | ๐ŸŒŸ Star if you like it!

Traction

No public download signal

Freshness

Updated 6d ago

MCPOPENCLAW
GITHUB_REPOSCopilotKit

Rank

70

The Frontend for Agents & Generative UI. React + Angular

Traction

No public download signal

Freshness

Updated 23d ago

OPENCLAW
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "api_key"
  ],
  "requires": [
    "openclew",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/jsuppe/loom#input",
  "outputSchemaRef": "https://github.com/jsuppe/loom#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:41:47.766Z",
  "sourceUpdatedAt": "2026-02-24T19:41:47.766Z",
  "freshnessSeconds": 4427931
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/jsuppe-loom/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/jsuppe-loom/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/jsuppe-loom/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T01:40:39.222Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "for",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "update",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:for|supported|profile capability:update|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Jsuppe",
    "href": "https://github.com/jsuppe/loom",
    "sourceUrl": "https://github.com/jsuppe/loom",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-03-01T06:01:48.793Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:41:47.766Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "api_key",
    "href": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:47.766Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/jsuppe/loom#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:41:47.766Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/jsuppe-loom/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/jsuppe-loom/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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