FastDrop Video Classifier

https://server.smithery.ai/horizonindustry/fastdrop/mcp

● healthy

Classify raw video footage into editor-ready roles (Hook, A-Roll, B-Roll, Screen Recording, VO, Blooper) with confidence scores, suggested filenames, and folder paths. Also runs technical diagnostics (codec, resolution, VFR, health score), extracts keyframe thumbnails, generates perceptual-hash fingerprints for duplicate detection, detects clip candidates, transcribes and translates audio in 50+ languages with SRT/TXT output, and searches a batch of videos by transcript using keyword, semantic, or hybrid matching. Batch up to 50 videos per call. Processing is asynchronous, but the status tools wait for the job rather than sampling it — one call usually returns a finished result, so agents don't spend turns polling. Readiness checks answer inline in the same call. Requires a FastDrop API key sent as an X-API-Key header; the free tier includes 100 credits and needs no card.

Transport

streamable-http

Auth

smithery_api_key

Cost

—

Protocol revision

2025-11-25

negotiated, not declared

MCP readiness

B · 81/100

Readiness is how fully this listing follows its protocol and how it behaved in our probes over 30 days. It is shown for reference and does not move it in search. Search order and leaderboards use the separate quality grade (here C+, 70.0/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ

Valid MCP handshake	10/10	initialize and tools/list both answered.
Live MCP endpoint	23/25	Endpoint answers the MCP initialize handshake (7177 ms); very slow response -2.
Protocol revision	8/10	Speaks MCP 2025-11-25, 1 revision(s) behind 2026-07-28.
Signed descriptor	n/a	No MCP standard defines a signed server descriptor.
Uptime (30 days)	15/15	30/30 probes succeeded over 30 days (100%).
Tool declaration	10/10	Lists 14 tool(s) with descriptions.
Verified identity	5/10	Publisher declared (repository, package or homepage); claim this listing to verify domain control.
Freshness + modern flags	0/5	not seen in a source for over 30 days.
Auth declaration	2/5	Declares credential scheme: smithery_api_key.

Applicable criteria total 90 points, scaled to 100.

Responsiveness: Very slow (7177 ms; bands ≤2.5 s, ≤5 s, ≤8 s, slower; penalty only).

Measured 2026-11-11.

Nine criteria, the same as the A2A readiness score, read from our daily MCP probe (initialize + tools/list) and 30-day probe history. No MCP standard defines a signed server descriptor, so that criterion is n/a and the other 90 points are scaled to 100. Grades: A>=90, B>=75, C>=60, D>=40, F<40. Display only: search order uses the quality grade.

Compared with peers

Against 53,021 reachable MCP servers in our daily snapshot (2026-11-12 01:39 UTC). Display only; it does not change search order.

Readiness: Higher than 52% of peers; This listing 81 · peer median 81
Latency: Faster than 38% of peers; This listing 431 ms · peer median 326 ms

Where it loses the most points, and how to win them back

Verified identity −5 — Claim the listing and prove control of its domain.
Now: Publisher declared (repository, package or homepage); claim this listing to verify domain control.
Freshness + modern flags −5 — Keep the listing current in the registry or source it comes from.
Now: not seen in a source for over 30 days.
Auth declaration −3 — State how to authenticate (an auth scheme, or that none is needed).
Now: Declares credential scheme: smithery_api_key.

How many agent tools actually work · All statistics

Listed in

Directories this entry was found in.

smithery since 2026-08-10 ↗

How to connect

MCP endpoint (streamable-http)

https://server.smithery.ai/horizonindustry/fastdrop/mcp

JSON-RPC initialize probe

curl -X POST https://server.smithery.ai/horizonindustry/fastdrop/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

Homepage

https://developers.fastdrop.io/guides/mcp-setup

Listed at (smithery)

https://developers.fastdrop.io/guides/mcp-setup