# Lest We Forget Museum Of Slavery: Agent-Direct Score C (58.5%)

Site: https://lwfsm.com
Report: https://directindex.org/r/lwfsm.com
Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Lest We Forget Museum Of Slavery is partly visible to agents.
An AI assistant can open Lest We Forget Museum Of Slavery's website. What Lest We Forget Museum Of Slavery offers is on another site. To book or order, it is sent to Airbnb Experiences, a marketplace.

## Direct links
- Phone: 12152054324
- Address: 5501 Germantown Ave, 19144-2233, Philadelphia

## Nearby, also direct
Places near Lest We Forget Museum Of Slavery that take a booking or an order on their own website, with no marketplace in between.
- The Green Legion (2.5 km): https://directindex.org/r/greenlegion.com
- Founder's Hall Museum (2.6 km): https://directindex.org/r/girardcollege.edu
- Philly Bike Tour Co. (guided Bicycle Tours!) (3 km): https://directindex.org/r/phillybiketours.com
- Eastern State Penitentiary (3.1 km): https://directindex.org/r/easternstate.org

## What to fix first
- **Tickets only through airbnb.** (+12 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **Tickets and prices is on another site.** (+5 points) The link goes to pinterest.com, so that site gets the credit and the visits. Guide: https://directindex.org/guides/menu-pdf-ai

## What the site tells visitors (Measured, not scored)
- **The footer says © 2024.** Visitors and assistants may read that year as the last time anyone looked after the site.

## Fix kit: What to paste

Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong.

```html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Lest We Forget Museum Of Slavery",
  "url": "https://lwfsm.com",
  "telephone": "12152054324",
  "address": "5501 Germantown Ave, 19144-2233, Philadelphia",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 39.985756,
    "longitude": -75.144287
  }
}
</script>
```

## Already right
- **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents.
- **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- **Structured data found (Organization).** no address, phone or hours in it

## Where it stands
62 of 201 in Philadelphia tours, attractions and museums. Top 31% of the sites scanned in this index.

| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 10% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes |
| Structured data with address, phone and hours | 29% | no |
| Have an llms.txt | 43% | yes |

Nearest places in the index: Wagner Free Institute of Science (C, 1686 m, https://directindex.org/r/wagnerfreeinstitute.org); Stem Prep Lab (C, 2201 m, https://directindex.org/r/stempreplittlelab.com); Treasury of Faith Museum Philadelphia (D, 2292 m, https://directindex.org/r/ukrcatholic.org); Stanek Gallery (C, 2422 m, https://directindex.org/r/stanekgallery.com); Northern Liberties Trolley Loop SEPTA (F, 2444 m, https://directindex.org/r/septa.org); The Green Legion (C, 2532 m, https://directindex.org/r/greenlegion.com); Founder's Hall Museum (B, 2575 m, https://directindex.org/r/girardcollege.edu); Hershey Chocolate World (D, 2588 m, https://directindex.org/r/thehersheycompany.com); Philly Bike Tour Co. (guided Bicycle Tours!) (D, 3041 m, https://directindex.org/r/phillybiketours.com); Eastern State Penitentiary (D, 3099 m, https://directindex.org/r/easternstate.org).

## What assistants answer
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.


Compared with its peers: Sites built with WordPress 55% (24% A or B, 224455 sites); Sites using Airbnb Experiences 48% (4% A or B, 51 sites); This site 58.5%.

