Debugging
Variants seen in the corpus:
Debuggingdebugging
Providers using this tag (39)
Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.
Strong 4 Solid coverage with minor gaps
Developing 17 Usable, with meaningful gaps to close
Thin 11 Limited public surface area
Emerging 5 Early or largely undocumented
Minimal 2 Almost no public developer surface
APIs with this tag (20)
Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →
Strong 2 Solid coverage with minor gaps
Developing 8 Usable, with meaningful gaps to close
Sentry SDK APISentry provides official SDKs for 22+ platforms including JavaScript, Python, PHP, .NET, Java, Go, Ruby, Ru...BrowserStack Local Testing APIThe BrowserStack Local Testing API helps manage and debug multiple Local Testing connections. It provides e...AlyxAlyx is Arize's AI engineering agent that helps developers debug traces, create evaluators, build dashboard...Chrome DevTools ProtocolInstrument, inspect, debug and profile Chromium, Chrome and other Blink-based browsers.gRPC Server ReflectionThe gRPC Server Reflection Protocol allows gRPC servers to declare the protobuf-defined APIs they export ov...Envoy Proxy Debugging APIDebugging and traffic inspection endpoints.Envoy Proxy Tap Service APIThe Envoy Tap Service API provides a mechanism for intercepting and recording HTTP and TCP traffic passing ...InsomniaInsomnia is an open-source, cross-platform API development platform by Kong for designing, debugging, and t...
Thin 7 Limited public surface area
Ambassador Telepresence RESTful APITelepresence provides a RESTful API server that runs on the local host, both on the local workstation and i...Appium InspectorStandalone GUI inspector for mobile apps that communicates with an Appium server, enabling visual element i...MCP InspectorDeveloper tool for testing and debugging MCP servers. React-based web UI plus Node.js proxy, launched with ...Telnyx Debugging APICall Control debuggingGlama MCP InspectorBrowser-based MCP debugger that spins up an ephemeral sandbox from a server URL. Lets developers exercise t...Redux DevTools APIDeveloper tools for debugging Redux applications with time-travel debugging capabilities. The Redux DevTool...1inch Traces APIDetailed transaction trace data for debugging and analytics across supported EVM chains.
Emerging 3 Early or largely undocumented
Safari Developer Tools APIAPIs and tools for inspecting, debugging, and optimizing web content in Safari, including Web Inspector and...WiresharkWireshark is a free and open-source network protocol analyzer that captures and interactively browses netwo...Angular DevToolsAngular DevTools is a browser extension for debugging and profiling Angular applications with component tre...
Score breakdown
Frequency
44.8
log-scaled weighted occurrences
Breadth
1.1
spread across providers
Quality lift
44.9
mean composite of providers using it
Cohesion
5.7
strength of nearest seed neighbor
Related tags
Logging 5 co-occurrences
Testing 10 co-occurrences
Observability 17 co-occurrences
Platform 5 co-occurrences
Monitoring 9 co-occurrences
Developer Tools 12 co-occurrences
Notification 6 co-occurrences
Project 6 co-occurrences
Where this tag comes from
Api tag21
Provider tag21
Openapi tag3
Openapi op tag4
Cohort brief
Auto-generatedThe 39 providers in the APIs.io catalog tagged Debugging, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.
Providers
39
all scored
Mean Kin Score
37.2
+16.5 vs catalog 20.7
Mean Agent Readiness
20.3
+10.6 vs catalog 9.7
Spread
6.4–61.1
median 40 · σ 14.3
How the 39 split by band
Exemplar 0Strong 5Developing 16Thin 9Emerging 7Minimal 2
Facet averages, against the whole catalog
| Facet | This cohort | Catalog | Difference | Scored |
|---|---|---|---|---|
| Contract Quality | 41.7 | 17.5 | +24.2 | 39 |
| Developer Ergonomics | 37.8 | 17.9 | +19.9 | 39 |
| Operational Transparency | 29.3 | 11.3 | +18 | 39 |
| Access Clarity | 35.6 | 22.3 | +13.3 | 39 |
| Discoverability | 68.8 | 60.4 | +8.4 | 39 |
| Contract Governance | 11.6 | 6.4 | +5.2 | 39 |
A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.
What this cohort publishes
| Artifact | This cohort | Catalog | Difference |
|---|---|---|---|
| MCP server (any) | 26% | 16% | +10 |
| MCP server (first-party) | 15% | 7% | +8 |
| Agent Skills | 0% | 0% | 0 |
| OAuth scopes | 15% | 9% | +6 |
| Security | 97% | 88% | +9 |
| Arazzo workflows | 8% | 2% | +6 |
| Governance rules | 49% | 13% | +36 |
mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.
Top by Kin Score
- 1 Cisco Umbrella 61.1
- 2 rtcStats 58.4
- 3 Azure DevOps 58.3
- 4 Datadog 57.1
- 5 Lightrun 56.4
- 6 Sentry 53.4
- 7 Amazon X-Ray 52.1
- 8 Codag 49.9
- 9 Jam 49.7
- 10 AWS X-Ray 48.8
Top by Agent Readiness
- 1 Lightrun 47
- 2 Jam 45.5
- 3 Telnyx 38.8
- 4 Datadog 38.3
- 5 rtcStats 37.6
- 6 Cisco Umbrella 31.8
- 7 Beeceptor 30.6
- 8 Replay 30.2
- 9 Azure DevOps 29.7
- 10 Appium 29.4
All 39 members of this roster resolve to a scored provider in
the catalog.Generated from the catalog build of
25 August 2026, across 26891
providers, using the same computation served by the
APIs.io cohort API. Briefs are published for rosters of
5 or more scored providers; below that a distribution is not meaningful.
Work with this as data
Every tag here is available over the APIs.io API and to AI agents over MCP.