FastDrop Video Classifier
https://developers.fastdrop.io/guides/mcp-setupClassify 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.
MCP readiness
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 E, 13.0/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ
| Valid MCP handshake | 0/10 | initialize did not answer cleanly (HTTP 404). |
| Live MCP endpoint | 5/25 | Endpoint answers, but not with MCP JSON-RPC (653 ms). |
| Protocol revision | 0/10 | No protocol revision reported by initialize. |
| Signed descriptor | n/a | No MCP standard defines a signed server descriptor. |
| Uptime (30 days) | 0/15 | 0/22 probes succeeded over 30 days (0%). |
| Tool declaration | 0/10 | No tools listed by tools/list. |
| Verified identity | 5/10 | Publisher declared (repository, package or homepage); claim this listing to verify domain control. |
| Freshness + modern flags | 4/5 | seen in a source within 7 days. |
| Auth declaration | 0/5 | How to authenticate is not stated. |
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 0% of peers
- This listing 16 · peer median 81
- Latency
- Faster than 19% of peers
- This listing 653 ms · peer median 326 ms
Where it loses the most points, and how to win them back
- Live MCP endpoint −20
— Answer initialize and tools/list at the declared endpoint.
Now: Endpoint answers, but not with MCP JSON-RPC (653 ms).
- Uptime (30 days) −15
— Stay reachable in our daily probes.
Now: 0/22 probes succeeded over 30 days (0%).
- Valid MCP handshake −10
— Complete the MCP handshake without errors.
Now: initialize did not answer cleanly (HTTP 404).
Listed in
Directories this entry was found in.
How to connect
https://developers.fastdrop.io/guides/mcp-setup
curl -X POST https://developers.fastdrop.io/guides/mcp-setup \
-H 'Content-Type: application/json' \
-H 'Accept: application/json, text/event-stream' \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'