See what an AI agent reads on this site: https://directindex.org/r/lwfsm.com/agent-view

## Businesses like Lest We Forget Museum Of Slavery in Philadelphia tours, attractions and museums

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Philadelphia tours, attractions and museums | 201 | 44% | 11% | 58.5% |
| Sites built with WordPress in Philadelphia tours, attractions and museums | 70 | 52% | 17% | 58.5% |
| Sites using Airbnb Experiences in Philadelphia tours, attractions and museums | 2 | 51% | 0% | 58.5% |
| Sites built with WordPress and using Airbnb Experiences in Philadelphia tours, attractions and museums | 1 | 59% | 0% | 58.5% |

The best of the sites built with WordPress in Philadelphia tours, attractions and museums: Ben Franklin Yacht (A 95.4%, https://directindex.org/r/benfranklinyacht.com); Major League Vacations (B 84.6%, https://directindex.org/r/mlv.com); Philadelphia Sightseeing Tours & Transportation (B 84.6%, https://directindex.org/r/philadelphiasightseeingtours.com); Founding Footsteps (B 80%, https://directindex.org/r/foundingfootsteps.com); Founder's Hall Museum (B 78.8%, https://directindex.org/r/girardcollege.edu).

With the three fixes above (Tickets only through airbnb; Structured data is incomplete; Tickets and prices is on another site), the score would be about 95.4%, which would be first of 201 in Philadelphia tours, attractions and museums.

## The direct record
What agents get for Lest We Forget Museum Of Slavery, as JSON: https://directindex.org/api/direct/lwfsm.com
- Book: none on record
- Order: none on record
- Menu: http://pinterest.com/pin/create/button/?url=https://lwfsm.com/&amp;description=We%20are%20accepting%20tours%20at%20our%205501%20Germantown%20Avenue%20location,%20by%20appointment%20only%20with%2024%20hour%20notice.%20No%20same%20day%20walk-ins.%20In%20addition%20to%20our%20newly%20opened%20location,%20we%20continue%20to%20offer%20our%20well%20known%20Traveling%20Slavery%20Exhibit%20which%20we%20present%20at%20schools,%20universities,%20conferences,%20places%20of%20worship%20and%20local%20events.%20We%20are%20presently%20accepting%20requests%20for%202020-2021%20Black%20History%20programs.%20Contact%20us%20for%20more%20information.%20View%20Daily%20Schedule%20Visit%20THE%C2%A0MUSEUM%20We%20also%20continue%20to%20offer%20our%20well%20known%20Traveling%20Slavery%20Exhibit%20which%20we%20present%20at%20schools,%20universities,%20conferences,%20places%20of%20worship%20and%20local%20events.%20We%20are%20presently%20accepting%20requests%20for%202020-2021%20fiscal%20year%20Black%20History%20programs.%20Contact%20us%20for%20more%20information.%20The%20Lest%20We%20Forget%20Museum%20of%20Slavery%20provides%20a%20unique%20historical%20perspective%20into%20the%20reality%20of%20slavery%20for%20Africans%20brought%20to%20America.%20It%20is%20the%20only%20museum%20of%20its%20kind%20in%20Philadelphia%20that%20exhibits%20authentic%20slavery%20artifacts%20which%20include%20hundreds%20of%20shackles,%20chains,%20coffles,%20branding%20irons%20and%20other%20forms%20of%20punishing%20ironware.%20Authentic%20documents%20show%20how%20enslaved%20Africans%20were%20bought%20and%20sold%20as%20chattel.%20Numerous%20%E2%80%9CJim%20Crow%E2%80%9D%20objects%20which%20negatively%20depicted%20and%20ridiculed%20African%20Americans,%20creating%20a%20lasting%20racist%20attitude,%20are%20also%20on%20display.%C2%A0Incredible%20African%20works%20of%20art%20%E2%80%93%20sculpture,%20oil%20paintings%20and%20vintage%20photographs%20line%20the%20walls%20of%20the%20museum.%20Descriptive%20contextual%20panels%20are%20posted%20throughout%20to%20assist%20visitors%20in%20understanding%20the%20significance%20of%20this%20period%20in%20American%20history.%20On%20Exhibit%20Lock%20&#038;%20Key%20Leather%20Slave%20Collar%20Iron%20Ball%20&#038;%20Chain%20w/%20Collar%20Fetish%20Nail%20Sculptures%20Cast%20Iron%20Banks%20Alligator%20Bait%20Novelties%20Jim%20Crow%20Jim%20Crow%20&#8211;%20Amos%20&#038;%20Andy%20Ashanti%20Women%20What%20Visitors%20are%20saying%20Thank%20you%20for%20teaching%20me%20my%20history%20Zion%20Miller,%20Student%20I%20love%20this%20gem%C2%A0and%20will%20support%20your%20endeavors%20going%20forward.