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devtoolsentity · one source so far

fastapi

for python backend developers

Steadystackoverflow
Signal score
14
as of 4d ago
Live items
1
Trajectory
↑ Accelerating
7-day est. ~16

Why this scored 14

every term, weighted
Velocity+5.7 / 40

Its fastest-moving item, measured against the pace of its own source

Acceleration+12.9 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities its own items come from

Recency+0.0 / 10

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty−4.2 / 30

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite14.4

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~16

range 0–28

14-day

~18

range 0–32

30-day

~19

range 0–38

Signal history

7-day window (free)
826

projected trajectory (estimate, not a guarantee)

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 1
    35

    Building an AI Agent Honeypot & Lead Engine with Model Context Protocol (MCP) & FastAPI

    Shows how to build an AI agent honeypot and lead engine using MCP and FastAPI. · for AI engineers, backend developers

    devtoEmerging 2 · fastapiai56d ago
  2. 2
    30

    Changing def to async def let one blocking call freeze an entire FastAPI app

    A blocking call in FastAPI can freeze the whole app, highlighting need for async patterns. · for fastapi developers, backend engineers

    devtoSteady 2 · fastapiweb13d ago
  3. 3
    21

    How to express a conditionally required parameter in a Pydantic-validated tool/API schema, without losing the upfront schema validation?

    Shows how to enforce conditional required fields without breaking schema validation. · for python backend developers

    stackoverflowSteadydevtools10d ago
  4. 4
    18

    I built an AI CRM where leads score themselves — 5 services on Zerops in 48h

    AI CRM built quickly · for dev founders

    devtoSteadyai77d ago
  5. 5
    18

    FastAPI's new app.frontend() fixes a route-order bug in manual SPA serving

    FastAPI adds app.frontend() to fix route-order bugs when serving SPAs, reducing manual configuration. · for backend developers

    devtoSteadyweb36d ago
  6. 6
    15

    How can I prevent duplicate Celery tasks when a FastAPI endpoint is retried?

    Add idempotency or deduplication to prevent duplicate Celery jobs on FastAPI retries. · for backend engineers

    stackoverflowSteadydevtools58d ago
  7. 7
    9

    Building a physical API

    devtoSteady110d ago
  8. 8
    4

    FastAPI returning "Out of range float values are not JSON compliant" with Pandas NaN values

    JSON compliance issue · for python devs

    stackoverflowSteadyweb102d ago
  9. 9
    1

    DeterminFlow — A production-oriented AI workflow runtime for building, validating, recovering, and shipping complex AI workflows as dependab

    AI workflow runtime released · for ai engineers

    githubSteadyai−13 saturated74d ago