%20God%20Bless%20you%20for%20this%20museum%20and%20bringing%20it%20to%20us%20Crystal%20Peterkin%20I%20feel%20it&#8217;s%20important%20for%20our%20people%20to%20know%20our%20own%20history.%20This%C2%A0museum%20exposes%20that%20and%20we%20should%20all%20take%20advantage%20of%20it.%20Sammyah%20Muhammad%20I%20need%20to%20bring%20our%20mosque%20here%20Robert%20Muhammad%20I%20was%20very%20impressed%20with%20the%20exhibits,%20presentations%20and%C2%A0informative%20text%20panels%20on%20display.%20It%20came%20to%20me,%20how%20special%20we%20the%20descendants%20are%20to%20have%20ancestors%20who%20were%20able%20to%20survive%20so%20many%C2%A0struggles.%20Our%20children%20need%20to%20know%20how%20special%20they%20are.%20Thanks%20to%20the%20Ragsdale&#8217;s%20for%20all%20they%C2%A0do%20to%20convey%20this%20information%20to%20the%20public.%20Abanae%20Carter,%20Senior%20Citizen%20Excellent%20Presentations,%20very%20informative.%20Thought%20I%20knew%20a%20lot%20about%20slavery%20was%20shocked%20to%20discover%20so%20much%20more,%20I%20will%20be%20back.%20Annette%20Medley%20I%20am%20amazed%20by%20the%20LWF%20historic%20trove%20that%20tell%20the%20African%20American%20story.%20Frank%20Slayton%20American%20slavery%20was%20a%20holocaust.%20Amy%20Freeman%20This%20knowledge%20helps%20me%20know%20more%20about%20our%20roots.%20Hermina%20Mugabe,%20Zimbabwe%20I%20learned%20a%20lot,%20thanks%20so%20much.%20Mack%20Coles%20Upcoming%20Events%20Get%20InvolvedWe%20want%20you%20to%20be%20part%20of%20our%20museum%20and%20experience%20its%20richness%C2%A0and%20this%20is%20why%20we%20offer%20several%20ways%20to%20let%20you%20engage%20with%20us%20to%20help%20maintain%20and%20develop%20the%20museum.%20Whether%20you%20are%20in%20education%20and%20want%20to%20learn%20more%20about%20slavery,%C2%A0a%20business,%20organization%C2%A0or%20an%20individual%20who%20loves%20to%20preserve%20[&hellip;] (external; from the scan)
- Hours: none on record
- Phone: 12152054324
- Stable links that count: https://directindex.org/go/lwfsm.com/menu

## Can an agent transact?
Measured, not scored (the score stays at spec v1.0).
- UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no
- ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no
- MCP server card (/.well-known/mcp/server-card.json): no
- Ordering vendor that takes agent orders (Square, Toast, or a vendor whose terms allow agents): no
- Vendor terms for agents, Airbnb Experiences: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 25 | 25 |
| Readable | 10 | 25 |
| Actionable | 3 | 15 (the action test: pending) |
| Cited | 0 | 0 (the assistant citation check: pending) |

## Agent readiness (Cloudflare)
Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/lwfsm.com
- Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md)
- sitemap.xml: yes
- AI bot rules in robots.txt: yes
- Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md)
- Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md)
- llms.txt: yes
- API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md)
- MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md)
- A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md)
- Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md)
- OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md)
- OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md)
- auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md)
- Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md)
- ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md)
- DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md)
- WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md)
- JSON-LD for the business: yes

Keep watching this business (https://directindex.org/r/lwfsm.com/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year.
Deep report: https://directindex.org/r/lwfsm.com/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Methodology: https://directindex.org/methodology · Rescan now: https://directindex.org/scan?url=lwfsm.com&force=1